Task 3: Evaluate Techniques for Wifi Locationing
Deep Analytics and Visualization 2017.3
Esteban Villalobos Gomez
November \(14_{th}\), 2019
Data loading into separate dataframes
LOAD_SAVED_MODELS = TRUE
training <- read.csv('data/trainingData.csv')
validation <- read.csv('data/validationData.csv')Some Descriptive exploration of target variables:
print(paste("Number of training observations", nrow(training)))## [1] "Number of training observations 19937"cat("Number of buildings", length(levels(as.factor(training$BUILDINGID))), "\n")## Number of buildings 3cat("Number of Floors", length(levels(as.factor(training$FLOOR))), "\n")## Number of Floors 5cat("Number of spaces", length(levels(as.factor(training$SPACEID))), "\n")## Number of spaces 123Remove independent variables with zero variance
# Add a acolum to identify if the row if from training or validation set
# since sets weill be merged later
training$isTraining <- TRUE
validation$isTraining <- FALSE
consolidado <- rbind(training, validation)
training$BUILDINGID <- as.factor(training$BUILDINGID)
training$FLOOR <- as.factor(training$FLOOR)
training$SPACEID <- as.factor(training$SPACEID)
validation$BUILDINGID <- as.factor(validation$BUILDINGID)
validation$FLOOR <- as.factor(validation$FLOOR)
validation$SPACEID <- as.factor(validation$SPACEID)
# Remove zero variance rows (constant rows) and remove them from both
# training and validation sets
zero.var <- logical()
for (i in c(1:ncol(consolidado))) {
zero.var[i] <- var(consolidado[,i]) != 0
}
# Apply a PCA algorithm only on WAP columns, in order to identify which
# columns could be removed, thus reducing the data set dimensionality
consolidado.pca <- prcomp(consolidado[, 1:520],
center = TRUE,
scale. = TRUE)Nota that data was transformed to a diferent scale after PCA was executed
as.data.frame(head(consolidado.pca$x))The following histogram shows the amount of information (explained variance proportion) from each principal component:
library(ggplot2)
prop_varianza <- consolidado.pca$sdev^2 / sum(consolidado.pca$sdev^2)
ggplot(data = data.frame(prop_varianza, pc = 1:520),
aes(x = pc, y = prop_varianza)) +
geom_col(width = 0.3) +
scale_y_continuous(limits = c(0,0.01)) +
theme_bw() +
labs(x = "# of Principal Components",
y = "Explained Variance Proportion")## Warning: Removed 11 rows containing missing values (position_stack).
The PCA algorithm will return the Principal components sorted descending based on its importance, I’ll select the first 100 principal components for training the classifiers.
Note that 100 PCs can explain near 60% of the variablity of the dataset:
# Number of Principal Components to use
M = 100
# Split into training and validation sets again, after dimensionality was reduced
training.pca <- data.frame(consolidado.pca$x[consolidado$isTraining, 1:M])
validation.pca <- data.frame(consolidado.pca$x[!consolidado$isTraining, 1:M])
# Calculate the total variance explained by the selected principal components
sum(prop_varianza[1:M]) ## [1] 0.6089494#Add other variables that were not WAPs
training.pca <- cbind(training.pca, training[, 521:529])
validation.pca <- cbind(validation.pca, validation[, 521:529])
n <- names(training.pca[,1:M])Also note that with 250, around 85% of variability could be explained, but this would add much more complexity to the classifiers training phase:
sum(prop_varianza[1:250]) ## [1] 0.8587173Classifiers
With the reduced feature set from PCA, a few models will be trained. First I’ll create a classifier for the building variable.
Parallel execution wrapper for training function
fit_model <- function(seed, num_workers=4, ...) {
#' Parallel multi-threaded wrapper of the caret's train(...) funtion.
#' @param seed used for the random generator
#' @param num_workers is the number of worker threads that will be executed in parallel
#' @param ... parameters passed directly to the caret's train(...) function
#' @return the trained model
set.seed(seed)
# Register parallel workers
cl <- makePSOCKcluster(num_workers)
registerDoParallel(cl)
fitted_model <- train(...)
# Release workers
stopCluster(cl)
return(fitted_model)
}Utility for saving and restoring models
save_model_to_disk <- function(trained_model, filename="trained_model.rds"){
#' save the model to disk
saveRDS(trained_model, paste("models", filename, sep="/"))
}
load_model_from_disk <- function(filename) {
return(readRDS(paste("models", filename, sep="/")))
}
plot_correlation <- function(dataset) {
#' Calculate the correlation among columns in the dataset
#' and plot a heat diagram with the results
#' @param dataset Data.frame to analyse
#' @return correlation data
corr_data <- cor(dataset)
corrplot(corr_data, type="full",
order = "original",
tl.cex = .85,
addCoefasPercent = TRUE,
col=brewer.pal(n=8, name="RdYlBu"))
}Variable independence
The following correlation graph shows that there is little to none correlation between WAPs:
plot_correlation(training.pca[,1:100])
KNN Model
Train a Knn to predict the Building:
f <- as.formula(paste("BUILDINGID ~", paste(n, collapse = " + ")))
model_file = "knn_model1.rds"
if(LOAD_SAVED_MODELS) {
fitted_model <- load_model_from_disk(model_file)
} else {
fit_control <- trainControl(method = "repeatedcv",
number = 10,
repeats = 3)
fitted_model <- fit_model(seed = 4561235,
num_workers = 8,
f,
data = training.pca,
method = "knn",
trControl = fit_control,
tuneLength = 5
)
save_model_to_disk(fitted_model, filename=model_file)
}
summary(fitted_model)## Length Class Mode
## learn 2 -none- list
## k 1 -none- numeric
## theDots 0 -none- list
## xNames 100 -none- character
## problemType 1 -none- character
## tuneValue 1 data.frame list
## obsLevels 3 -none- character
## param 0 -none- listggplot(fitted_model) + theme(legend.position = "top")
knn_building_model <- fitted_modelTest the model:
# Testing model
predictions.validation_knn <- predict(fitted_model, newdata = validation.pca, type="raw")
resamps.knn <- postResample(predictions.validation_knn, validation.pca$BUILDINGID)
resamps.knn## Accuracy Kappa
## 0.9918992 0.9872089confusionMatrix(data = predictions.validation_knn, validation.pca$BUILDINGID)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1 2
## 0 532 1 0
## 1 2 304 2
## 2 2 2 266
##
## Overall Statistics
##
## Accuracy : 0.9919
## 95% CI : (0.9847, 0.9963)
## No Information Rate : 0.4824
## P-Value [Acc > NIR] : <2e-16
##
## Kappa : 0.9872
##
## Mcnemar's Test P-Value : 0.5062
##
## Statistics by Class:
##
## Class: 0 Class: 1 Class: 2
## Sensitivity 0.9925 0.9902 0.9925
## Specificity 0.9983 0.9950 0.9953
## Pos Pred Value 0.9981 0.9870 0.9852
## Neg Pred Value 0.9931 0.9963 0.9976
## Prevalence 0.4824 0.2763 0.2412
## Detection Rate 0.4788 0.2736 0.2394
## Detection Prevalence 0.4797 0.2772 0.2430
## Balanced Accuracy 0.9954 0.9926 0.9939Let’s predict the Building + the Floor
training.pca$BF <- paste(training.pca$BUILDINGID, training.pca$FLOOR, sep = "|")
validation.pca$BF <- paste(validation.pca$BUILDINGID, validation.pca$FLOOR, sep = "|")
training.pca$BF <- as.factor(training.pca$BF)
validation.pca$BF <- as.factor(validation.pca$BF)
model_file = "knn_model2.rds"
if(LOAD_SAVED_MODELS) {
fitted_model <- load_model_from_disk(model_file)
} else {
f <- as.formula(paste("BF ~", paste(n, collapse = " + ")))
fit_control <- trainControl(method = "repeatedcv",
number = 10,
repeats = 3)
fitted_model <- fit_model(seed = 9423168,
num_workers = 12,
f,
data = training.pca,
method = "knn",
trControl = fit_control,
tuneLength = 5
)
save_model_to_disk(fitted_model, filename = model_file)
}
summary(fitted_model)## Length Class Mode
## learn 2 -none- list
## k 1 -none- numeric
## theDots 0 -none- list
## xNames 100 -none- character
## problemType 1 -none- character
## tuneValue 1 data.frame list
## obsLevels 13 -none- character
## param 0 -none- listggplot(fitted_model) + theme(legend.position = "top")
knn_building_floor_model <- fitted_modelTest the model:
# Testing model
predictions.validation_knn2 <- predict(fitted_model, newdata = validation.pca, type="raw")
resamps.knn2 <- postResample(predictions.validation_knn2, validation.pca$BF)
resamps.knn2## Accuracy Kappa
## 0.6966697 0.6625684confusionMatrix(data = predictions.validation_knn2, validation.pca$BF)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0|0 0|1 0|2 0|3 1|0 1|1 1|2 1|3 2|0 2|1 2|2 2|3 2|4
## 0|0 58 29 2 3 0 0 0 0 0 0 0 0 0
## 0|1 16 145 11 1 0 0 0 0 0 0 0 0 0
## 0|2 3 26 107 21 0 0 0 0 0 0 0 0 0
## 0|3 1 7 44 58 0 0 0 1 0 0 0 0 0
## 1|0 0 0 0 0 20 16 0 0 0 0 0 0 1
## 1|1 0 0 0 0 5 78 2 0 0 0 0 0 0
## 1|2 0 0 1 1 5 47 64 2 0 0 0 0 0
## 1|3 0 1 0 0 0 2 21 42 0 0 0 1 2
## 2|0 0 0 0 0 0 0 0 0 20 5 0 0 0
## 2|1 0 0 0 0 0 0 0 0 4 101 17 0 0
## 2|2 0 0 0 1 0 0 0 0 0 2 24 0 0
## 2|3 0 0 0 0 0 0 0 2 0 3 13 35 14
## 2|4 0 0 0 0 0 0 0 0 0 0 0 4 22
##
## Overall Statistics
##
## Accuracy : 0.6967
## 95% CI : (0.6687, 0.7236)
## No Information Rate : 0.1872
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.6626
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: 0|0 Class: 0|1 Class: 0|2 Class: 0|3
## Sensitivity 0.74359 0.6971 0.64848 0.68235
## Specificity 0.96709 0.9690 0.94715 0.94834
## Pos Pred Value 0.63043 0.8382 0.68153 0.52252
## Neg Pred Value 0.98037 0.9328 0.93920 0.97300
## Prevalence 0.07021 0.1872 0.14851 0.07651
## Detection Rate 0.05221 0.1305 0.09631 0.05221
## Detection Prevalence 0.08281 0.1557 0.14131 0.09991
## Balanced Accuracy 0.85534 0.8331 0.79782 0.81535
## Class: 1|0 Class: 1|1 Class: 1|2 Class: 1|3
## Sensitivity 0.6667 0.54545 0.73563 0.89362
## Specificity 0.9843 0.99277 0.94531 0.97462
## Pos Pred Value 0.5405 0.91765 0.53333 0.60870
## Neg Pred Value 0.9907 0.93665 0.97679 0.99520
## Prevalence 0.0270 0.12871 0.07831 0.04230
## Detection Rate 0.0180 0.07021 0.05761 0.03780
## Detection Prevalence 0.0333 0.07651 0.10801 0.06211
## Balanced Accuracy 0.8255 0.76911 0.84047 0.93412
## Class: 2|0 Class: 2|1 Class: 2|2 Class: 2|3
## Sensitivity 0.8333 0.90991 0.4444 0.87500
## Specificity 0.9954 0.97900 0.9972 0.97012
## Pos Pred Value 0.8000 0.82787 0.8889 0.52239
## Neg Pred Value 0.9963 0.98989 0.9723 0.99521
## Prevalence 0.0216 0.09991 0.0486 0.03600
## Detection Rate 0.0180 0.09091 0.0216 0.03150
## Detection Prevalence 0.0225 0.10981 0.0243 0.06031
## Balanced Accuracy 0.9144 0.94445 0.7208 0.92256
## Class: 2|4
## Sensitivity 0.5641
## Specificity 0.9963
## Pos Pred Value 0.8462
## Neg Pred Value 0.9843
## Prevalence 0.0351
## Detection Rate 0.0198
## Detection Prevalence 0.0234
## Balanced Accuracy 0.7802Random Forest
f <- as.formula(paste("BUILDINGID ~", paste(n, collapse = " + ")))
## Random Forest
model_file = "rf_model1.rds"
if(LOAD_SAVED_MODELS) {
fitted_model <- load_model_from_disk(model_file)
} else {
fit_control <- trainControl(method = "repeatedcv",
number = 10,
repeats = 3)
rf_grid <- expand.grid(mtry=c(1,5,7))
fitted_model <- fit_model(seed = 9743468,
num_workers = 12,
f,
data = training.pca,
method = "rf",
trControl = fit_control,
tuneGrid=rf_grid
)
save_model_to_disk(fitted_model, filename=model_file)
}
summary(fitted_model)## Length Class Mode
## call 4 -none- call
## type 1 -none- character
## predicted 19937 factor numeric
## err.rate 2000 -none- numeric
## confusion 12 -none- numeric
## votes 59811 matrix numeric
## oob.times 19937 -none- numeric
## classes 3 -none- character
## importance 100 -none- numeric
## importanceSD 0 -none- NULL
## localImportance 0 -none- NULL
## proximity 0 -none- NULL
## ntree 1 -none- numeric
## mtry 1 -none- numeric
## forest 14 -none- list
## y 19937 factor numeric
## test 0 -none- NULL
## inbag 0 -none- NULL
## xNames 100 -none- character
## problemType 1 -none- character
## tuneValue 1 data.frame list
## obsLevels 3 -none- character
## param 0 -none- listggplot(fitted_model) + theme(legend.position = "top")
rf_building_model <- fitted_modelValidate the model:
# Testing model
predictions.validation_rf <- predict(fitted_model, newdata = validation.pca, type="raw")
resamps.rf <- postResample(predictions.validation_rf, validation.pca$BUILDINGID)
resamps.rf## Accuracy Kappa
## 0.9990999 0.9985773confusionMatrix(data = predictions.validation_rf, validation.pca$BUILDINGID)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1 2
## 0 536 0 0
## 1 0 307 1
## 2 0 0 267
##
## Overall Statistics
##
## Accuracy : 0.9991
## 95% CI : (0.995, 1)
## No Information Rate : 0.4824
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.9986
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: 0 Class: 1 Class: 2
## Sensitivity 1.0000 1.0000 0.9963
## Specificity 1.0000 0.9988 1.0000
## Pos Pred Value 1.0000 0.9968 1.0000
## Neg Pred Value 1.0000 1.0000 0.9988
## Prevalence 0.4824 0.2763 0.2412
## Detection Rate 0.4824 0.2763 0.2403
## Detection Prevalence 0.4824 0.2772 0.2403
## Balanced Accuracy 1.0000 0.9994 0.9981Let’s predict the Building + the Floor
model_file = "rf_model2.rds"
if(LOAD_SAVED_MODELS) {
fitted_model <- load_model_from_disk(model_file)
} else {
f <- as.formula(paste("BF ~", paste(n, collapse = " + ")))
fit_control <- trainControl(method = "repeatedcv",
number = 10,
repeats = 3)
rf_grid <- expand.grid(mtry=c(1,5,7))
fitted_model <- fit_model(seed = 68432542,
num_workers = 12,
f,
data = training.pca,
method = "rf",
trControl = fit_control,
tuneGrid=rf_grid
)
save_model_to_disk(fitted_model, filename = model_file)
}
summary(fitted_model)## Length Class Mode
## call 4 -none- call
## type 1 -none- character
## predicted 19937 factor numeric
## err.rate 7000 -none- numeric
## confusion 182 -none- numeric
## votes 259181 matrix numeric
## oob.times 19937 -none- numeric
## classes 13 -none- character
## importance 100 -none- numeric
## importanceSD 0 -none- NULL
## localImportance 0 -none- NULL
## proximity 0 -none- NULL
## ntree 1 -none- numeric
## mtry 1 -none- numeric
## forest 14 -none- list
## y 19937 factor numeric
## test 0 -none- NULL
## inbag 0 -none- NULL
## xNames 100 -none- character
## problemType 1 -none- character
## tuneValue 1 data.frame list
## obsLevels 13 -none- character
## param 0 -none- listggplot(fitted_model) + theme(legend.position = "top")
rf_building_floor_model <- fitted_modelTest the model:
# Testing model
predictions.validation_rf2 <- predict(fitted_model, newdata = validation.pca, type="raw")
resamps.rf2 <- postResample(predictions.validation_rf2, validation.pca$BF)
resamps.rf2## Accuracy Kappa
## 0.6885689 0.6501310confusionMatrix(data = predictions.validation_rf2, validation.pca$BF)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0|0 0|1 0|2 0|3 1|0 1|1 1|2 1|3 2|0 2|1 2|2 2|3 2|4
## 0|0 38 18 0 0 0 0 0 0 0 0 0 0 0
## 0|1 28 118 8 2 0 0 0 0 0 0 0 0 0
## 0|2 12 69 143 40 0 0 0 0 0 0 1 0 0
## 0|3 0 3 14 43 0 0 0 0 0 0 0 0 0
## 1|0 0 0 0 0 15 2 0 0 0 0 0 0 0
## 1|1 0 0 0 0 9 92 1 0 0 0 0 0 0
## 1|2 0 0 0 0 6 48 80 8 0 0 0 0 0
## 1|3 0 0 0 0 0 1 6 39 0 0 0 0 0
## 2|0 0 0 0 0 0 0 0 0 16 2 0 0 0
## 2|1 0 0 0 0 0 0 0 0 8 108 19 1 1
## 2|2 0 0 0 0 0 0 0 0 0 1 17 0 0
## 2|3 0 0 0 0 0 0 0 0 0 0 17 39 21
## 2|4 0 0 0 0 0 0 0 0 0 0 0 0 17
##
## Overall Statistics
##
## Accuracy : 0.6886
## 95% CI : (0.6604, 0.7157)
## No Information Rate : 0.1872
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.6501
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: 0|0 Class: 0|1 Class: 0|2 Class: 0|3
## Sensitivity 0.48718 0.5673 0.8667 0.50588
## Specificity 0.98258 0.9579 0.8710 0.98343
## Pos Pred Value 0.67857 0.7564 0.5396 0.71667
## Neg Pred Value 0.96209 0.9058 0.9740 0.96004
## Prevalence 0.07021 0.1872 0.1485 0.07651
## Detection Rate 0.03420 0.1062 0.1287 0.03870
## Detection Prevalence 0.05041 0.1404 0.2385 0.05401
## Balanced Accuracy 0.73488 0.7626 0.8689 0.74466
## Class: 1|0 Class: 1|1 Class: 1|2 Class: 1|3
## Sensitivity 0.5000 0.64336 0.91954 0.8298
## Specificity 0.9981 0.98967 0.93945 0.9934
## Pos Pred Value 0.8824 0.90196 0.56338 0.8478
## Neg Pred Value 0.9863 0.94945 0.99278 0.9925
## Prevalence 0.0270 0.12871 0.07831 0.0423
## Detection Rate 0.0135 0.08281 0.07201 0.0351
## Detection Prevalence 0.0153 0.09181 0.12781 0.0414
## Balanced Accuracy 0.7491 0.81651 0.92950 0.9116
## Class: 2|0 Class: 2|1 Class: 2|2 Class: 2|3
## Sensitivity 0.6667 0.97297 0.3148 0.97500
## Specificity 0.9982 0.97100 0.9991 0.96452
## Pos Pred Value 0.8889 0.78832 0.9444 0.50649
## Neg Pred Value 0.9927 0.99692 0.9661 0.99903
## Prevalence 0.0216 0.09991 0.0486 0.03600
## Detection Rate 0.0144 0.09721 0.0153 0.03510
## Detection Prevalence 0.0162 0.12331 0.0162 0.06931
## Balanced Accuracy 0.8324 0.97199 0.6569 0.96976
## Class: 2|4
## Sensitivity 0.4359
## Specificity 1.0000
## Pos Pred Value 1.0000
## Neg Pred Value 0.9799
## Prevalence 0.0351
## Detection Rate 0.0153
## Detection Prevalence 0.0153
## Balanced Accuracy 0.7179C5.0 Model
f <- as.formula(paste("BUILDINGID ~", paste(n, collapse = " + ")))
## C5.0
model_file = "c50_model1.rds"
if(LOAD_SAVED_MODELS) {
fitted_model <- load_model_from_disk(model_file)
} else {
fit_control <- trainControl(method = "repeatedcv",
number = 10,
repeats = 3)
fitted_model <- fit_model(seed = 9743468,
num_workers = 12,
f,
data = training.pca,
method = "C5.0",
trControl = fit_control,
tuneLength = 15,
)
save_model_to_disk(fitted_model, filename=model_file)
}
summary(fitted_model)##
## Call:
## (function (x, y, trials = 1, rules = FALSE, weights = NULL, control
## 8.88235651146991, 8.88235651146991, 5.08108509503511,
## 8.88235651146991, 8.8823565114
##
##
## C5.0 [Release 2.07 GPL Edition] Sun Nov 10 21:57:32 2019
## -------------------------------
##
## Class specified by attribute `outcome'
##
## Read 19937 cases (101 attributes) from undefined.data
##
## 87 attributes winnowed
## Estimated importance of remaining attributes:
##
## 8706% PC2
## 3933% PC1
## 103% PC3
## 67% PC45
## 44% PC8
## 42% PC6
## 39% PC44
## 19% PC5
## 19% PC20
## 14% PC18
## 14% PC21
## 8% PC4
## <1% PC56
##
## ----- Trial 0: -----
##
## Rules:
##
## Rule 0/1: (5232, lift 3.8)
## PC1 <= -0.3070439
## PC2 > 1.40607
## PC5 > -2.398256
## -> class 0 [1.000]
##
## Rule 0/2: (2210, lift 3.8)
## PC3 <= 5.824995
## PC4 <= -3.841968
## -> class 0 [1.000]
##
## Rule 0/3: (777, lift 3.8)
## PC1 > 11.73215
## PC56 <= 1.844189
## -> class 1 [0.999]
##
## Rule 0/4: (3253/1, lift 3.8)
## PC1 > 0.07267573
## PC3 > 0.09497605
## PC8 > -4.834902
## -> class 1 [0.999]
##
## Rule 0/5: (1580, lift 3.8)
## PC1 > 0.07267573
## PC6 > 4.173553
## -> class 1 [0.999]
##
## Rule 0/6: (967, lift 3.8)
## PC1 > 0.07267573
## PC8 > -4.834902
## PC45 <= -0.2992758
## -> class 1 [0.999]
##
## Rule 0/7: (2882/4, lift 3.8)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC4 > -3.841968
## PC18 <= 0.2049964
## -> class 1 [0.998]
##
## Rule 0/8: (1290/4, lift 3.8)
## PC1 > 4.913236
## PC8 > -4.834902
## PC44 <= 1.670737
## -> class 1 [0.996]
##
## Rule 0/9: (234, lift 3.8)
## PC2 <= -0.3597415
## PC3 > 0.5846092
## PC45 <= 0.006136876
## -> class 1 [0.996]
##
## Rule 0/10: (3922/39, lift 3.8)
## PC3 > 0.5846092
## -> class 1 [0.990]
##
## Rule 0/11: (4887, lift 2.1)
## PC1 <= 0.07267573
## PC2 <= -0.3597415
## PC45 > 0.006136876
## -> class 2 [1.000]
##
## Rule 0/12: (9079/7, lift 2.1)
## PC1 <= -0.3070439
## PC2 <= 1.40607
## -> class 2 [0.999]
##
## Rule 0/13: (2102/132, lift 2.0)
## PC18 > 0.2049964
## PC21 > 0.6881863
## -> class 2 [0.937]
##
## Rule 0/14: (10552/1165, lift 1.9)
## PC2 <= -0.3597415
## -> class 2 [0.890]
##
## Default class: 2
##
## ----- Trial 1: -----
##
## Rules:
##
## Rule 1/1: (4183.6, lift 4.5)
## PC1 <= 0.7225365
## PC2 > -0.3769539
## PC3 <= 0.1612521
## -> class 0 [1.000]
##
## Rule 1/2: (1884.1/0.8, lift 4.5)
## PC4 > 3.437691
## -> class 0 [0.999]
##
## Rule 1/3: (1472.3, lift 2.5)
## PC1 > 0.7225365
## PC2 > -0.3769539
## -> class 1 [0.999]
##
## Rule 1/4: (7044/253.7, lift 2.4)
## PC2 > -0.3769539
## PC3 > 0.1612521
## PC4 <= 3.437691
## PC21 <= 1.779981
## -> class 1 [0.964]
##
## Rule 1/5: (493.9/19.5, lift 2.4)
## PC2 <= -0.3769539
## PC4 > 0.4560649
## -> class 1 [0.959]
##
## Rule 1/6: (3171.4/136.2, lift 2.4)
## PC3 > 0.5712223
## -> class 1 [0.957]
##
## Rule 1/7: (873/42.8, lift 2.4)
## PC1 > 6.622385
## -> class 1 [0.950]
##
## Rule 1/8: (7494.5/13.5, lift 2.6)
## PC1 <= 6.622385
## PC2 <= -0.3769539
## PC3 <= 0.5712223
## PC4 <= 0.4560649
## -> class 2 [0.998]
##
## Rule 1/9: (33.8, lift 2.5)
## PC2 > -0.3769539
## PC3 > 0.1612521
## PC21 > 1.779981
## -> class 2 [0.972]
##
## Default class: 1
##
## ----- Trial 2: -----
##
## Rules:
##
## Rule 2/1: (3466.4, lift 5.5)
## PC2 > 2.301497
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 2/2: (1749.6, lift 3.1)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 2/3: (400.2, lift 3.1)
## PC1 > 14.68747
## -> class 1 [0.998]
##
## Rule 2/4: (1927.2/27.2, lift 3.0)
## PC1 > -0.5890457
## PC2 <= 2.301497
## PC8 > -3.944103
## PC18 <= 0.07304633
## PC56 <= 1.120596
## -> class 1 [0.985]
##
## Rule 2/5: (94.5/0.6, lift 3.0)
## PC1 > -0.5890457
## PC6 > 1.191639
## PC56 > 1.120596
## -> class 1 [0.984]
##
## Rule 2/6: (5939.4/1339.5, lift 2.4)
## PC1 > -0.5890457
## PC2 <= 2.301497
## PC8 > -1.301106
## PC18 <= 0.3604179
## PC56 <= 1.120596
## -> class 1 [0.774]
##
## Rule 2/7: (6070.5, lift 2.0)
## PC1 <= -0.5890457
## PC2 <= 2.301497
## -> class 2 [1.000]
##
## Rule 2/8: (1975.7/4.5, lift 2.0)
## PC1 <= 14.68747
## PC2 <= 2.301497
## PC6 <= 1.191639
## PC56 > 1.120596
## -> class 2 [0.997]
##
## Rule 2/9: (1148.8/5.1, lift 2.0)
## PC2 <= 2.301497
## PC8 <= -3.944103
## PC56 <= 1.120596
## -> class 2 [0.995]
##
## Rule 2/10: (1491.6/7.9, lift 2.0)
## PC3 <= 0.4954133
## PC8 > 0.7829622
## PC18 > 0.07304633
## -> class 2 [0.994]
##
## Rule 2/11: (1547.3/15.3, lift 2.0)
## PC2 <= 2.301497
## PC18 > 0.3604179
## -> class 2 [0.989]
##
## Rule 2/12: (1349.7/27.2, lift 2.0)
## PC2 <= 2.301497
## PC8 <= -1.301106
## PC18 > 0.07304633
## PC56 <= 1.120596
## -> class 2 [0.979]
##
## Default class: 2
##
## ----- Trial 3: -----
##
## Rules:
##
## Rule 3/1: (2720.6, lift 6.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 3/2: (834.4, lift 3.1)
## PC2 > -0.002573538
## PC2 <= 2.231518
## PC3 > 0.5294847
## -> class 1 [0.999]
##
## Rule 3/3: (1356.9, lift 3.1)
## PC2 <= 2.231518
## PC3 > 0.7643508
## -> class 1 [0.999]
##
## Rule 3/4: (1401.4, lift 3.1)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 3/5: (620.7, lift 3.1)
## PC1 > 9.174034
## PC20 > -0.1346197
## -> class 1 [0.998]
##
## Rule 3/6: (380.1, lift 3.1)
## PC1 > -0.5890457
## PC2 > -2.771465
## PC2 <= 2.231518
## PC18 <= 0.1487848
## PC20 > -0.1346197
## PC20 <= 0.2005897
## -> class 1 [0.997]
##
## Rule 3/7: (1297.2/32.4, lift 3.0)
## PC1 > -0.5890457
## PC2 <= 2.231518
## PC20 > 0.2005897
## -> class 1 [0.974]
##
## Rule 3/8: (693.8/22.5, lift 3.0)
## PC1 > 13.53938
## -> class 1 [0.966]
##
## Rule 3/9: (2060.6, lift 1.9)
## PC1 <= 9.174034
## PC2 <= -0.002573538
## PC3 <= 0.7643508
## PC18 > 0.1487848
## PC20 <= 0.2005897
## -> class 2 [1.000]
##
## Rule 3/10: (5097.1/0.9, lift 1.9)
## PC1 <= 9.174034
## PC2 <= -2.771465
## -> class 2 [1.000]
##
## Rule 3/11: (4661.6, lift 1.9)
## PC1 <= -0.5890457
## PC2 <= 2.231518
## -> class 2 [1.000]
##
## Rule 3/12: (4581.8/119.6, lift 1.8)
## PC1 <= 13.53938
## PC2 <= 2.231518
## PC3 <= 0.7643508
## PC20 <= -0.1346197
## -> class 2 [0.974]
##
## Rule 3/13: (11234.9/2491.9, lift 1.5)
## PC1 <= 9.174034
## PC2 <= 2.231518
## PC3 <= 0.5294847
## PC20 <= 0.2005897
## -> class 2 [0.778]
##
## Default class: 2
##
## ----- Trial 4: -----
##
## Rules:
##
## Rule 4/1: (2136.9, lift 8.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 4/2: (1093.1, lift 2.2)
## PC1 > -0.3832309
## PC2 <= 2.231518
## PC3 > 0.68698
## -> class 1 [0.999]
##
## Rule 4/3: (1225.6, lift 2.2)
## PC1 > 5.464444
## PC6 > -1.32045
## PC8 > -5.473749
## -> class 1 [0.999]
##
## Rule 4/4: (1100.7, lift 2.2)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 4/5: (457.7/0.7, lift 2.2)
## PC1 > -0.3832309
## PC6 <= -1.32045
## PC56 <= 0.03064618
## -> class 1 [0.996]
##
## Rule 4/6: (100.4, lift 2.2)
## PC2 <= 2.231518
## PC3 <= -6.109262
## -> class 1 [0.990]
##
## Rule 4/7: (549.3/36.3, lift 2.1)
## PC1 > -0.3832309
## PC6 <= -1.32045
## PC18 > 0.2271781
## -> class 1 [0.932]
##
## Rule 4/8: (285.9/19, lift 2.1)
## PC1 > -0.3832309
## PC6 <= -1.32045
## PC8 > -5.473749
## PC8 <= -2.355835
## -> class 1 [0.930]
##
## Rule 4/9: (8503.1/2013.3, lift 1.7)
## PC1 > -0.3832309
## PC2 > -0.9983891
## PC2 <= 2.231518
## PC18 <= 0.2485706
## -> class 1 [0.763]
##
## Rule 4/10: (1130.4, lift 2.3)
## PC1 <= 5.464444
## PC2 <= 2.231518
## PC3 <= 0.68698
## PC20 <= -0.3100374
## -> class 2 [0.999]
##
## Rule 4/11: (664.3, lift 2.3)
## PC8 <= -5.473749
## -> class 2 [0.998]
##
## Rule 4/12: (155.1/0.3, lift 2.3)
## PC1 > -0.3832309
## PC1 <= 5.464444
## PC2 <= 2.231518
## PC3 <= 0.68698
## PC18 > 0.2485706
## -> class 2 [0.991]
##
## Rule 4/13: (1801.6/14.7, lift 2.3)
## PC2 <= 2.231518
## PC3 > -6.109262
## PC6 <= -1.32045
## PC8 > -2.355835
## PC18 <= 0.2271781
## PC56 > 0.03064618
## -> class 2 [0.991]
##
## Rule 4/14: (4969.5/58.1, lift 2.3)
## PC1 <= 5.464444
## PC2 <= -0.9983891
## -> class 2 [0.988]
##
## Rule 4/15: (4210.9/91.1, lift 2.2)
## PC1 <= -0.3832309
## PC2 <= 2.231518
## -> class 2 [0.978]
##
## Default class: 1
##
## ----- Trial 5: -----
##
## Rules:
##
## Rule 5/1: (1756.8, lift 9.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 5/2: (859.3, lift 2.2)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 5/3: (14792.7/6455.3, lift 1.3)
## PC1 > -0.5890457
## PC2 <= 2.231518
## -> class 1 [0.564]
##
## Rule 5/4: (2079.7, lift 2.2)
## PC1 <= 14.58976
## PC2 <= -4.597395
## -> class 2 [1.000]
##
## Rule 5/5: (2858.3, lift 2.2)
## PC1 <= -0.5890457
## PC2 <= 2.231518
## -> class 2 [1.000]
##
## Rule 5/6: (851.8, lift 2.2)
## PC1 <= 14.58976
## PC2 <= 2.231518
## PC3 <= 0.7643508
## PC18 > 0.3226619
## -> class 2 [0.999]
##
## Rule 5/7: (1190.8/0.8, lift 2.2)
## PC1 <= 14.58976
## PC2 <= 2.231518
## PC5 <= 2.354446
## PC44 > 1.339866
## -> class 2 [0.998]
##
## Rule 5/8: (541.7, lift 2.2)
## PC2 > -0.9382412
## PC2 <= 2.231518
## PC3 <= 0.4954133
## PC20 <= 0.1636501
## PC45 <= 0.1694144
## -> class 2 [0.998]
##
## Rule 5/9: (518.6, lift 2.2)
## PC8 <= -5.473749
## -> class 2 [0.998]
##
## Rule 5/10: (4524.7/46.4, lift 2.2)
## PC1 <= 14.58976
## PC2 <= -0.9382412
## PC3 <= 0.7643508
## PC4 <= 0.5436032
## PC5 <= 2.354446
## -> class 2 [0.990]
##
## Default class: 2
##
## ----- Trial 6: -----
##
## Rules:
##
## Rule 6/1: (1419.2, lift 11.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 6/2: (924.4, lift 2.3)
## PC1 > -0.589163
## PC2 <= 2.231518
## PC3 > 0.4783273
## PC18 <= 0.1852106
## -> class 1 [0.999]
##
## Rule 6/3: (672.1, lift 2.3)
## PC2 <= 2.231518
## PC3 > 0.7643508
## -> class 1 [0.999]
##
## Rule 6/4: (694.1, lift 2.3)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 6/5: (905.2/0.4, lift 2.3)
## PC1 > -0.589163
## PC6 > 0.6679029
## PC20 > 0.1626832
## PC56 <= 0.325107
## -> class 1 [0.998]
##
## Rule 6/6: (2038/11.6, lift 2.3)
## PC1 > 3.328341
## PC6 > 0.6679029
## -> class 1 [0.994]
##
## Rule 6/7: (2879.3/22.3, lift 2.3)
## PC1 > 9.336863
## PC56 <= 2.200439
## -> class 1 [0.992]
##
## Rule 6/8: (72.6, lift 2.3)
## PC1 > -0.589163
## PC1 <= -0.5865937
## PC2 <= 2.231518
## -> class 1 [0.987]
##
## Rule 6/9: (3469.2/0.2, lift 2.1)
## PC1 <= 9.336863
## PC2 <= 2.231518
## PC3 <= 0.7031291
## PC6 <= 0.6679029
## -> class 2 [1.000]
##
## Rule 6/10: (643.7/37.9, lift 1.9)
## PC2 <= 2.231518
## PC56 > 2.200439
## -> class 2 [0.940]
##
## Rule 6/11: (12504.9/3853.9, lift 1.4)
## PC1 <= 3.328341
## PC2 <= 2.231518
## PC3 <= 0.7643508
## -> class 2 [0.692]
##
## Default class: 2
##
## ----- Trial 7: -----
##
## Rules:
##
## Rule 7/1: (760.6/124.5, lift 11.2)
## PC4 <= -1.778013
## -> class 0 [0.835]
##
## Rule 7/2: (2646, lift 1.9)
## PC1 > 8.888579
## PC2 > -7.918452
## PC8 > -5.109612
## PC44 <= 3.051546
## -> class 1 [1.000]
##
## Rule 7/3: (1999.6/1.6, lift 1.9)
## PC1 > 0.7245411
## PC18 <= -0.2678238
## -> class 1 [0.999]
##
## Rule 7/4: (1300.7/114.6, lift 1.7)
## PC3 > -0.3938558
## PC4 > -1.778013
## PC8 > -3.773524
## PC8 <= 1.664471
## PC18 > -0.2678238
## PC44 <= 3.051546
## PC45 <= 0.04483392
## -> class 1 [0.911]
##
## Rule 7/5: (14174.9/4850.2, lift 1.3)
## PC1 > -0.221529
## PC4 > -1.778013
## PC8 > -3.773524
## PC8 <= 1.664471
## PC44 <= 3.051546
## -> class 1 [0.658]
##
## Rule 7/6: (1075/4.7, lift 2.5)
## PC1 <= 8.888579
## PC4 > -1.778013
## PC8 <= -3.773524
## -> class 2 [0.995]
##
## Rule 7/7: (132.1, lift 2.5)
## PC2 <= -7.918452
## -> class 2 [0.993]
##
## Rule 7/8: (774.1/11.7, lift 2.4)
## PC8 <= -5.109612
## -> class 2 [0.984]
##
## Rule 7/9: (256.6/5.4, lift 2.4)
## PC4 > -1.778013
## PC18 > -0.2678238
## PC44 > 3.051546
## -> class 2 [0.975]
##
## Rule 7/10: (2290.4/238.4, lift 2.2)
## PC1 <= 8.888579
## PC3 <= -0.3938558
## PC4 > -1.778013
## PC18 > -0.2678238
## -> class 2 [0.896]
##
## Rule 7/11: (12717.5/6293.5, lift 1.3)
## PC1 <= 0.7245411
## PC4 > -1.778013
## -> class 2 [0.505]
##
## Default class: 1
##
## ----- Trial 8: -----
##
## Rules:
##
## Rule 8/1: (2111.1/18.7, lift 6.4)
## PC4 > 2.35432
## -> class 0 [0.991]
##
## Rule 8/2: (741.3, lift 2.2)
## PC3 > 0.5677963
## PC4 <= 2.35432
## PC18 <= 0.3185216
## PC20 <= -0.04921923
## -> class 1 [0.999]
##
## Rule 8/3: (1956.9, lift 2.2)
## PC1 > -0.1050464
## PC3 > 0.3115553
## -> class 1 [0.999]
##
## Rule 8/4: (17825.9/8683, lift 1.1)
## PC4 <= 2.35432
## -> class 1 [0.513]
##
## Rule 8/5: (2055.4/0.7, lift 2.6)
## PC1 <= 11.27169
## PC2 <= -3.135646
## -> class 2 [0.999]
##
## Rule 8/6: (438.9/15.3, lift 2.5)
## PC2 <= 1.018238
## PC20 <= -0.7367095
## -> class 2 [0.963]
##
## Rule 8/7: (11251.9/4675, lift 1.5)
## PC1 <= 1.487879
## PC2 <= 1.018238
## -> class 2 [0.585]
##
## Default class: 1
##
## ----- Trial 9: -----
##
## Rules:
##
## Rule 9/1: (4815.5, lift 3.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 9/2: (812.2, lift 2.4)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 9/3: (14485.6/6787.8, lift 1.3)
## PC2 <= 2.231518
## -> class 1 [0.531]
##
## Rule 9/4: (1551.1, lift 3.1)
## PC1 <= -0.5890457
## PC2 <= 2.231518
## -> class 2 [0.999]
##
## Rule 9/5: (1343.9/0.2, lift 3.1)
## PC1 <= 0.7682185
## PC2 <= -0.5562518
## PC45 > -0.05846542
## -> class 2 [0.999]
##
## Rule 9/6: (1717.9, lift 3.1)
## PC1 <= 7.579506
## PC2 <= -2.807775
## -> class 2 [0.999]
##
## Rule 9/7: (545.2/10.2, lift 3.0)
## PC8 <= -5.109612
## -> class 2 [0.979]
##
## Rule 9/8: (690.8/24.5, lift 3.0)
## PC1 <= 7.579506
## PC2 <= 2.231518
## PC8 > 1.907695
## PC20 > -0.9848288
## -> class 2 [0.963]
##
## Rule 9/9: (336.5/47.3, lift 2.7)
## PC2 <= 2.231518
## PC20 <= -0.9848288
## -> class 2 [0.857]
##
## Default class: 1
##
## ----- Trial 10: -----
##
## Rules:
##
## Rule 10/1: (3884.3, lift 4.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 10/2: (760.1, lift 2.7)
## PC3 > 0.5294847
## PC4 <= 0.3612687
## PC6 > 0.6544133
## PC18 <= 0.3181957
## -> class 1 [0.999]
##
## Rule 10/3: (1270.3, lift 2.7)
## PC1 > 3.464844
## PC6 > 0.6544133
## PC20 > -0.1879251
## -> class 1 [0.999]
##
## Rule 10/4: (655.2, lift 2.7)
## PC3 > 1.640775
## -> class 1 [0.998]
##
## Rule 10/5: (1074/5, lift 2.7)
## PC2 <= 2.231518
## PC3 > 0.7072012
## -> class 1 [0.994]
##
## Rule 10/6: (1273/20.7, lift 2.6)
## PC2 <= 2.231518
## PC3 <= 0.7072012
## PC4 > 0.3612687
## PC18 <= 0.3181957
## PC20 > -0.1879251
## -> class 1 [0.983]
##
## Rule 10/7: (1758.3/248.3, lift 2.3)
## PC1 > 9.38352
## -> class 1 [0.858]
##
## Rule 10/8: (1948.3, lift 2.4)
## PC1 <= 9.38352
## PC2 <= 2.231518
## PC3 <= 0.7072012
## PC4 <= 0.3612687
## PC6 <= 0.6544133
## -> class 2 [0.999]
##
## Rule 10/9: (1684.7/2.8, lift 2.4)
## PC1 <= 9.38352
## PC2 <= 2.231518
## PC3 <= 0.7072012
## PC20 <= -0.1879251
## -> class 2 [0.998]
##
## Rule 10/10: (908.4/23.2, lift 2.4)
## PC2 <= 2.231518
## PC3 <= 0.7072012
## PC18 > 0.3181957
## -> class 2 [0.973]
##
## Rule 10/11: (10383.1/3466.6, lift 1.6)
## PC1 <= 3.464844
## PC2 <= 2.231518
## PC3 <= 0.5294847
## PC4 <= 0.3612687
## -> class 2 [0.666]
##
## Default class: 2
##
## ----- Trial 11: -----
##
## Rules:
##
## Rule 11/1: (3139.2, lift 5.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 11/2: (1812.4, lift 2.2)
## PC1 > -0.1781929
## PC2 <= 2.231518
## PC3 > 0.3016738
## PC8 <= 0.6481106
## -> class 1 [0.999]
##
## Rule 11/3: (1483.7/0.4, lift 2.2)
## PC1 > 3.72212
## PC56 <= 0.4155779
## -> class 1 [0.999]
##
## Rule 11/4: (1235.6, lift 2.2)
## PC1 > 14.58986
## -> class 1 [0.999]
##
## Rule 11/5: (529.5, lift 2.2)
## PC3 > 1.640775
## -> class 1 [0.998]
##
## Rule 11/6: (2680.6/12.1, lift 2.2)
## PC1 > -0.3140869
## PC2 <= 2.231518
## PC20 > 0.2371164
## -> class 1 [0.995]
##
## Rule 11/7: (223.8/0.6, lift 2.2)
## PC2 <= 2.231518
## PC8 <= 0.6481106
## PC45 <= -0.5027864
## PC56 > 0.4155779
## -> class 1 [0.993]
##
## Rule 11/8: (651.5/34.3, lift 2.1)
## PC2 <= 2.231518
## PC8 <= 0.6481106
## PC18 <= -0.2521837
## PC45 > -0.5027864
## PC56 > 0.4155779
## -> class 1 [0.946]
##
## Rule 11/9: (11240.5/4527.9, lift 1.3)
## PC1 > -0.589163
## PC3 > 0.3016738
## -> class 1 [0.597]
##
## Rule 11/10: (985.1, lift 2.7)
## PC1 <= -0.1781929
## PC2 <= 0.0661946
## PC45 > -0.00892347
## -> class 2 [0.999]
##
## Rule 11/11: (1584.2, lift 2.7)
## PC1 <= 3.72212
## PC2 <= 2.231518
## PC3 <= 0.3016738
## PC20 <= 0.2371164
## -> class 2 [0.999]
##
## Rule 11/12: (1232.9, lift 2.7)
## PC1 <= -0.589163
## PC2 <= 2.231518
## -> class 2 [0.999]
##
## Rule 11/13: (286.9, lift 2.7)
## PC1 <= -0.3140869
## PC2 <= 2.231518
## PC20 > 0.2371164
## -> class 2 [0.997]
##
## Rule 11/14: (1131.3/58.6, lift 2.6)
## PC1 <= 14.58986
## PC2 <= 2.231518
## PC8 > 0.6481106
## PC20 <= 0.2371164
## -> class 2 [0.947]
##
## Rule 11/15: (1993.6/127.6, lift 2.5)
## PC1 <= 14.58986
## PC2 <= 2.231518
## PC18 > -0.2521837
## PC20 <= 0.2371164
## PC45 > -0.5027864
## PC56 > 0.4155779
## -> class 2 [0.936]
##
## Default class: 1
##
## ----- Trial 12: -----
##
## Rules:
##
## Rule 12/1: (2558.2, lift 6.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 12/2: (1952.8, lift 2.2)
## PC1 > 2.314181
## PC3 > 0.09497605
## -> class 1 [0.999]
##
## Rule 12/3: (1657.7, lift 2.2)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 12/4: (1798.4/11, lift 2.2)
## PC2 > -0.03789113
## PC6 > 0.6544133
## PC18 <= 0.3222497
## PC20 > -0.1185965
## -> class 1 [0.993]
##
## Rule 12/5: (17040.9/8378.2, lift 1.1)
## PC2 <= 2.231518
## -> class 1 [0.508]
##
## Rule 12/6: (1654.2/0.6, lift 2.5)
## PC1 <= 2.314181
## PC2 <= -0.03789113
## PC3 <= 0.7945246
## PC18 > -0.2831017
## -> class 2 [0.999]
##
## Rule 12/7: (987.7, lift 2.5)
## PC1 <= 14.58976
## PC2 <= -4.597395
## -> class 2 [0.999]
##
## Rule 12/8: (1582.2, lift 2.5)
## PC1 <= 8.705422
## PC2 <= 2.231518
## PC3 <= 0.7945246
## PC6 <= 0.6544133
## -> class 2 [0.999]
##
## Rule 12/9: (580.5, lift 2.5)
## PC1 <= 14.58976
## PC2 <= 2.231518
## PC3 <= 0.7945246
## PC18 > 0.3222497
## -> class 2 [0.998]
##
## Rule 12/10: (1524.3/26.5, lift 2.5)
## PC1 <= 5.089602
## PC2 <= 2.231518
## PC3 <= 0.09497605
## PC18 > -0.2831017
## -> class 2 [0.982]
##
## Rule 12/11: (9652.6/3530.8, lift 1.6)
## PC1 <= 8.705422
## PC2 <= 2.231518
## PC3 <= 0.7945246
## PC20 <= -0.1185965
## -> class 2 [0.634]
##
## Default class: 1
##
## ----- Trial 13: -----
##
## Rules:
##
## Rule 13/1: (2056.9, lift 7.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 13/2: (1217.3/0.1, lift 1.9)
## PC1 > -0.4339886
## PC2 <= 2.231518
## PC8 <= 1.401889
## PC44 <= 3.051546
## PC56 <= -0.2653593
## -> class 1 [0.999]
##
## Rule 13/3: (867.8, lift 1.9)
## PC1 > 8.705422
## PC2 > -4.403933
## -> class 1 [0.999]
##
## Rule 13/4: (1718.2, lift 1.9)
## PC1 > -0.3830975
## PC2 > -4.403933
## PC2 <= 2.231518
## PC8 <= 1.401889
## PC20 > 0.2231793
## -> class 1 [0.999]
##
## Rule 13/5: (927.1, lift 1.9)
## PC1 > 13.5602
## PC44 <= 3.051546
## -> class 1 [0.999]
##
## Rule 13/6: (1332.9, lift 1.9)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 13/7: (2108.3/16.3, lift 1.9)
## PC2 <= 2.231518
## PC3 > 0.7031291
## -> class 1 [0.992]
##
## Rule 13/8: (13034.4/4456.5, lift 1.2)
## PC1 > -0.4339886
## PC3 > 0.09497605
## PC18 <= 0.2516281
## -> class 1 [0.658]
##
## Rule 13/9: (947.7, lift 2.9)
## PC1 <= 13.5602
## PC2 <= -4.403933
## -> class 2 [0.999]
##
## Rule 13/10: (496.4, lift 2.9)
## PC1 > -0.4339886
## PC1 <= 13.5602
## PC2 <= 2.231518
## PC3 <= 0.7031291
## PC18 > 0.2516281
## PC20 <= 0.2231793
## -> class 2 [0.998]
##
## Rule 13/11: (306, lift 2.9)
## PC2 <= 2.231518
## PC3 <= 0.7031291
## PC44 > 3.051546
## -> class 2 [0.997]
##
## Rule 13/12: (1104.8/3, lift 2.9)
## PC1 <= 8.705422
## PC2 <= 2.231518
## PC3 <= 0.09497605
## PC20 <= 0.2231793
## PC56 > -0.2653593
## -> class 2 [0.996]
##
## Rule 13/13: (996.7/17.2, lift 2.9)
## PC1 <= -0.4339886
## PC2 <= 2.231518
## -> class 2 [0.982]
##
## Rule 13/14: (996/20.5, lift 2.9)
## PC3 <= 0.7031291
## PC8 > 1.401889
## -> class 2 [0.978]
##
## Default class: 1
##
## ----- Trial 14: -----
##
## Rules:
##
## Rule 14/1: (1686.7, lift 9.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 14/2: (1510.2, lift 2.2)
## PC2 > 0.02475915
## PC2 <= 2.231518
## PC3 > 0.5294847
## -> class 1 [0.999]
##
## Rule 14/3: (1261.6, lift 2.2)
## PC1 > 7.908595
## PC8 > -5.539928
## PC56 <= 1.733763
## -> class 1 [0.999]
##
## Rule 14/4: (1093, lift 2.2)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 14/5: (842.6/8, lift 2.2)
## PC2 <= 2.231518
## PC4 <= -0.4097781
## PC20 <= 0.158277
## -> class 1 [0.989]
##
## Rule 14/6: (973.7/13.4, lift 2.2)
## PC5 <= -5.233884
## -> class 1 [0.985]
##
## Rule 14/7: (2302.1/56.9, lift 2.1)
## PC1 > -0.3140869
## PC2 <= 2.231518
## PC20 > 0.158277
## -> class 1 [0.975]
##
## Rule 14/8: (1068.5/94.8, lift 2.0)
## PC2 <= 2.231518
## PC4 > -0.4097781
## PC8 > -5.539928
## PC8 <= 1.152051
## PC56 <= -0.2688269
## -> class 1 [0.911]
##
## Rule 14/9: (442.4, lift 2.3)
## PC8 <= -5.539928
## -> class 2 [0.998]
##
## Rule 14/10: (437.4/0.5, lift 2.3)
## PC2 <= 2.231518
## PC4 > -0.4097781
## PC56 > 1.733763
## -> class 2 [0.997]
##
## Rule 14/11: (216.2, lift 2.3)
## PC1 <= -0.3140869
## PC2 <= 2.231518
## PC20 > 0.158277
## -> class 2 [0.995]
##
## Rule 14/12: (1314.2/35.6, lift 2.2)
## PC1 <= 7.908595
## PC2 <= 0.02475915
## PC4 > -0.4097781
## PC5 > -5.233884
## PC20 <= 0.158277
## PC56 > -0.2688269
## -> class 2 [0.972]
##
## Rule 14/13: (12434.8/4690.9, lift 1.4)
## PC1 <= 7.908595
## PC2 <= 2.231518
## PC3 <= 0.5294847
## PC4 > -0.4097781
## PC5 > -5.233884
## PC20 <= 0.158277
## -> class 2 [0.623]
##
## Default class: 1
##
## ----- Trial 15: -----
##
## Rules:
##
## Rule 15/1: (1396.4, lift 10.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 15/2: (738.1, lift 2.4)
## PC1 > 11.27169
## PC56 <= 1.749539
## -> class 1 [0.999]
##
## Rule 15/3: (904.9, lift 2.4)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 15/4: (406.2, lift 2.4)
## PC1 > -0.5890457
## PC2 <= 2.231518
## PC8 > -4.634348
## PC8 <= 1.269429
## PC20 > -0.1355552
## PC21 > 1.048507
## -> class 1 [0.998]
##
## Rule 15/5: (1552/1.8, lift 2.4)
## PC1 > -0.4339886
## PC2 <= 2.231518
## PC3 > 0.6007609
## -> class 1 [0.998]
##
## Rule 15/6: (570.6, lift 2.4)
## PC1 > 14.58986
## -> class 1 [0.998]
##
## Rule 15/7: (504.4/0.6, lift 2.4)
## PC1 > -0.5890457
## PC2 <= 2.231518
## PC21 <= -0.9621639
## -> class 1 [0.997]
##
## Rule 15/8: (947.5/3.9, lift 2.4)
## PC1 > -0.5890457
## PC2 <= 2.231518
## PC8 > -4.634348
## PC56 <= -0.2672876
## -> class 1 [0.995]
##
## Rule 15/9: (1899.7/40.9, lift 2.3)
## PC1 > -0.5890457
## PC2 <= 2.231518
## PC8 > -4.533449
## PC20 > 0.157818
## -> class 1 [0.978]
##
## Rule 15/10: (174.9, lift 2.0)
## PC1 > -0.5860904
## PC1 <= -0.4339886
## PC2 <= 2.231518
## -> class 2 [0.994]
##
## Rule 15/11: (18356.1/8682.5, lift 1.1)
## PC2 <= 2.231518
## -> class 2 [0.527]
##
## Default class: 2
##
## ----- Trial 16: -----
##
## Rules:
##
## Rule 16/1: (1307.2/152.5, lift 10.1)
## PC2 > 2.231518
## -> class 0 [0.883]
##
## Rule 16/2: (14648.7/5151.8, lift 1.3)
## PC1 > -0.2067926
## PC2 > -6.746427
## PC8 > -4.834902
## PC44 <= 3.051546
## -> class 1 [0.648]
##
## Rule 16/3: (2749.3, lift 2.3)
## PC1 <= 7.923121
## PC2 <= 2.231518
## PC3 <= 0.4917827
## PC6 <= 0.6231673
## -> class 2 [1.000]
##
## Rule 16/4: (1446.1, lift 2.3)
## PC1 <= 7.923121
## PC2 <= 2.231518
## PC3 <= 0.4917827
## PC20 <= -0.1307491
## -> class 2 [0.999]
##
## Rule 16/5: (906.3/0.1, lift 2.3)
## PC2 <= 2.231518
## PC3 <= 0.4917827
## PC8 > 0.5326868
## PC20 <= 0.2005897
## -> class 2 [0.999]
##
## Rule 16/6: (754.9/1.9, lift 2.3)
## PC2 <= -6.746427
## -> class 2 [0.996]
##
## Rule 16/7: (216.1, lift 2.3)
## PC2 <= 2.231518
## PC3 <= 0.4917827
## PC44 > 3.051546
## -> class 2 [0.995]
##
## Rule 16/8: (635.1/22.1, lift 2.3)
## PC2 <= 2.231518
## PC8 <= -4.834902
## -> class 2 [0.964]
##
## Rule 16/9: (3282.9/134.9, lift 2.2)
## PC1 <= -0.2067926
## PC2 <= 2.231518
## -> class 2 [0.959]
##
## Default class: 1
##
## ----- Trial 17: -----
##
## Rules:
##
## Rule 17/1: (1057.3/119.2, lift 11.4)
## PC1 <= -0.2957253
## PC2 > 0.02603757
## PC3 <= 0.7906606
## -> class 0 [0.887]
##
## Rule 17/2: (1617.7, lift 1.9)
## PC1 > -0.2957253
## PC4 > 0.5474439
## PC56 <= 1.392461
## -> class 1 [0.999]
##
## Rule 17/3: (3382.1/3.1, lift 1.9)
## PC3 > 0.7906606
## -> class 1 [0.999]
##
## Rule 17/4: (413.7, lift 1.9)
## PC1 > 14.58986
## -> class 1 [0.998]
##
## Rule 17/5: (1141.9/7.5, lift 1.9)
## PC1 > 5.476651
## PC2 > -7.170729
## PC56 <= 1.392461
## -> class 1 [0.993]
##
## Rule 17/6: (1870.4/15.8, lift 1.9)
## PC1 > -0.2957253
## PC20 > 0.287138
## -> class 1 [0.991]
##
## Rule 17/7: (14390.8/5010, lift 1.2)
## PC1 > -0.2957253
## PC3 > -0.003932531
## -> class 1 [0.652]
##
## Rule 17/8: (2395, lift 2.5)
## PC1 <= -0.2957253
## PC2 <= 0.02603757
## PC3 <= 0.7906606
## -> class 2 [1.000]
##
## Rule 17/9: (665.4, lift 2.5)
## PC1 <= 5.476651
## PC3 <= 0.7906606
## PC8 <= -4.175976
## -> class 2 [0.999]
##
## Rule 17/10: (543, lift 2.5)
## PC2 <= -7.170729
## -> class 2 [0.998]
##
## Rule 17/11: (629.7/1.3, lift 2.5)
## PC1 > -0.2957253
## PC1 <= 5.476651
## PC3 <= -0.003932531
## PC4 <= 0.5474439
## PC20 <= 0.287138
## -> class 2 [0.996]
##
## Rule 17/12: (281.2/1.6, lift 2.5)
## PC1 > -0.2957253
## PC1 <= 14.58986
## PC3 <= 0.7906606
## PC20 <= 0.287138
## PC56 > 1.392461
## -> class 2 [0.991]
##
## Rule 17/13: (761/6.5, lift 2.5)
## PC3 <= 0.7906606
## PC8 > 0.6448444
## PC20 <= 0.287138
## -> class 2 [0.990]
##
## Default class: 1
##
## ----- Trial 18: -----
##
## Rules:
##
## Rule 18/1: (1040.1, lift 9.1)
## PC2 > 1.612746
## PC3 <= 0.4947133
## -> class 0 [0.999]
##
## Rule 18/2: (297.9/1.4, lift 9.0)
## PC4 > 3.10376
## PC20 > -1.548365
## -> class 0 [0.992]
##
## Rule 18/3: (743.2/34.6, lift 8.7)
## PC20 <= -1.548365
## -> class 0 [0.952]
##
## Rule 18/4: (1481.7, lift 2.2)
## PC1 > -0.2067926
## PC4 > 0.3202892
## PC20 > -0.1307491
## -> class 1 [0.999]
##
## Rule 18/5: (415.2, lift 2.2)
## PC1 > 9.38352
## PC2 > -4.597395
## -> class 1 [0.998]
##
## Rule 18/6: (343.5, lift 2.2)
## PC1 > 14.58986
## -> class 1 [0.997]
##
## Rule 18/7: (654.2/16.9, lift 2.2)
## PC1 > -0.2067926
## PC3 <= 0.4947133
## PC20 > 0.2192266
## -> class 1 [0.973]
##
## Rule 18/8: (3525.8/139.8, lift 2.1)
## PC2 > -0.3819939
## PC3 > 0.4947133
## PC4 <= 3.10376
## PC20 > -1.548365
## -> class 1 [0.960]
##
## Rule 18/9: (2029.1, lift 2.3)
## PC1 <= -0.2067926
## PC2 <= 1.612746
## PC3 <= 0.4947133
## -> class 2 [1.000]
##
## Rule 18/10: (4289.5/1002.8, lift 1.7)
## PC2 <= -0.3819939
## -> class 2 [0.766]
##
## Rule 18/11: (13009.9/4947.6, lift 1.4)
## PC1 <= 9.38352
## PC3 <= 0.4947133
## PC4 <= 0.3202892
## PC20 > -1.548365
## PC20 <= 0.2192266
## -> class 2 [0.620]
##
## Default class: 1
##
## ----- Trial 19: -----
##
## Rules:
##
## Rule 19/1: (779.3/0.2, lift 9.9)
## PC3 <= 0.7695976
## PC4 <= -0.8398229
## -> class 0 [0.999]
##
## Rule 19/2: (539.8/15, lift 9.6)
## PC4 > 3.344411
## -> class 0 [0.970]
##
## Rule 19/3: (681/20.9, lift 9.6)
## PC4 <= -3.737725
## -> class 0 [0.968]
##
## Rule 19/4: (1717.7, lift 1.9)
## PC1 > -0.589825
## PC5 <= -5.238693
## -> class 1 [0.999]
##
## Rule 19/5: (284.2, lift 1.9)
## PC1 > 14.75054
## -> class 1 [0.997]
##
## Rule 19/6: (1849.5/4, lift 1.9)
## PC1 > -0.589825
## PC5 > 2.679153
## PC8 > -4.834902
## -> class 1 [0.997]
##
## Rule 19/7: (19256/8766.4, lift 1.0)
## PC4 > -3.737725
## -> class 1 [0.545]
##
## Rule 19/8: (317.8, lift 2.7)
## PC1 > -0.589825
## PC1 <= 14.75054
## PC3 <= 0.7695976
## PC4 > -3.737725
## PC4 <= 3.344411
## PC5 <= 2.679153
## PC44 > 1.329403
## -> class 2 [0.997]
##
## Rule 19/9: (252.6/0.8, lift 2.7)
## PC1 <= -0.2163631
## PC3 <= 0.7695976
## PC4 > -0.2356297
## PC4 <= 3.344411
## PC20 > -0.2525934
## PC44 <= 1.329403
## PC45 > -0.05867752
## PC56 > -0.2703735
## -> class 2 [0.993]
##
## Rule 19/10: (494.8/2.6, lift 2.7)
## PC3 <= 0.7695976
## PC5 > -5.238693
## PC5 <= 2.679153
## PC8 > 1.618825
## -> class 2 [0.993]
##
## Rule 19/11: (222.6/0.5, lift 2.7)
## PC1 > -0.589825
## PC3 <= 0.7695976
## PC4 > -0.8398229
## PC4 <= -0.2356297
## PC5 <= 2.679153
## PC8 <= 1.618825
## -> class 2 [0.993]
##
## Rule 19/12: (331.9/2.8, lift 2.7)
## PC1 > -0.589825
## PC1 <= 14.75054
## PC3 <= 0.7695976
## PC4 > -3.737725
## PC4 <= 3.344411
## PC18 <= 0.3226619
## PC20 <= -0.2525934
## PC45 > -0.05867752
## -> class 2 [0.989]
##
## Rule 19/13: (1460.5/18.5, lift 2.7)
## PC1 <= -0.589825
## PC4 > -0.8398229
## PC4 <= 3.344411
## -> class 2 [0.987]
##
## Rule 19/14: (639.8/17.9, lift 2.6)
## PC3 <= 0.7695976
## PC8 <= -4.834902
## -> class 2 [0.971]
##
## Rule 19/15: (196.4/9.1, lift 2.6)
## PC1 > -0.589825
## PC1 <= 14.75054
## PC3 <= 0.7695976
## PC4 > -0.2356297
## PC4 <= 3.344411
## PC18 > 0.3226619
## -> class 2 [0.949]
##
## Default class: 1
##
## ----- Trial 20: -----
##
## Rules:
##
## Rule 20/1: (2411.1, lift 5.7)
## PC2 > 1.783876
## PC3 <= 0.4947133
## -> class 0 [1.000]
##
## Rule 20/2: (1539.1, lift 5.7)
## PC2 > 1.009027
## PC3 <= 4.84012
## PC18 > 0.7350252
## -> class 0 [0.999]
##
## Rule 20/3: (361.7, lift 5.7)
## PC4 > 3.10376
## PC18 > -0.6560995
## -> class 0 [0.997]
##
## Rule 20/4: (1025.3/8.2, lift 5.6)
## PC3 <= 1.471241
## PC18 <= -0.6560995
## -> class 0 [0.991]
##
## Rule 20/5: (2994.4, lift 2.3)
## PC3 > 1.471241
## -> class 1 [1.000]
##
## Rule 20/6: (1298.7, lift 2.3)
## PC1 > -0.2067926
## PC3 > 0.09497605
## PC18 > -0.6560995
## PC20 > 0.139076
## -> class 1 [0.999]
##
## Rule 20/7: (1081.6, lift 2.2)
## PC1 > -0.2067926
## PC6 > 4.738519
## -> class 1 [0.999]
##
## Rule 20/8: (1190.9, lift 2.3)
## PC1 > -0.2067926
## PC18 > -0.6560995
## PC20 > 0.287138
## -> class 1 [0.999]
##
## Rule 20/9: (815/24.8, lift 2.2)
## PC1 > 5.880764
## PC2 > -4.403933
## -> class 1 [0.968]
##
## Rule 20/10: (294.6/8.5, lift 2.2)
## PC1 > 13.5602
## -> class 1 [0.968]
##
## Rule 20/11: (3519.8/111.9, lift 2.2)
## PC3 > 0.4947133
## PC4 <= 3.10376
## PC18 > -0.6560995
## PC18 <= 0.7350252
## -> class 1 [0.968]
##
## Rule 20/12: (1418.7, lift 2.6)
## PC1 <= -0.2067926
## PC2 <= 1.783876
## PC3 <= 0.4947133
## -> class 2 [0.999]
##
## Rule 20/13: (1082.5, lift 2.6)
## PC1 <= 13.5602
## PC2 <= -4.403933
## -> class 2 [0.999]
##
## Rule 20/14: (60.4, lift 2.6)
## PC2 <= 1.009027
## PC18 > 0.7350252
## -> class 2 [0.984]
##
## Rule 20/15: (11462.8/4527.9, lift 1.6)
## PC1 <= 5.880764
## PC2 <= 1.783876
## PC3 <= 0.4947133
## PC6 <= 4.738519
## PC20 <= 0.287138
## -> class 2 [0.605]
##
## Default class: 1
##
## ----- Trial 21: -----
##
## Rules:
##
## Rule 21/1: (2290.8/199.1, lift 6.0)
## PC1 <= -0.2067926
## PC2 > 0.02603757
## PC3 <= 0.8535662
## -> class 0 [0.913]
##
## Rule 21/2: (2943.8/148.4, lift 2.1)
## PC3 > 0.8535662
## -> class 1 [0.949]
##
## Rule 21/3: (14822.8/6247.4, lift 1.3)
## PC1 > -0.2067926
## -> class 1 [0.579]
##
## Rule 21/4: (2295.4, lift 2.5)
## PC1 <= -0.2067926
## PC2 <= 0.02603757
## PC3 <= 0.8535662
## -> class 2 [1.000]
##
## Rule 21/5: (653.1, lift 2.5)
## PC1 > -0.2067926
## PC1 <= 6.713067
## PC3 <= 0.4917827
## PC6 <= 0.6544133
## -> class 2 [0.998]
##
## Rule 21/6: (456.7, lift 2.5)
## PC1 <= 6.713067
## PC3 <= 0.8535662
## PC8 <= -4.120215
## -> class 2 [0.998]
##
## Rule 21/7: (568.4, lift 2.5)
## PC1 > -0.2067926
## PC1 <= 6.713067
## PC3 <= 0.4917827
## PC20 <= 0.139076
## PC44 > 0.06069905
## -> class 2 [0.998]
##
## Rule 21/8: (296.1, lift 2.5)
## PC8 <= -5.539928
## -> class 2 [0.997]
##
## Rule 21/9: (615.4/40.4, lift 2.4)
## PC1 > -0.2067926
## PC3 <= 0.8535662
## PC44 > 1.665709
## -> class 2 [0.933]
##
## Default class: 1
##
## ----- Trial 22: -----
##
## Rules:
##
## Rule 22/1: (2268.8, lift 6.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [1.000]
##
## Rule 22/2: (968.7, lift 2.4)
## PC1 > -0.2067926
## PC5 <= -3.872002
## PC44 <= 1.958047
## -> class 1 [0.999]
##
## Rule 22/3: (809.4, lift 2.4)
## PC1 > -0.2067926
## PC6 > 0.6544133
## PC8 > -5.120721
## PC20 > 0.139076
## -> class 1 [0.999]
##
## Rule 22/4: (1472, lift 2.4)
## PC1 > -0.2067926
## PC2 <= 2.231518
## PC3 > 0.4917827
## -> class 1 [0.999]
##
## Rule 22/5: (1244.9, lift 2.4)
## PC2 <= 2.231518
## PC3 > 0.7695976
## -> class 1 [0.999]
##
## Rule 22/6: (1945.9, lift 2.4)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 22/7: (530.9, lift 2.4)
## PC1 > 3.377754
## PC6 > 0.6544133
## PC44 <= 0.06069905
## -> class 1 [0.998]
##
## Rule 22/8: (784.1/7.4, lift 2.3)
## PC1 > 6.82987
## PC8 > -5.120721
## PC44 <= 1.958047
## -> class 1 [0.989]
##
## Rule 22/9: (928.8/87.9, lift 2.1)
## PC2 <= 2.231518
## PC45 <= -0.4936924
## -> class 1 [0.905]
##
## Rule 22/10: (1164.5, lift 2.3)
## PC1 <= 6.82987
## PC2 <= 2.231518
## PC3 <= 0.4917827
## PC20 <= 0.139076
## PC44 > 0.06069905
## -> class 2 [0.999]
##
## Rule 22/11: (2650.4/185.5, lift 2.2)
## PC1 <= -0.2067926
## PC2 <= 2.231518
## PC3 <= 0.7695976
## -> class 2 [0.930]
##
## Rule 22/12: (16543.4/8005.6, lift 1.2)
## PC2 <= 2.231518
## -> class 2 [0.516]
##
## Default class: 2
##
## ----- Trial 23: -----
##
## Rules:
##
## Rule 23/1: (1927.5, lift 10.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 23/2: (862.8, lift 1.9)
## PC1 > 11.17529
## PC2 > -7.187222
## PC8 > -5.539928
## PC44 <= 3.051546
## -> class 1 [0.999]
##
## Rule 23/3: (1057.6, lift 1.9)
## PC2 <= 2.231518
## PC3 > 0.7695976
## -> class 1 [0.999]
##
## Rule 23/4: (1653.1, lift 1.9)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 23/5: (875.2/11.3, lift 1.8)
## PC1 > -0.5890457
## PC2 > -2.807775
## PC2 <= 2.231518
## PC8 > -5.539928
## PC18 <= 0.03836392
## PC20 > -0.2525934
## -> class 1 [0.986]
##
## Rule 23/6: (12577.3/4126.1, lift 1.3)
## PC1 > -0.5890457
## PC2 > -0.7490856
## PC2 <= 2.231518
## PC18 <= 0.3226619
## PC21 <= 2.189467
## -> class 1 [0.672]
##
## Rule 23/7: (941.8, lift 2.7)
## PC1 <= 11.17529
## PC2 > -2.807775
## PC2 <= -0.7490856
## PC3 <= 0.7695976
## PC18 > 0.03836392
## PC56 > -0.2653593
## -> class 2 [0.999]
##
## Rule 23/8: (1071.6, lift 2.7)
## PC1 <= 11.17529
## PC2 <= 2.231518
## PC3 <= 0.7695976
## PC18 > 0.3226619
## -> class 2 [0.999]
##
## Rule 23/9: (1343, lift 2.7)
## PC1 <= -0.5890457
## PC2 <= 2.231518
## -> class 2 [0.999]
##
## Rule 23/10: (778.8, lift 2.7)
## PC1 <= 11.17529
## PC2 <= 2.231518
## PC3 <= 0.7695976
## PC20 <= -0.2525934
## -> class 2 [0.999]
##
## Rule 23/11: (363.1, lift 2.7)
## PC2 <= 2.231518
## PC21 > 2.189467
## -> class 2 [0.997]
##
## Rule 23/12: (247.1, lift 2.7)
## PC2 <= -7.187222
## -> class 2 [0.996]
##
## Rule 23/13: (210.9, lift 2.7)
## PC8 <= -5.539928
## -> class 2 [0.995]
##
## Rule 23/14: (178.6/0.1, lift 2.7)
## PC2 <= 2.231518
## PC44 > 3.051546
## -> class 2 [0.994]
##
## Rule 23/15: (1353.5/14.3, lift 2.7)
## PC1 <= 11.17529
## PC2 <= -2.807775
## PC3 <= 0.7695976
## -> class 2 [0.989]
##
## Default class: 1
##
## ----- Trial 24: -----
##
## Rules:
##
## Rule 24/1: (1571.1, lift 12.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 24/2: (814.9, lift 2.2)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC3 > 0.4954133
## PC8 <= 0.5344445
## -> class 1 [0.999]
##
## Rule 24/3: (862, lift 2.2)
## PC2 <= 2.231518
## PC3 > 0.7695976
## -> class 1 [0.999]
##
## Rule 24/4: (1347.4, lift 2.2)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 24/5: (811.9/0.3, lift 2.2)
## PC1 > 5.880764
## PC8 > -4.633186
## PC56 <= 1.34914
## -> class 1 [0.998]
##
## Rule 24/6: (496.7, lift 2.2)
## PC1 > 14.75054
## -> class 1 [0.998]
##
## Rule 24/7: (380, lift 2.2)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC5 <= 3.012746
## PC20 > 0.2005897
## -> class 1 [0.997]
##
## Rule 24/8: (1091.7/46.8, lift 2.1)
## PC2 <= 2.231518
## PC5 > 3.012746
## -> class 1 [0.956]
##
## Rule 24/9: (827.5, lift 2.1)
## PC1 <= 14.75054
## PC2 <= 2.231518
## PC3 <= 0.7695976
## PC8 > 0.5344445
## PC20 <= 0.2005897
## -> class 2 [0.999]
##
## Rule 24/10: (2192.8/206, lift 1.9)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC3 <= 0.7695976
## -> class 2 [0.906]
##
## Rule 24/11: (14235.2/5599.9, lift 1.3)
## PC1 <= 14.75054
## PC2 <= 2.231518
## PC3 <= 0.4954133
## PC5 <= 3.012746
## PC20 <= 0.2005897
## -> class 2 [0.607]
##
## Default class: 2
##
## ----- Trial 25: -----
##
## Rules:
##
## Rule 25/1: (1335.7, lift 14.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 25/2: (686.1, lift 2.0)
## PC1 > -0.5890457
## PC5 <= -5.238693
## -> class 1 [0.999]
##
## Rule 25/3: (768.5, lift 2.0)
## PC1 > 7.579506
## PC8 > -4.616251
## PC56 <= 2.149431
## -> class 1 [0.999]
##
## Rule 25/4: (1145.6, lift 2.0)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 25/5: (1233.6/2.2, lift 2.0)
## PC1 > -0.5890457
## PC5 > 2.442836
## PC8 > -4.616251
## -> class 1 [0.997]
##
## Rule 25/6: (13434.4/5437.4, lift 1.2)
## PC1 > -0.5890457
## PC2 > -0.6973979
## PC2 <= 2.231518
## PC21 <= 1.853932
## -> class 1 [0.595]
##
## Rule 25/7: (955.6, lift 2.3)
## PC1 <= -0.5890457
## PC2 <= 2.231518
## -> class 2 [0.999]
##
## Rule 25/8: (408.6, lift 2.3)
## PC2 <= 2.231518
## PC5 <= 2.442836
## PC21 > 1.853932
## -> class 2 [0.998]
##
## Rule 25/9: (277.3, lift 2.3)
## PC2 <= 2.231518
## PC5 <= 2.442836
## PC56 > 2.149431
## -> class 2 [0.996]
##
## Rule 25/10: (311.9/0.4, lift 2.3)
## PC1 <= 7.579506
## PC2 <= 2.231518
## PC3 <= 0.4462703
## PC18 > 0.1234509
## PC45 > -0.01201332
## -> class 2 [0.996]
##
## Rule 25/11: (1928.6/17, lift 2.2)
## PC1 <= 7.579506
## PC2 <= -0.6973979
## PC5 > -5.238693
## PC5 <= 2.442836
## -> class 2 [0.991]
##
## Rule 25/12: (1255/29.9, lift 2.2)
## PC2 <= 2.231518
## PC8 <= -4.616251
## -> class 2 [0.975]
##
## Default class: 1
##
## ----- Trial 26: -----
##
## Rules:
##
## Rule 26/1: (1125.2, lift 17.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 26/2: (956, lift 2.2)
## PC1 > -0.2957253
## PC6 > 4.805911
## PC8 <= 0.586879
## -> class 1 [0.999]
##
## Rule 26/3: (766.2, lift 2.2)
## PC1 > -0.2957253
## PC2 <= 2.231518
## PC3 > 0.4954133
## PC8 <= 0.586879
## -> class 1 [0.999]
##
## Rule 26/4: (847.8, lift 2.2)
## PC1 > -0.5890457
## PC5 > 3.544814
## PC8 > -5.513502
## -> class 1 [0.999]
##
## Rule 26/5: (965, lift 2.2)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 26/6: (518.7, lift 2.2)
## PC1 > -0.5890457
## PC2 <= 2.231518
## PC8 > -5.513502
## PC20 <= 0.157818
## PC45 <= -0.4020706
## -> class 1 [0.998]
##
## Rule 26/7: (276.4/0.8, lift 2.2)
## PC1 > -0.5890457
## PC4 > -0.2922504
## PC5 > 2.0037
## PC8 > -5.513502
## PC20 <= 0.157818
## -> class 1 [0.994]
##
## Rule 26/8: (115.9, lift 2.2)
## PC1 > -0.5890457
## PC1 <= -0.5865937
## PC2 <= 2.231518
## -> class 1 [0.992]
##
## Rule 26/9: (99.3, lift 2.2)
## PC1 > -0.4334595
## PC1 <= -0.4253984
## PC2 <= 2.231518
## -> class 1 [0.990]
##
## Rule 26/10: (855.2/21.2, lift 2.2)
## PC2 <= 2.231518
## PC3 > 0.7031291
## -> class 1 [0.974]
##
## Rule 26/11: (1216.9/77.9, lift 2.1)
## PC1 > -0.5890457
## PC2 <= 2.231518
## PC8 > -5.513502
## PC20 > 0.157818
## -> class 1 [0.935]
##
## Rule 26/12: (804.9, lift 2.0)
## PC1 <= -0.5890457
## PC2 <= 2.231518
## -> class 2 [0.999]
##
## Rule 26/13: (643.8/0.3, lift 2.0)
## PC2 <= 2.231518
## PC3 <= 0.7031291
## PC8 > 0.586879
## PC20 <= 0.157818
## PC45 > -0.4020706
## -> class 2 [0.998]
##
## Rule 26/14: (629.3, lift 2.0)
## PC8 <= -5.513502
## -> class 2 [0.998]
##
## Rule 26/15: (436.3, lift 2.0)
## PC1 > -0.5865937
## PC1 <= -0.4334595
## PC2 <= 2.231518
## -> class 2 [0.998]
##
## Rule 26/16: (266.3, lift 2.0)
## PC1 > -0.4253984
## PC1 <= -0.2957253
## PC2 <= 2.231518
## PC3 <= 0.7031291
## -> class 2 [0.996]
##
## Rule 26/17: (14339.2/5471.7, lift 1.2)
## PC2 <= 2.231518
## PC3 <= 0.4954133
## PC5 <= 3.544814
## PC6 <= 4.805911
## PC20 <= 0.157818
## PC45 > -0.4020706
## -> class 2 [0.618]
##
## Default class: 2
##
## ----- Trial 27: -----
##
## Rules:
##
## Rule 27/1: (949.2, lift 21.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0 [0.999]
##
## Rule 27/2: (859, lift 1.9)
## PC1 > -0.2199142
## PC2 > -3.343765
## PC2 <= 2.231518
## PC20 > 0.1624312
## -> class 1 [0.999]
##
## Rule 27/3: (978.9, lift 1.9)
## PC2 > -1.062682
## PC2 <= 2.231518
## PC3 > 0.4954133
## PC18 <= 0.318009
## -> class 1 [0.999]
##
## Rule 27/4: (814, lift 1.9)
## PC3 > 1.640775
## -> class 1 [0.999]
##
## Rule 27/5: (147.2, lift 1.9)
## PC2 > -3.343765
## PC2 <= 2.231518
## PC5 > 2.761577
## PC18 > -0.06240003
## -> class 1 [0.993]
##
## Rule 27/6: (2600.4/28.6, lift 1.9)
## PC1 > 11.24986
## -> class 1 [0.989]
##
## Rule 27/7: (1290.8/19.1, lift 1.9)
## PC2 > -3.343765
## PC2 <= 2.231518
## PC18 <= -0.06240003
## -> class 1 [0.984]
##
## Rule 27/8: (1225.4, lift 2.4)
## PC1 <= 11.24986
## PC2 <= -3.343765
## -> class 2 [0.999]
##
## Rule 27/9: (945, lift 2.4)
## PC1 <= -0.2199142
## PC2 <= 2.231518
## PC3 <= 0.4954133
## -> class 2 [0.999]
##
## Rule 27/10: (661.5/0.6, lift 2.4)
## PC1 <= 11.24986
## PC2 <= 2.231518
## PC18 > 0.318009
## -> class 2 [0.998]
##
## Rule 27/11: (1135.4/46.9, lift 2.3)
## PC1 <= 11.24986
## PC2 <= -1.062682
## PC5 <= 2.761577
## PC18 > -0.06240003
## -> class 2 [0.958]
##
## Rule 27/12: (13500.3/5830.4, lift 1.3)
## PC1 <= 11.24986
## PC2 <= 2.231518
## PC3 <= 0.4954133
## PC20 <= 0.1624312
## -> class 2 [0.568]
##
## Default class: 1
##
## ----- Trial 28: -----
##
## Rules:
##
## Rule 28/1: (1204/399, lift 16.6)
## PC2 > 2.231518
## -> class 0 [0.668]
##
## Rule 28/2: (2111.4, lift 1.8)
## PC1 > 11.57262
## PC8 > -5.058322
## PC44 <= 3.051546
## -> class 1 [1.000]
##
## Rule 28/3: (818.7, lift 1.8)
## PC2 > -1.062682
## PC2 <= 2.231518
## PC3 > 0.5182653
## PC18 <= 0.318009
## -> class 1 [0.999]
##
## Rule 28/4: (497.1, lift 1.8)
## PC1 > -0.5890457
## PC2 > -3.739951
## PC5 > 3.012746
## PC8 > -5.058322
## -> class 1 [0.998]
##
## Rule 28/5: (15115/5047.8, lift 1.2)
## PC1 > -0.5890457
## PC4 > -0.1373443
## PC8 > -5.058322
## PC18 <= 0.318009
## PC21 <= 1.810277
## PC44 <= 1.509626
## -> class 1 [0.666]
##
## Rule 28/6: (985, lift 2.5)
## PC1 <= 11.57262
## PC2 <= -3.739951
## -> class 2 [0.999]
##
## Rule 28/7: (642.6, lift 2.5)
## PC1 <= 7.238853
## PC2 <= -1.062682
## PC4 > -0.1373443
## PC18 > -0.1543459
## -> class 2 [0.998]
##
## Rule 28/8: (575.8, lift 2.5)
## PC1 <= -0.5890457
## PC2 <= 2.231518
## -> class 2 [0.998]
##
## Rule 28/9: (325.3/0.1, lift 2.5)
## PC1 <= 11.57262
## PC2 <= 2.231518
## PC44 > 1.509626
## -> class 2 [0.997]
##
## Rule 28/10: (560.9/0.5, lift 2.5)
## PC1 <= 11.57262
## PC2 <= 2.231518
## PC18 > 0.318009
## -> class 2 [0.997]
##
## Rule 28/11: (302.6, lift 2.5)
## PC2 <= 2.231518
## PC44 > 3.051546
## -> class 2 [0.997]
##
## Rule 28/12: (248.2, lift 2.5)
## PC1 <= 11.57262
## PC2 <= 2.231518
## PC5 <= 3.012746
## PC21 > 1.810277
## -> class 2 [0.996]
##
## Rule 28/13: (201.5, lift 2.5)
## PC1 <= 7.238853
## PC2 <= 2.231518
## PC3 <= 0.5182653
## PC4 > -0.1373443
## PC18 > -0.06687276
## PC44 <= -0.05402443
## -> class 2 [0.995]
##
## Rule 28/14: (1006.9/32.4, lift 2.5)
## PC8 <= -5.058322
## -> class 2 [0.967]
##
## Rule 28/15: (673.1/67.9, lift 2.3)
## PC1 <= 11.57262
## PC2 <= 2.231518
## PC4 <= -0.1373443
## PC5 <= 3.012746
## PC18 > -0.1543459
## -> class 2 [0.898]
##
## Default class: 1
##
## ----- Trial 29: -----
##
## Rules:
##
## Rule 29/1: (627.2, lift 29.5)
## PC2 > 0.9487218
## PC3 <= 0.9319737
## -> class 0 [0.998]
##
## Rule 29/2: (285.3/5.1, lift 28.9)
## PC18 > 1.145156
## -> class 0 [0.979]
##
## Rule 29/3: (1659.6, lift 1.7)
## PC1 > 14.58976
## -> class 1 [0.999]
##
## Rule 29/4: (1133.4/2.1, lift 1.7)
## PC2 > -4.588735
## PC6 > 0.6589279
## PC8 > -3.711777
## PC18 <= 0.06461755
## -> class 1 [0.997]
##
## Rule 29/5: (607.7/2.9, lift 1.7)
## PC1 > 8.6641
## PC2 > -4.588735
## -> class 1 [0.994]
##
## Rule 29/6: (3080.7/35.3, lift 1.7)
## PC3 > 0.9319737
## PC18 <= 1.145156
## -> class 1 [0.988]
##
## Rule 29/7: (15248.9/5679.9, lift 1.1)
## PC2 > -0.9983891
## PC18 <= 1.145156
## -> class 1 [0.628]
##
## Rule 29/8: (970.5, lift 2.7)
## PC1 <= 8.6641
## PC2 <= 0.9487218
## PC8 <= -3.711777
## -> class 2 [0.999]
##
## Rule 29/9: (977.6, lift 2.7)
## PC1 <= 14.58976
## PC2 <= -4.588735
## -> class 2 [0.999]
##
## Rule 29/10: (409.6, lift 2.7)
## PC1 <= 8.6641
## PC2 <= -0.9983891
## PC18 > 0.06461755
## -> class 2 [0.998]
##
## Rule 29/11: (468, lift 2.7)
## PC1 <= 14.58976
## PC2 <= 0.9487218
## PC18 > 0.3251283
## -> class 2 [0.998]
##
## Rule 29/12: (1135.1/2.2, lift 2.7)
## PC1 <= 8.6641
## PC2 <= 0.9487218
## PC6 <= 0.6589279
## -> class 2 [0.997]
##
## Rule 29/13: (277, lift 2.7)
## PC1 <= 14.58976
## PC2 <= 0.9487218
## PC3 <= 0.4954133
## PC18 > 0.2485706
## -> class 2 [0.996]
##
## Default class: 1
##
##
## Evaluation on training data (19937 cases):
##
## Trial Rules
## ----- ----------------
## No Errors
##
## 0 14 50( 0.3%)
## 1 9 169( 0.8%)
## 2 12 150( 0.8%)
## 3 13 49( 0.2%)
## 4 15 88( 0.4%)
## 5 10 94( 0.5%)
## 6 11 88( 0.4%)
## 7 11 4055(20.3%)
## 8 7 2771(13.9%)
## 9 9 92( 0.5%)
## 10 11 156( 0.8%)
## 11 15 98( 0.5%)
## 12 11 65( 0.3%)
## 13 14 50( 0.3%)
## 14 13 1381( 6.9%)
## 15 11 54( 0.3%)
## 16 9 1979( 9.9%)
## 17 13 80( 0.4%)
## 18 11 208( 1.0%)
## 19 15 229( 1.1%)
## 20 15 99( 0.5%)
## 21 9 113( 0.6%)
## 22 12 43( 0.2%)
## 23 15 53( 0.3%)
## 24 11 87( 0.4%)
## 25 12 63( 0.3%)
## 26 17 395( 2.0%)
## 27 12 59( 0.3%)
## 28 15 1513( 7.6%)
## 29 13 67( 0.3%)
## boost 39( 0.2%) <<
##
##
## (a) (b) (c) <-classified as
## ---- ---- ----
## 5248 1 (a): class 0
## 5196 (b): class 1
## 38 9454 (c): class 2
##
##
## Attribute usage:
##
## 100.00% PC1
## 100.00% PC2
## 100.00% PC4
## 99.93% PC3
## 96.10% PC5
## 96.03% PC18
## 93.90% PC20
## 70.28% PC6
## 69.01% PC8
## 64.28% PC56
## 61.56% PC44
## 58.15% PC45
## 41.49% PC21
##
##
## Time: 7.2 secsggplot(fitted_model) + theme(legend.position = "top")
c50_building_model <- fitted_model# Testing model
predictions.validation_c50 <- predict(fitted_model, newdata = validation.pca, type="raw")
resamps.c50 <- postResample(predictions.validation_c50, validation.pca$BUILDINGID)
resamps.c50## Accuracy Kappa
## 0.9972997 0.9957365confusionMatrix(data = predictions.validation_c50, validation.pca$BUILDINGID)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1 2
## 0 533 0 0
## 1 0 307 0
## 2 3 0 268
##
## Overall Statistics
##
## Accuracy : 0.9973
## 95% CI : (0.9921, 0.9994)
## No Information Rate : 0.4824
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.9957
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: 0 Class: 1 Class: 2
## Sensitivity 0.9944 1.0000 1.0000
## Specificity 1.0000 1.0000 0.9964
## Pos Pred Value 1.0000 1.0000 0.9889
## Neg Pred Value 0.9948 1.0000 1.0000
## Prevalence 0.4824 0.2763 0.2412
## Detection Rate 0.4797 0.2763 0.2412
## Detection Prevalence 0.4797 0.2763 0.2439
## Balanced Accuracy 0.9972 1.0000 0.9982Let’s predict the Building + the Floor
model_file = "c50_model2.rds"
if(LOAD_SAVED_MODELS) {
fitted_model <- load_model_from_disk(model_file)
} else {
f <- as.formula(paste("BF ~", paste(n, collapse = " + ")))
fit_control <- trainControl(method = "repeatedcv",
number = 10,
repeats = 3)
fitted_model <- fit_model(seed = 234654374,
num_workers = 12,
f,
data = training.pca,
method = "C5.0",
trControl = fit_control,
tuneLength = 15,
)
save_model_to_disk(fitted_model, filename = model_file)
}
summary(fitted_model)##
## Call:
## (function (x, y, trials = 1, rules = FALSE, weights = NULL, control
## 8.88235651146991, 8.88235651146991, 5.08108509503511,
## 8.88235651146991, 8.8823565114
##
##
## C5.0 [Release 2.07 GPL Edition] Mon Nov 11 01:57:58 2019
## -------------------------------
##
## Class specified by attribute `outcome'
##
## Read 19937 cases (101 attributes) from undefined.data
##
## ----- Trial 0: -----
##
## Rules:
##
## Rule 0/1: (68, lift 18.6)
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC22 <= 1.663426
## PC31 > 0.09396035
## PC56 <= -0.8766648
## PC64 > 0.7359768
## PC87 <= 0.1134392
## -> class 0\|0 [0.986]
##
## Rule 0/2: (69, lift 18.6)
## PC7 > -0.9678689
## PC9 > -0.03912339
## PC18 > 2.052136
## PC47 <= -0.6928324
## -> class 0\|0 [0.986]
##
## Rule 0/3: (57, lift 18.5)
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC42 > 2.376789
## -> class 0\|0 [0.983]
##
## Rule 0/4: (51, lift 18.5)
## PC2 > -0.3597415
## PC3 > -1.937042
## PC18 > 2.866668
## PC36 <= 2.200438
## PC80 > -0.1646361
## -> class 0\|0 [0.981]
##
## Rule 0/5: (160/2, lift 18.5)
## PC1 > -0.6081651
## PC13 <= 7.506931
## PC18 > 2.052136
## PC45 <= 1.45463
## PC47 <= -0.5593979
## -> class 0\|0 [0.981]
##
## Rule 0/6: (99/1, lift 18.5)
## PC1 <= -0.3070439
## PC2 > 1.40607
## PC3 > -1.024403
## PC6 > 0.1746644
## PC18 > -0.4683644
## PC97 <= 0.5021749
## -> class 0\|0 [0.980]
##
## Rule 0/7: (422/10, lift 18.3)
## PC1 > -0.7768499
## PC7 > -0.9678689
## PC13 <= 7.506931
## PC18 > 2.866668
## PC25 <= 0.8011178
## PC33 <= 3.426595
## PC80 <= -0.1646361
## PC90 <= 0.8855313
## -> class 0\|0 [0.974]
##
## Rule 0/8: (175/4, lift 18.3)
## PC2 > -0.3597415
## PC7 > -0.9678689
## PC14 > -1.696286
## PC14 <= 1.65295
## PC18 > 2.866668
## PC22 > 1.134607
## PC52 > -6.357232
## PC68 > -2.622206
## PC87 <= 1.030551
## -> class 0\|0 [0.972]
##
## Rule 0/9: (261/7, lift 18.3)
## PC1 > -0.6081651
## PC18 > 2.052136
## PC25 <= 0.6931889
## PC49 <= 0.1205361
## PC91 > -0.9572532
## -> class 0\|0 [0.970]
##
## Rule 0/10: (511/15, lift 18.2)
## PC1 > -0.6081651
## PC13 <= 7.506931
## PC18 > 2.052136
## PC25 <= 0.6931889
## PC45 <= 1.45463
## PC76 <= 0.2035909
## -> class 0\|0 [0.969]
##
## Rule 0/11: (29, lift 18.2)
## PC13 <= 2.623859
## PC18 > 1.199139
## PC34 > 0.351562
## PC37 > 1.546067
## PC42 <= 1.606127
## PC90 > -1.759266
## -> class 0\|0 [0.968]
##
## Rule 0/12: (19, lift 17.9)
## PC2 > -0.3597415
## PC8 > 0.2995794
## PC18 > 1.032683
## PC56 > -0.8766648
## -> class 0\|0 [0.952]
##
## Rule 0/13: (248/14, lift 17.7)
## PC2 <= 6.573677
## PC13 <= 7.506931
## PC14 > -0.3768312
## PC18 > 2.866668
## PC33 <= 3.426595
## PC39 > -1.807741
## PC56 <= -0.3651294
## PC58 > -1.056326
## PC87 <= 1.030551
## -> class 0\|0 [0.940]
##
## Rule 0/14: (10, lift 17.3)
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC40 <= -0.7952249
## PC81 <= 1.436011
## PC90 <= -1.759266
## -> class 0\|0 [0.917]
##
## Rule 0/15: (324/45, lift 16.2)
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC39 > -1.807741
## PC52 > -6.357232
## PC75 > 0.1302689
## -> class 0\|0 [0.859]
##
## Rule 0/16: (12/1, lift 16.1)
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC39 <= -1.807741
## PC55 > -0.02489544
## -> class 0\|0 [0.857]
##
## Rule 0/17: (5, lift 16.1)
## PC13 <= 7.506931
## PC18 > 2.052136
## PC18 <= 2.866668
## PC42 <= -2.625215
## -> class 0\|0 [0.857]
##
## Rule 0/18: (51/8, lift 15.6)
## PC1 <= -0.3070439
## PC5 <= 2.286966
## PC18 > 0.5778062
## PC23 > -1.161828
## PC24 > 1.251147
## PC90 > 0.03978433
## -> class 0\|0 [0.830]
##
## Rule 0/19: (364/3, lift 14.5)
## PC2 > -0.3597415
## PC3 <= 1.640775
## PC5 <= 2.286966
## PC6 <= 0.1746644
## PC13 <= 2.623859
## PC18 > 0.5778062
## PC18 <= 2.052136
## PC24 <= 1.251147
## PC37 <= 1.546067
## PC42 <= 1.16367
## PC43 > -2.447127
## PC56 > -0.8766648
## PC90 > -1.759266
## -> class 0\|1 [0.989]
##
## Rule 0/20: (80, lift 14.5)
## PC2 > 6.573677
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC22 <= 1.134607
## PC42 <= 2.376789
## PC56 <= -0.3651294
## PC80 > -0.1646361
## -> class 0\|1 [0.988]
##
## Rule 0/21: (60, lift 14.5)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC3 <= 1.640775
## PC10 <= 2.304561
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC44 > 0.9770174
## PC71 > -0.5571426
## -> class 0\|1 [0.984]
##
## Rule 0/22: (114/1, lift 14.4)
## PC2 > 1.40607
## PC3 <= 1.640775
## PC5 <= 2.286966
## PC6 <= 0.1746644
## PC18 > -0.4683644
## PC18 <= 0.5778062
## PC23 > -1.161828
## PC42 <= 1.16367
## PC56 > -0.8766648
## PC59 > -0.09513818
## -> class 0\|1 [0.983]
##
## Rule 0/23: (106/1, lift 14.4)
## PC1 <= -0.6081651
## PC7 <= -0.9678689
## PC18 > 2.052136
## PC42 <= 2.376789
## PC75 <= 0.1302689
## -> class 0\|1 [0.981]
##
## Rule 0/24: (47, lift 14.4)
## PC1 <= -0.7768499
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC39 > -1.807741
## PC80 <= -0.1646361
## PC87 <= 1.030551
## -> class 0\|1 [0.980]
##
## Rule 0/25: (193/3, lift 14.4)
## PC2 > -0.3597415
## PC3 <= 1.640775
## PC5 <= 2.286966
## PC6 <= 0.1746644
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC18 <= 1.199139
## PC23 > -1.161828
## PC34 > 0.351562
## PC81 <= 1.436011
## PC84 > -2.63774
## -> class 0\|1 [0.979]
##
## Rule 0/26: (46, lift 14.4)
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC52 <= -6.357232
## -> class 0\|1 [0.979]
##
## Rule 0/27: (46, lift 14.4)
## PC1 <= -0.6081651
## PC7 > -0.9678689
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC22 <= 1.134607
## PC39 > -1.807741
## PC42 <= 2.376789
## PC58 <= -1.056326
## PC80 > -0.1646361
## -> class 0\|1 [0.979]
##
## Rule 0/28: (117/2, lift 14.3)
## PC1 <= -0.6081651
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC18 <= 2.866668
## PC20 <= 5.525657
## PC39 > -1.807741
## PC42 > -2.625215
## PC47 > -0.6928324
## PC87 <= 1.030551
## -> class 0\|1 [0.975]
##
## Rule 0/29: (34, lift 14.3)
## PC1 <= -0.3070439
## PC3 <= 1.640775
## PC18 > -2.566521
## PC18 <= -0.4683644
## PC30 > -0.05167554
## PC46 <= -1.308755
## -> class 0\|1 [0.972]
##
## Rule 0/30: (24, lift 14.1)
## PC1 > -0.6081651
## PC18 > 2.052136
## PC47 > -0.5593979
## PC49 > 0.1205361
## PC76 > 0.2035909
## PC86 > -0.2003686
## -> class 0\|1 [0.962]
##
## Rule 0/31: (22, lift 14.1)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC14 > -0.1320704
## PC18 > -0.4683644
## PC87 > 1.030551
## -> class 0\|1 [0.958]
##
## Rule 0/32: (90/3, lift 14.1)
## PC5 > 2.286966
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > -0.4683644
## PC20 > 3.506962
## PC81 <= 1.436011
## -> class 0\|1 [0.957]
##
## Rule 0/33: (92/3, lift 14.1)
## PC1 <= -0.6081651
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > -0.4683644
## PC25 > 0.8011178
## PC80 <= -0.1646361
## PC87 <= 1.030551
## -> class 0\|1 [0.957]
##
## Rule 0/34: (21, lift 14.1)
## PC1 <= -0.6081651
## PC14 > 1.65295
## PC18 > 2.866668
## PC22 > 1.134607
## -> class 0\|1 [0.957]
##
## Rule 0/35: (17, lift 13.9)
## PC2 > 1.40607
## PC3 <= 1.640775
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > -0.4683644
## PC22 > 1.663426
## PC56 <= -0.8766648
## PC90 > -1.759266
## -> class 0\|1 [0.947]
##
## Rule 0/36: (15, lift 13.8)
## PC1 <= -0.6081651
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC33 > 3.426595
## -> class 0\|1 [0.941]
##
## Rule 0/37: (197/11, lift 13.8)
## PC1 <= -0.6081651
## PC3 <= -1.937042
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > 2.052136
## PC22 <= 1.134607
## PC39 > -1.807741
## PC56 > -0.3651294
## PC80 > -0.1646361
## PC87 <= 1.030551
## -> class 0\|1 [0.940]
##
## Rule 0/38: (46/2, lift 13.8)
## PC1 <= -0.3070439
## PC2 > 1.40607
## PC5 <= 2.286966
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC31 <= 0.09396035
## PC42 <= 1.606127
## PC56 <= -0.8766648
## PC90 > -1.759266
## -> class 0\|1 [0.938]
##
## Rule 0/39: (10, lift 13.5)
## PC1 > -0.6081651
## PC18 > 2.052136
## PC43 > -1.308319
## PC45 > 1.45463
## -> class 0\|1 [0.917]
##
## Rule 0/40: (32/2, lift 13.4)
## PC13 > 7.506931
## PC18 > 3.718587
## PC97 > -0.9378464
## -> class 0\|1 [0.912]
##
## Rule 0/41: (63/6, lift 13.1)
## PC1 <= -0.6081651
## PC2 > 1.40607
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC39 > -1.807741
## PC42 <= 2.376789
## PC80 <= -0.1646361
## PC87 <= 1.030551
## PC90 > 0.8855313
## -> class 0\|1 [0.892]
##
## Rule 0/42: (5, lift 12.6)
## PC13 > 7.506931
## PC18 <= 3.718587
## PC19 > -0.2274304
## PC35 <= -0.3969824
## -> class 0\|1 [0.857]
##
## Rule 0/43: (11/1, lift 12.4)
## PC3 <= 1.640775
## PC10 > -5.847729
## PC18 <= -0.4683644
## PC78 > 2.983765
## PC78 <= 3.454035
## -> class 0\|1 [0.846]
##
## Rule 0/44: (2278/1563, lift 4.6)
## PC2 > -0.3597415
## PC10 <= -0.981194
## PC16 > -0.6265995
## -> class 0\|1 [0.314]
##
## Rule 0/45: (56, lift 13.6)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC5 > 2.286966
## PC13 <= 7.506931
## PC14 > -1.696286
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 <= 3.506962
## PC42 <= 1.606127
## PC81 <= 1.436011
## -> class 0\|2 [0.983]
##
## Rule 0/46: (52, lift 13.6)
## PC4 <= 7.856577
## PC8 <= 0.04132327
## PC10 <= -1.290476
## PC18 <= -0.4683644
## PC40 > 0.6266178
## PC68 > 0.3214176
## PC71 <= 0.4534237
## -> class 0\|2 [0.981]
##
## Rule 0/47: (93/1, lift 13.5)
## PC13 > 7.506931
## PC18 > -0.4683644
## PC18 <= 3.718587
## PC20 > -7.074862
## PC35 > -0.3969824
## PC36 <= 1.476349
## PC68 > -0.1824437
## PC69 <= -0.6675636
## -> class 0\|2 [0.979]
##
## Rule 0/48: (38, lift 13.5)
## PC1 <= -0.3070439
## PC4 <= 7.856577
## PC10 <= -1.290476
## PC18 <= -1.750188
## PC20 > -2.079915
## PC29 > -1.189992
## PC64 <= -0.4628634
## PC67 > -0.4977033
## PC68 <= 0.3214176
## -> class 0\|2 [0.975]
##
## Rule 0/49: (262/7, lift 13.4)
## PC1 <= -0.3070439
## PC2 > 5.56539
## PC11 > -0.06482229
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC20 > -3.606491
## PC41 <= 0.2630978
## PC43 <= 1.773609
## PC44 <= 0.9770174
## PC75 <= 0.1795085
## -> class 0\|2 [0.970]
##
## Rule 0/50: (63/1, lift 13.4)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC23 > -1.161828
## PC37 <= 1.546067
## PC42 > 1.16367
## PC74 <= -0.3051681
## -> class 0\|2 [0.969]
##
## Rule 0/51: (110/3, lift 13.3)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC42 > 1.606127
## PC42 <= 3.766
## PC51 > -0.3373048
## PC95 > -0.6391228
## -> class 0\|2 [0.964]
##
## Rule 0/52: (23, lift 13.3)
## PC4 <= 7.856577
## PC10 <= -1.290476
## PC18 <= -0.4683644
## PC27 <= -1.638894
## -> class 0\|2 [0.960]
##
## Rule 0/53: (95/3, lift 13.2)
## PC4 > 8.431403
## PC10 > -5.847729
## PC18 <= -0.4683644
## PC19 > -0.119457
## PC77 <= 1.199758
## -> class 0\|2 [0.959]
##
## Rule 0/54: (22, lift 13.2)
## PC2 > 1.40607
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC23 <= -1.161828
## PC39 > 0.624705
## PC47 <= 4.410915
## PC77 <= -0.1649441
## -> class 0\|2 [0.958]
##
## Rule 0/55: (272/11, lift 13.2)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC3 <= 1.640775
## PC11 > -0.06482229
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC19 <= 0.07937676
## PC20 > -3.606491
## PC22 > -2.189345
## PC38 > -0.5062765
## PC41 <= 0.2630978
## PC43 <= 1.773609
## PC44 <= 0.9770174
## PC75 <= 0.1795085
## PC78 <= 2.210796
## PC98 <= 1.220614
## -> class 0\|2 [0.956]
##
## Rule 0/56: (20, lift 13.2)
## PC4 <= 7.856577
## PC7 <= 0.09385853
## PC18 <= -1.750188
## PC46 > -1.308755
## PC67 <= -0.4977033
## PC78 <= 2.983765
## -> class 0\|2 [0.955]
##
## Rule 0/57: (40/1, lift 13.2)
## PC10 <= -2.055506
## PC18 <= -1.750188
## PC34 <= -1.937301
## PC94 > 0.3758137
## -> class 0\|2 [0.952]
##
## Rule 0/58: (95/4, lift 13.1)
## PC1 <= -0.3070439
## PC8 > 0.04132327
## PC18 <= -1.750188
## PC22 <= 2.148456
## PC37 <= 0.6241781
## PC46 > -1.308755
## PC78 <= 1.550604
## PC98 <= 0.2488463
## -> class 0\|2 [0.948]
##
## Rule 0/59: (17, lift 13.1)
## PC1 <= -0.3070439
## PC7 <= -0.2971649
## PC8 <= 0.04132327
## PC18 <= -1.750188
## PC38 <= 0.177453
## PC46 > -1.308755
## PC75 <= -0.6070368
## -> class 0\|2 [0.947]
##
## Rule 0/60: (17, lift 13.1)
## PC1 <= -0.3070439
## PC2 > 1.40607
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC23 <= -1.161828
## PC47 <= 4.410915
## PC77 <= -0.1649441
## PC99 <= 0.3426662
## -> class 0\|2 [0.947]
##
## Rule 0/61: (35/1, lift 13.1)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC15 > 0.1087952
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC20 > -3.606491
## PC43 <= 1.773609
## PC46 > -1.308755
## PC75 > 0.1795085
## PC78 <= 2.210796
## -> class 0\|2 [0.946]
##
## Rule 0/62: (71/3, lift 13.1)
## PC10 <= -5.847729
## PC18 <= -1.750188
## PC46 > -1.308755
## -> class 0\|2 [0.945]
##
## Rule 0/63: (52/2, lift 13.0)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC8 > 0.04132327
## PC18 <= -1.750188
## PC37 <= 0.6241781
## PC46 > -1.308755
## PC65 <= 0.2798273
## PC78 <= 1.550604
## -> class 0\|2 [0.944]
##
## Rule 0/64: (13, lift 12.9)
## PC10 <= -1.290476
## PC18 <= -0.4683644
## PC58 <= -1.250211
## PC64 <= -0.4628634
## -> class 0\|2 [0.933]
##
## Rule 0/65: (56/3, lift 12.9)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC4 > -7.746524
## PC8 > 0.04132327
## PC18 <= -1.750188
## PC46 > -1.308755
## PC49 > 0.636273
## -> class 0\|2 [0.931]
##
## Rule 0/66: (12, lift 12.8)
## PC1 <= -0.3070439
## PC8 <= 0.04132327
## PC18 <= -1.750188
## PC64 <= -0.4628634
## PC78 <= 2.983765
## PC99 <= -1.620779
## -> class 0\|2 [0.929]
##
## Rule 0/67: (12, lift 12.8)
## PC8 <= 0.04132327
## PC10 <= -1.290476
## PC18 <= -1.750188
## PC46 > -1.308755
## PC57 > 1.004297
## PC78 <= 2.983765
## -> class 0\|2 [0.929]
##
## Rule 0/68: (12, lift 12.8)
## PC7 <= -0.2971649
## PC8 <= 0.04132327
## PC18 <= -1.750188
## PC57 > 1.412483
## PC78 <= 2.983765
## -> class 0\|2 [0.929]
##
## Rule 0/69: (146/11, lift 12.7)
## PC4 <= -7.746524
## PC18 <= -0.4683644
## PC94 <= 1.015922
## -> class 0\|2 [0.919]
##
## Rule 0/70: (7, lift 12.3)
## PC10 <= -1.290476
## PC18 <= -0.4683644
## PC34 > -1.937301
## PC46 > -1.308755
## PC48 > 0.2305539
## PC64 <= -0.4628634
## PC67 > -0.4977033
## PC68 <= 0.3214176
## PC78 <= 2.983765
## -> class 0\|2 [0.889]
##
## Rule 0/71: (6, lift 12.1)
## PC4 > -7.746524
## PC8 <= 0.04132327
## PC10 <= -1.290476
## PC18 <= -1.750188
## PC67 > -0.4977033
## PC71 > 0.4534237
## PC78 <= 2.983765
## -> class 0\|2 [0.875]
##
## Rule 0/72: (6, lift 12.1)
## PC7 <= -0.2971649
## PC8 <= 0.04132327
## PC18 <= -0.4683644
## PC36 <= -3.027431
## -> class 0\|2 [0.875]
##
## Rule 0/73: (6, lift 12.1)
## PC4 > 2.43225
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC43 > 1.773609
## -> class 0\|2 [0.875]
##
## Rule 0/74: (20/2, lift 11.9)
## PC2 > 1.40607
## PC9 > 0.5654702
## PC46 > -1.308755
## PC78 > 2.983765
## -> class 0\|2 [0.864]
##
## Rule 0/75: (41/5, lift 11.9)
## PC1 <= -0.3070439
## PC2 > 1.40607
## PC5 <= 2.286966
## PC6 <= 0.1746644
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC23 <= -1.161828
## PC47 <= 4.410915
## PC81 <= 1.436011
## PC94 > -0.1812697
## -> class 0\|2 [0.860]
##
## Rule 0/76: (153/21, lift 11.9)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC3 <= 1.640775
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC20 > -3.606491
## PC41 <= 0.2630978
## PC44 <= 0.9770174
## PC56 <= 0.1838269
## PC99 > -0.3814424
## PC100 <= 0.4196316
## -> class 0\|2 [0.858]
##
## Rule 0/77: (35/8, lift 10.5)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC10 <= 2.304561
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC71 <= -0.5571426
## -> class 0\|2 [0.757]
##
## Rule 0/78: (9385/7942, lift 2.1)
## PC2 > -0.3597415
## -> class 0\|2 [0.154]
##
## Rule 0/79: (64, lift 14.1)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC4 <= 2.43225
## PC18 <= -0.4683644
## PC43 > 1.773609
## -> class 0\|3 [0.985]
##
## Rule 0/80: (64, lift 14.1)
## PC2 > -0.3597415
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC44 <= 0.9770174
## PC54 > 3.123281
## -> class 0\|3 [0.985]
##
## Rule 0/81: (44, lift 14.0)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC18 <= -0.4683644
## PC22 > 2.148456
## PC46 > -1.308755
## PC98 <= 0.2488463
## -> class 0\|3 [0.978]
##
## Rule 0/82: (41, lift 14.0)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC15 <= 0.1087952
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC28 > -2.092532
## PC48 > -0.3274485
## PC56 > 0.1838269
## PC75 > 0.1795085
## PC78 <= 2.210796
## -> class 0\|3 [0.977]
##
## Rule 0/83: (34, lift 13.9)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC18 <= -0.4683644
## PC20 > -3.606491
## PC44 <= 0.9770174
## PC48 > -0.3274485
## PC56 <= 0.1838269
## PC75 > 0.1795085
## PC94 <= 0.5303116
## PC100 > 0.4196316
## -> class 0\|3 [0.972]
##
## Rule 0/84: (34, lift 13.9)
## PC13 > 7.506931
## PC36 > 1.476349
## -> class 0\|3 [0.972]
##
## Rule 0/85: (28, lift 13.9)
## PC2 > -0.3597415
## PC13 <= 7.506931
## PC18 <= 2.052136
## PC42 > 1.606127
## PC51 > -0.3373048
## PC84 > -2.63774
## PC95 <= -0.6391228
## -> class 0\|3 [0.967]
##
## Rule 0/86: (27, lift 13.8)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC18 > -0.4683644
## PC47 > 4.410915
## -> class 0\|3 [0.966]
##
## Rule 0/87: (24, lift 13.8)
## PC2 > -0.3597415
## PC42 > 3.766
## PC51 > -0.3373048
## PC84 > -2.63774
## -> class 0\|3 [0.962]
##
## Rule 0/88: (120/4, lift 13.7)
## PC1 <= -0.3070439
## PC15 <= 0.1087952
## PC18 <= -0.4683644
## PC48 > -0.3274485
## PC75 > 0.1795085
## PC78 <= 2.210796
## PC94 <= 0.5303116
## PC99 <= -0.3814424
## -> class 0\|3 [0.959]
##
## Rule 0/89: (36/1, lift 13.6)
## PC13 > 7.506931
## PC18 <= 1.370383
## PC68 <= -0.1824437
## PC84 > -2.63774
## -> class 0\|3 [0.947]
##
## Rule 0/90: (52/2, lift 13.5)
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC20 <= -3.606491
## -> class 0\|3 [0.944]
##
## Rule 0/91: (16, lift 13.5)
## PC2 > -0.3597415
## PC2 <= 5.56539
## PC11 > -0.06482229
## PC18 <= -0.4683644
## PC20 > -3.606491
## PC38 <= -0.5062765
## PC75 <= 0.1795085
## PC78 <= 2.210796
## PC98 <= 1.220614
## -> class 0\|3 [0.944]
##
## Rule 0/92: (14, lift 13.4)
## PC10 > 2.304561
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC26 <= 0.8292276
## PC44 > 0.9770174
## -> class 0\|3 [0.938]
##
## Rule 0/93: (23/1, lift 13.2)
## PC1 <= -0.3070439
## PC2 > 1.40607
## PC18 > -0.4683644
## PC84 <= -2.63774
## -> class 0\|3 [0.920]
##
## Rule 0/94: (10, lift 13.1)
## PC3 > -4.73843
## PC13 > 7.506931
## PC18 <= 3.718587
## PC35 > -0.3969824
## PC68 > -0.1824437
## PC69 > -0.6675636
## -> class 0\|3 [0.917]
##
## Rule 0/95: (8, lift 12.9)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC13 > -1.024433
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC71 > 0.2103852
## PC81 > 1.436011
## -> class 0\|3 [0.900]
##
## Rule 0/96: (16/1, lift 12.7)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC11 <= -0.06482229
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC43 <= 1.773609
## PC44 <= 0.9770174
## PC75 <= 0.1795085
## -> class 0\|3 [0.889]
##
## Rule 0/97: (16/3, lift 11.1)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC18 <= -0.4683644
## PC41 > 0.2630978
## PC44 <= 0.9770174
## PC72 <= -0.3612
## -> class 0\|3 [0.778]
##
## Rule 0/98: (10/2, lift 10.7)
## PC11 <= -0.07236598
## PC18 <= -2.566521
## PC46 <= -1.308755
## -> class 0\|3 [0.750]
##
## Rule 0/99: (5/1, lift 10.2)
## PC14 > -1.696286
## PC18 > -0.4683644
## PC20 <= -7.074862
## -> class 0\|3 [0.714]
##
## Rule 0/100: (1565/509, lift 9.7)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC18 <= -1.750188
## PC46 > -1.308755
## -> class 0\|3 [0.675]
##
## Rule 0/101: (409, lift 14.5)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC15 <= -3.158463
## PC16 <= -0.6265995
## PC59 <= 0.2982754
## PC79 > -0.125616
## -> class 1\|0 [0.998]
##
## Rule 0/102: (235, lift 14.5)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 <= -0.6265995
## PC19 > -1.654058
## PC21 > 0.5793239
## PC21 <= 1.737025
## PC59 <= 0.2853933
## PC100 > -1.977608
## -> class 1\|0 [0.996]
##
## Rule 0/103: (169, lift 14.5)
## PC5 > -8.077663
## PC16 <= -5.252293
## PC46 > -0.6472868
## PC65 > -0.01919863
## -> class 1\|0 [0.994]
##
## Rule 0/104: (143, lift 14.5)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC11 <= 1.279259
## PC15 <= -3.158463
## PC16 <= -0.6265995
## PC83 <= -0.003098253
## -> class 1\|0 [0.993]
##
## Rule 0/105: (136, lift 14.5)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 <= -0.6265995
## PC24 <= 3.063677
## PC47 <= -1.166529
## PC59 <= 0.2558552
## PC60 <= 1.001178
## -> class 1\|0 [0.993]
##
## Rule 0/106: (142, lift 14.5)
## PC1 > -0.3070439
## PC13 > -0.6868162
## PC16 <= -0.6265995
## PC19 > 2.494776
## PC21 <= 0.5793239
## PC42 <= 1.156377
## PC55 > -0.662703
## PC93 > -0.7267913
## -> class 1\|0 [0.993]
##
## Rule 0/107: (70, lift 14.4)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 <= -0.6265995
## PC19 > -1.654058
## PC21 <= 0.5793239
## PC80 <= -0.9984035
## -> class 1\|0 [0.986]
##
## Rule 0/108: (190/2, lift 14.3)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC14 <= -1.848832
## PC18 > -0.4076831
## PC59 > -0.4169586
## -> class 1\|0 [0.984]
##
## Rule 0/109: (44, lift 14.3)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 <= -0.6265995
## PC19 > -1.654058
## PC29 <= 0.1615681
## PC60 > 1.001178
## -> class 1\|0 [0.978]
##
## Rule 0/110: (21, lift 13.9)
## PC1 > -0.3070439
## PC14 <= -1.148291
## PC16 <= 1.05342
## PC29 <= -0.2107319
## -> class 1\|0 [0.957]
##
## Rule 0/111: (107/9, lift 13.2)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC7 <= 10.48223
## PC18 > 0.1115837
## PC22 <= 2.469559
## PC62 <= -0.9853907
## PC86 > -2.286996
## -> class 1\|0 [0.908]
##
## Rule 0/112: (18/1, lift 13.1)
## PC1 > -0.3070439
## PC20 > -0.3088932
## PC24 > 3.063677
## -> class 1\|0 [0.900]
##
## Rule 0/113: (569/111, lift 11.7)
## PC1 > 3.397695
## PC2 <= -0.3597415
## PC11 <= 1.792143
## PC19 > -0.2747966
## PC44 > -1.914118
## PC44 <= 1.688985
## -> class 1\|0 [0.804]
##
## Rule 0/114: (15/4, lift 10.3)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 <= -0.6265995
## PC21 <= 0.5793239
## PC49 <= 0.02847519
## PC62 > -0.9853907
## PC97 <= -1.233248
## -> class 1\|0 [0.706]
##
## Rule 0/115: (54, lift 13.2)
## PC1 > 3.397695
## PC2 <= -0.3597415
## PC10 > 0.9532421
## PC19 > -0.2747966
## PC32 <= 1.907613
## -> class 1\|1 [0.982]
##
## Rule 0/116: (39, lift 13.1)
## PC1 > 3.397695
## PC6 <= -2.210248
## PC8 > -5.19668
## PC11 > 1.792143
## PC11 <= 7.177605
## PC71 > -0.9431936
## PC82 <= 0.4836491
## -> class 1\|1 [0.976]
##
## Rule 0/117: (74/1, lift 13.1)
## PC2 <= -0.3597415
## PC7 <= -5.659957
## PC11 <= 1.792143
## PC24 <= -2.494293
## PC44 > -1.914118
## -> class 1\|1 [0.974]
##
## Rule 0/118: (65/1, lift 13.0)
## PC1 > 6.82987
## PC4 > -0.5932539
## PC11 <= 1.792143
## PC19 <= -0.2747966
## PC44 > -1.914118
## PC44 <= 1.688985
## -> class 1\|1 [0.970]
##
## Rule 0/119: (29, lift 13.0)
## PC1 > 3.397695
## PC2 <= -0.3597415
## PC19 > -0.2747966
## PC56 > -0.09367753
## PC86 > 0.5252105
## -> class 1\|1 [0.968]
##
## Rule 0/120: (23, lift 12.9)
## PC15 > -3.158463
## PC16 <= -5.252293
## PC46 <= -0.6472868
## -> class 1\|1 [0.960]
##
## Rule 0/121: (15, lift 12.6)
## PC2 <= -0.3597415
## PC7 > -5.659957
## PC11 <= 1.792143
## PC43 <= -1.725613
## PC44 > -1.914118
## PC47 > 1.711595
## -> class 1\|1 [0.941]
##
## Rule 0/122: (11, lift 12.4)
## PC6 > 9.260503
## PC80 > 1.678628
## -> class 1\|1 [0.923]
##
## Rule 0/123: (8, lift 12.1)
## PC1 > 3.397695
## PC8 > -5.19668
## PC11 > 1.792143
## PC12 > 1.363193
## -> class 1\|1 [0.900]
##
## Rule 0/124: (6, lift 11.8)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC15 <= -3.158463
## PC16 <= -0.6265995
## PC59 > 0.2982754
## PC83 > -0.003098253
## -> class 1\|1 [0.875]
##
## Rule 0/125: (4064/2838, lift 4.1)
## PC1 > -0.3070439
## PC2 > -0.3597415
## -> class 1\|1 [0.302]
##
## Rule 0/126: (1168/986, lift 2.1)
## PC2 > -0.3597415
## PC2 <= 1.40607
## PC4 > 0.2359525
## -> class 1\|1 [0.156]
##
## Rule 0/127: (182, lift 14.2)
## PC2 > -0.3597415
## PC5 <= -5.964991
## PC16 > 1.05342
## PC84 > -0.1487194
## -> class 1\|2 [0.995]
##
## Rule 0/128: (176, lift 14.2)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC14 > -1.848832
## PC15 <= 4.136679
## PC16 > 1.05342
## PC25 > -0.6920942
## PC29 > -0.4518729
## PC43 > -0.4694491
## PC73 > -0.4265494
## PC80 > -1.360059
## PC100 > 0.3512199
## -> class 1\|2 [0.994]
##
## Rule 0/129: (295/1, lift 14.2)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC5 > 2.990929
## PC14 > -1.848832
## PC16 > 1.05342
## PC21 <= 0.5938643
## -> class 1\|2 [0.993]
##
## Rule 0/130: (121, lift 14.2)
## PC3 > 8.789229
## PC16 > 1.05342
## PC67 <= 0.2928944
## PC100 <= 0.3512199
## -> class 1\|2 [0.992]
##
## Rule 0/131: (112, lift 14.2)
## PC1 > 3.397695
## PC6 > -2.210248
## PC11 > 1.792143
## PC12 <= 1.363193
## PC13 <= -0.03395761
## -> class 1\|2 [0.991]
##
## Rule 0/132: (103, lift 14.1)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC14 > -1.848832
## PC16 > 1.05342
## PC33 > -0.4174343
## PC60 <= -0.9345402
## -> class 1\|2 [0.990]
##
## Rule 0/133: (78, lift 14.1)
## PC8 > 1.821823
## PC16 > 1.05342
## PC21 <= 0.5938643
## PC46 <= 0.4348889
## -> class 1\|2 [0.988]
##
## Rule 0/134: (214/2, lift 14.1)
## PC2 > -0.3597415
## PC6 <= -4.412595
## PC15 > -1.768461
## PC16 > 1.05342
## -> class 1\|2 [0.986]
##
## Rule 0/135: (146/1, lift 14.1)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC14 > -1.848832
## PC15 <= 4.136679
## PC16 > 1.05342
## PC25 > -0.6920942
## PC29 > -0.4518729
## PC35 > -0.2076501
## PC43 > -0.4694491
## PC100 > 0.3512199
## -> class 1\|2 [0.986]
##
## Rule 0/136: (65, lift 14.1)
## PC1 > 3.397695
## PC6 > -2.210248
## PC33 > 0.9249888
## PC79 <= 0.5068917
## -> class 1\|2 [0.985]
##
## Rule 0/137: (56, lift 14.0)
## PC1 > -0.3070439
## PC14 > -1.848832
## PC16 > -0.6265995
## PC29 > -0.4518729
## PC70 > 0.6210412
## PC100 > 0.3512199
## -> class 1\|2 [0.983]
##
## Rule 0/138: (53, lift 14.0)
## PC1 > -0.3070439
## PC16 > -0.6265995
## PC70 > 0.9465385
## -> class 1\|2 [0.982]
##
## Rule 0/139: (50, lift 14.0)
## PC1 > 3.397695
## PC11 <= 1.792143
## PC44 <= -1.914118
## -> class 1\|2 [0.981]
##
## Rule 0/140: (49, lift 14.0)
## PC2 <= -0.3597415
## PC7 <= -5.659957
## PC11 <= 1.792143
## PC24 > -2.494293
## -> class 1\|2 [0.980]
##
## Rule 0/141: (179/3, lift 14.0)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC10 > -0.07210828
## PC14 > -1.848832
## PC14 <= 0.8214871
## PC16 > -0.6265995
## PC16 <= 1.05342
## PC17 > -0.9400955
## PC21 <= -0.3580565
## PC29 > -0.2107319
## -> class 1\|2 [0.978]
##
## Rule 0/142: (133/2, lift 14.0)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC10 > -0.07210828
## PC14 <= 0.8214871
## PC16 > -0.6265995
## PC16 <= 1.05342
## PC29 > -0.2107319
## PC63 <= -0.4591177
## PC65 > -0.3348706
## PC94 <= 1.13516
## -> class 1\|2 [0.978]
##
## Rule 0/143: (43, lift 14.0)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC10 > -0.07210828
## PC16 > -0.6265995
## PC21 > -0.3580565
## PC29 > -0.2107319
## PC36 <= -0.1896959
## PC63 > -0.4591177
## -> class 1\|2 [0.978]
##
## Rule 0/144: (87/1, lift 14.0)
## PC1 > -0.3070439
## PC8 <= 1.821823
## PC16 > 1.05342
## PC23 > 2.321732
## PC100 <= 0.3512199
## -> class 1\|2 [0.978]
##
## Rule 0/145: (164/3, lift 13.9)
## PC1 > 3.397695
## PC2 <= -2.2027
## PC6 > -2.210248
## PC8 > -5.19668
## PC11 > 1.792143
## PC22 > -4.430267
## PC71 > -0.9431936
## PC79 <= 0.5068917
## -> class 1\|2 [0.976]
##
## Rule 0/146: (39, lift 13.9)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 > 1.05342
## PC95 > 0.2708533
## PC100 > -0.002076778
## PC100 <= 0.3512199
## -> class 1\|2 [0.976]
##
## Rule 0/147: (27, lift 13.8)
## PC2 > -0.3597415
## PC13 <= 0.1033681
## PC16 <= -0.6265995
## PC19 <= -1.654058
## -> class 1\|2 [0.966]
##
## Rule 0/148: (21, lift 13.7)
## PC1 <= -0.3070439
## PC3 > 1.640775
## PC16 > -2.320907
## -> class 1\|2 [0.957]
##
## Rule 0/149: (39/1, lift 13.6)
## PC1 <= 3.397695
## PC2 > -1.263294
## PC2 <= -0.3597415
## PC6 > 9.260503
## PC58 > 0.3930865
## PC80 <= 1.678628
## -> class 1\|2 [0.951]
##
## Rule 0/150: (18, lift 13.6)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC6 > 9.260503
## PC38 > 0.05432967
## -> class 1\|2 [0.950]
##
## Rule 0/151: (16, lift 13.5)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 <= -0.6265995
## PC42 > 1.156377
## PC80 > -0.9984035
## PC92 > 0.147309
## -> class 1\|2 [0.944]
##
## Rule 0/152: (359/41, lift 12.6)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC14 > -1.848832
## PC16 > 1.05342
## PC55 > 0.368111
## -> class 1\|2 [0.884]
##
## Rule 0/153: (6, lift 12.5)
## PC1 > 3.397695
## PC6 <= -2.210248
## PC8 > -5.19668
## PC11 > 7.177605
## -> class 1\|2 [0.875]
##
## Rule 0/154: (9/1, lift 11.7)
## PC1 > -0.3070439
## PC1 <= 0.7463506
## PC16 > -5.252293
## PC16 <= -0.6265995
## PC21 <= 0.5793239
## PC93 <= -0.7267913
## -> class 1\|2 [0.818]
##
## Rule 0/155: (507/1, lift 20.9)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC3 <= 8.789229
## PC5 > -5.964991
## PC5 <= 2.990929
## PC8 <= 1.821823
## PC16 > 1.05342
## PC17 > -1.147186
## PC60 > -0.9345402
## PC70 <= 0.9465385
## PC100 <= -0.002076778
## -> class 1\|3 [0.996]
##
## Rule 0/156: (31, lift 20.4)
## PC2 > -1.263294
## PC2 <= -0.3597415
## PC6 > 9.260503
## PC38 <= 0.05432967
## PC58 <= 0.3930865
## -> class 1\|3 [0.970]
##
## Rule 0/157: (29, lift 20.4)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC14 > 0.8214871
## PC16 <= 1.05342
## -> class 1\|3 [0.968]
##
## Rule 0/158: (28, lift 20.3)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC5 <= 2.990929
## PC46 > 0.4348889
## PC55 > 0.4786824
## PC100 <= 0.3512199
## -> class 1\|3 [0.967]
##
## Rule 0/159: (49/1, lift 20.2)
## PC1 > 3.397695
## PC2 > -2.2027
## PC2 <= -0.3597415
## PC11 > 1.792143
## PC13 > -0.03395761
## PC33 <= 0.9249888
## -> class 1\|3 [0.961]
##
## Rule 0/160: (13, lift 19.6)
## PC1 > 3.397695
## PC2 <= -0.3597415
## PC8 > -5.19668
## PC11 > 1.792143
## PC79 > 0.5068917
## -> class 1\|3 [0.933]
##
## Rule 0/161: (25/2, lift 18.7)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC10 > -0.981194
## PC10 <= -0.07210828
## PC15 > -1.47492
## PC16 > -0.6265995
## PC16 <= 1.05342
## PC21 <= 0.5938643
## PC49 <= 0.02529402
## -> class 1\|3 [0.889]
##
## Rule 0/162: (5, lift 18.0)
## PC11 > 1.792143
## PC22 <= -4.430267
## -> class 1\|3 [0.857]
##
## Rule 0/163: (3, lift 16.8)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC7 <= -3.873923
## PC28 > 0.0467756
## -> class 1\|3 [0.800]
##
## Rule 0/164: (7/2, lift 14.0)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC21 > 0.5793239
## PC100 <= -1.977608
## -> class 1\|3 [0.667]
##
## Rule 0/165: (1182/440, lift 13.2)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC5 <= 2.990929
## PC14 > -1.848832
## PC16 > 1.05342
## -> class 1\|3 [0.628]
##
## Rule 0/166: (118/45, lift 13.0)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 > -0.6265995
## PC21 > 0.5938643
## -> class 1\|3 [0.617]
##
## Rule 0/167: (976, lift 10.3)
## PC7 > 0.615802
## PC8 > 0.4571002
## PC17 > -0.2147705
## PC18 > -0.390166
## PC19 <= -0.2471799
## PC20 <= -0.1114585
## PC30 <= 0.1586158
## PC60 > -0.4210835
## PC63 <= 0.08118203
## PC74 > -0.5773699
## -> class 2\|0 [0.999]
##
## Rule 0/168: (552, lift 10.2)
## PC7 > 0.615802
## PC8 > 0.4571002
## PC11 > -0.9598376
## PC20 <= -0.1114585
## PC45 <= -0.1791222
## PC62 <= 0.8131595
## -> class 2\|0 [0.998]
##
## Rule 0/169: (1281/2, lift 10.2)
## PC7 > 0.615802
## PC8 > 0.4571002
## PC11 > -0.9598376
## PC18 > -0.390166
## PC20 <= -0.1114585
## PC33 <= 0.4255126
## PC46 <= 1.24974
## PC60 > -0.4210835
## PC62 <= 0.8131595
## PC63 <= 0.08118203
## PC74 > -0.5773699
## PC75 <= 0.2797736
## -> class 2\|0 [0.998]
##
## Rule 0/170: (518/1, lift 10.2)
## PC2 <= -0.3597415
## PC8 > 1.515445
## PC10 <= -0.263589
## PC30 <= -0.1373245
## PC50 > -0.0342598
## PC65 <= 0.7111267
## -> class 2\|0 [0.996]
##
## Rule 0/171: (185, lift 10.2)
## PC1 <= 3.397695
## PC8 > 0.4571002
## PC10 <= 0.08149085
## PC19 <= -1.753378
## PC65 <= 0.7111267
## PC97 > 0.094015
## -> class 2\|0 [0.995]
##
## Rule 0/172: (1471/8, lift 10.2)
## PC8 > 2.930057
## PC11 > -0.9598376
## PC18 > -0.390166
## PC20 <= -0.1114585
## PC46 <= 1.24974
## PC60 > -0.4210835
## PC62 <= 0.8131595
## PC74 > -0.5773699
## -> class 2\|0 [0.994]
##
## Rule 0/173: (493/2, lift 10.2)
## PC2 <= -0.3597415
## PC8 > 3.122021
## PC20 <= 0.004934375
## PC68 > 1.322161
## -> class 2\|0 [0.994]
##
## Rule 0/174: (105, lift 10.2)
## PC2 <= -0.3597415
## PC8 > 1.188282
## PC10 <= 0.06332093
## PC18 > 0.1033287
## PC20 <= -0.1114585
## PC56 <= -0.2355017
## -> class 2\|0 [0.991]
##
## Rule 0/175: (102, lift 10.2)
## PC2 <= -0.3597415
## PC7 > 0.615802
## PC8 > 0.4571002
## PC17 > 0.2915967
## PC20 <= -0.1114585
## PC29 <= 0.00136477
## PC62 <= 0.8131595
## PC74 > -0.5773699
## PC89 <= 0.5577379
## -> class 2\|0 [0.990]
##
## Rule 0/176: (161/1, lift 10.1)
## PC8 > 6.538749
## PC20 <= -0.1114585
## -> class 2\|0 [0.988]
##
## Rule 0/177: (82, lift 10.1)
## PC2 <= -0.3597415
## PC8 > 0.4571002
## PC10 <= 0.008094035
## PC20 > -0.1114585
## PC56 <= 0.08569488
## PC65 > 0.7111267
## PC71 > 0.2975118
## PC81 <= -0.1713752
## -> class 2\|0 [0.988]
##
## Rule 0/178: (375/4, lift 10.1)
## PC2 <= -0.3597415
## PC8 > 1.188282
## PC10 <= 0.06332093
## PC20 <= -0.1114585
## PC35 > -0.0008620777
## PC56 <= -0.2355017
## -> class 2\|0 [0.987]
##
## Rule 0/179: (212/2, lift 10.1)
## PC1 <= 3.397695
## PC8 > 0.4571002
## PC19 <= -1.753378
## PC63 <= -0.2333663
## -> class 2\|0 [0.986]
##
## Rule 0/180: (42/1, lift 9.8)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC2 <= 1.40607
## PC8 > 1.29526
## -> class 2\|0 [0.955]
##
## Rule 0/181: (32/1, lift 9.7)
## PC1 > 3.397695
## PC2 <= -0.3597415
## PC11 <= 1.792143
## PC44 > 1.688985
## PC71 > -0.7803868
## -> class 2\|0 [0.941]
##
## Rule 0/182: (7, lift 9.1)
## PC1 > -0.3070439
## PC2 > -0.3597415
## PC16 <= -0.6265995
## PC21 > 1.737025
## -> class 2\|0 [0.889]
##
## Rule 0/183: (13/1, lift 8.9)
## PC1 <= 3.397695
## PC8 > 1.515445
## PC19 <= -1.527942
## PC20 > -0.1114585
## PC100 <= -0.8152219
## -> class 2\|0 [0.867]
##
## Rule 0/184: (10/1, lift 8.6)
## PC2 <= -0.3597415
## PC8 > 0.4571002
## PC8 <= 1.515445
## PC20 > -0.1114585
## PC44 > 0.7256172
## PC83 <= -0.4805476
## -> class 2\|0 [0.833]
##
## Rule 0/185: (119, lift 9.1)
## PC7 > 0.615802
## PC8 > 0.4571002
## PC8 <= 6.538749
## PC15 > -1.100384
## PC20 <= -0.1114585
## PC62 > 0.8131595
## -> class 2\|1 [0.992]
##
## Rule 0/186: (99/1, lift 9.0)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC7 > 0.615802
## PC8 > 0.4571002
## PC17 <= -0.2147705
## PC33 <= 0.4255126
## PC60 > -0.4210835
## PC75 > 0.2797736
## -> class 2\|1 [0.980]
##
## Rule 0/187: (24, lift 8.9)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -0.6175917
## PC8 <= 0.4571002
## PC11 > 1.697124
## PC22 > 0.2031495
## PC57 > 0.007110065
## -> class 2\|1 [0.962]
##
## Rule 0/188: (23, lift 8.9)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -0.5021535
## PC8 <= 0.4571002
## PC30 > 0.3841871
## PC57 > 0.007110065
## PC77 <= 0.02592595
## -> class 2\|1 [0.960]
##
## Rule 0/189: (91/3, lift 8.8)
## PC2 <= -9.236844
## -> class 2\|1 [0.957]
##
## Rule 0/190: (17, lift 8.7)
## PC2 <= -0.3597415
## PC8 > 0.4571002
## PC15 > 1.343751
## PC20 <= -0.1114585
## PC33 > 0.4255126
## PC63 <= 0.08118203
## -> class 2\|1 [0.947]
##
## Rule 0/191: (28/1, lift 8.6)
## PC1 <= 3.397695
## PC8 > -2.289896
## PC11 > 1.697124
## PC57 > 0.007110065
## PC76 <= -0.9172926
## -> class 2\|1 [0.933]
##
## Rule 0/192: (13, lift 8.6)
## PC1 > 3.397695
## PC6 <= -2.210248
## PC11 > 1.792143
## PC11 <= 7.177605
## PC82 > 0.4836491
## -> class 2\|1 [0.933]
##
## Rule 0/193: (13, lift 8.6)
## PC1 <= -0.3070439
## PC2 > -0.3597415
## PC2 <= 1.40607
## PC4 <= 0.2359525
## PC8 > -0.1898261
## PC8 <= 1.29526
## -> class 2\|1 [0.933]
##
## Rule 0/194: (12, lift 8.6)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC41 <= 4.830282
## PC56 > 1.39727
## -> class 2\|1 [0.929]
##
## Rule 0/195: (6, lift 8.1)
## PC2 <= -0.3597415
## PC34 > -0.5070603
## PC52 > -0.05859255
## PC57 <= 0.007110065
## PC64 <= -0.1247106
## PC92 <= -1.363645
## -> class 2\|1 [0.875]
##
## Rule 0/196: (20/2, lift 8.0)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -0.5021535
## PC8 <= 0.4571002
## PC44 <= 0.4781069
## PC57 > 0.007110065
## PC95 <= -0.1373784
## -> class 2\|1 [0.864]
##
## Rule 0/197: (4, lift 7.7)
## PC1 > 3.397695
## PC11 <= 1.792143
## PC44 > 1.688985
## PC71 <= -0.7803868
## -> class 2\|1 [0.833]
##
## Rule 0/198: (20/5, lift 6.7)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC19 > -2.444572
## PC34 <= -0.5070603
## PC98 > -0.7214042
## -> class 2\|1 [0.727]
##
## Rule 0/199: (4035/2030, lift 4.6)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > 0.4571002
## -> class 2\|1 [0.497]
##
## Rule 0/200: (780/4, lift 12.6)
## PC1 <= 3.397695
## PC2 > -9.236844
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC8 > -2.289896
## PC8 <= 0.05177427
## PC14 > -1.507667
## PC19 > -2.444572
## PC33 <= 0.499258
## PC34 > -0.5070603
## PC55 > -0.4595934
## PC57 <= 0.007110065
## PC64 > -0.1247106
## PC100 <= 1.802283
## -> class 2\|2 [0.994]
##
## Rule 0/201: (451/3, lift 12.5)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC9 <= 1.066673
## PC19 > -0.1329246
## PC55 > -0.4595934
## PC57 <= 0.007110065
## PC77 <= 0.02254479
## PC100 <= 1.802283
## -> class 2\|2 [0.991]
##
## Rule 0/202: (83, lift 12.5)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC22 <= -0.871445
## PC40 <= -1.621447
## -> class 2\|2 [0.988]
##
## Rule 0/203: (683/8, lift 12.5)
## PC1 <= 3.397695
## PC2 > -9.236844
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC19 > -2.444572
## PC34 > -0.5070603
## PC56 <= 1.39727
## PC57 <= 0.007110065
## PC63 > 0.1401561
## PC100 <= 2.807241
## -> class 2\|2 [0.987]
##
## Rule 0/204: (68, lift 12.5)
## PC1 <= -1.637872
## PC8 > -2.289896
## PC8 <= -0.5021535
## PC9 <= 6.427146
## PC16 <= 1.231238
## PC18 > -0.3118297
## PC26 > -1.748131
## PC44 <= 0.1802724
## PC57 > 0.007110065
## PC63 > -0.3672239
## PC76 <= 0.2290151
## PC83 > -0.4800068
## PC85 <= 0.8588063
## -> class 2\|2 [0.986]
##
## Rule 0/205: (516/7, lift 12.4)
## PC1 <= 3.397695
## PC2 > -9.236844
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC30 > 0.01231559
## PC33 <= 0.499258
## PC55 > -0.4595934
## PC56 <= 1.39727
## PC57 <= 0.007110065
## PC64 > -0.1247106
## -> class 2\|2 [0.985]
##
## Rule 0/206: (66, lift 12.5)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC9 > 1.066673
## PC34 > -0.5070603
## PC52 <= -0.05859255
## PC57 <= 0.007110065
## -> class 2\|2 [0.985]
##
## Rule 0/207: (54, lift 12.4)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC19 > -0.1329246
## PC33 <= 0.499258
## PC34 > -0.5070603
## PC56 <= 1.39727
## PC57 <= 0.007110065
## PC77 > 0.9102569
## PC100 <= 2.807241
## -> class 2\|2 [0.982]
##
## Rule 0/208: (100/1, lift 12.4)
## PC2 <= -0.3597415
## PC8 > -2.289896
## PC8 <= -0.6175917
## PC9 > 1.95957
## PC11 > 1.697124
## PC17 > -1.618935
## PC89 <= 0.1514708
## -> class 2\|2 [0.980]
##
## Rule 0/209: (35, lift 12.3)
## PC1 <= -2.453526
## PC8 > -2.289896
## PC8 <= -0.5021535
## PC11 <= 1.697124
## PC44 <= 0.1802724
## PC52 <= -0.01397391
## PC57 > 0.007110065
## PC63 > -0.3672239
## PC74 <= 1.208223
## -> class 2\|2 [0.973]
##
## Rule 0/210: (32, lift 12.3)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 <= 0.4571002
## PC22 <= -2.376222
## PC59 > -0.1782572
## -> class 2\|2 [0.971]
##
## Rule 0/211: (29, lift 12.2)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -0.5021535
## PC8 <= 0.4571002
## PC11 <= 1.697124
## PC30 <= 0.3841871
## PC34 > 0.08341032
## PC44 <= 0.4781069
## PC57 > 0.007110065
## PC60 <= 1.389842
## PC95 > -0.1373784
## -> class 2\|2 [0.968]
##
## Rule 0/212: (44/1, lift 12.1)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > 0.4571002
## PC8 <= 1.515445
## PC20 > -0.1114585
## PC44 <= 0.7256172
## PC56 > 0.6714163
## PC60 <= -0.07447378
## -> class 2\|2 [0.957]
##
## Rule 0/213: (41/1, lift 12.1)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > 0.4571002
## PC8 <= 1.515445
## PC22 <= -0.7472522
## PC44 <= 0.7256172
## PC55 <= 0.4035199
## PC77 <= -0.2228369
## -> class 2\|2 [0.953]
##
## Rule 0/214: (377/17, lift 12.0)
## PC1 <= 3.397695
## PC2 > -9.236844
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC56 <= 1.39727
## PC57 <= 0.007110065
## PC60 <= 0.03621237
## PC92 > 0.09599622
## PC100 <= 2.807241
## -> class 2\|2 [0.953]
##
## Rule 0/215: (14, lift 11.9)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > 0.4571002
## PC8 <= 1.515445
## PC19 > 2.766256
## PC20 > -0.1114585
## PC44 <= 0.7256172
## PC55 <= 0.4035199
## -> class 2\|2 [0.938]
##
## Rule 0/216: (93/5, lift 11.8)
## PC8 > -2.289896
## PC8 <= -0.6175917
## PC9 > 1.95957
## PC11 > 1.697124
## PC17 > -1.618935
## PC96 > -0.152701
## -> class 2\|2 [0.937]
##
## Rule 0/217: (12, lift 11.7)
## PC8 > 0.4571002
## PC8 <= 1.515445
## PC20 > -0.1114585
## PC65 <= 0.7111267
## PC77 <= -0.2228369
## PC90 <= -0.3627206
## -> class 2\|2 [0.929]
##
## Rule 0/218: (178/12, lift 11.7)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -3.395087
## PC8 <= 0.4571002
## PC18 > -0.4932421
## PC19 > -2.424658
## PC39 > 0.3463318
## PC44 <= 0.7851745
## PC53 > 0.1014065
## PC79 > -0.4230568
## -> class 2\|2 [0.928]
##
## Rule 0/219: (38/2, lift 11.7)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > -0.6175917
## PC8 <= 0.4571002
## PC11 > 1.697124
## PC22 <= 0.2031495
## PC76 > -0.9172926
## -> class 2\|2 [0.925]
##
## Rule 0/220: (38/2, lift 11.7)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > 0.4571002
## PC8 <= 1.515445
## PC20 > 0.3861404
## PC65 <= 0.7111267
## -> class 2\|2 [0.925]
##
## Rule 0/221: (37/2, lift 11.7)
## PC8 <= 0.4571002
## PC9 > 14.12191
## PC79 > -0.4230568
## -> class 2\|2 [0.923]
##
## Rule 0/222: (69/6, lift 11.4)
## PC1 <= 3.397695
## PC8 <= 0.4571002
## PC19 > 2.487402
## PC28 > 0.0467756
## PC44 <= 0.7851745
## PC48 > -0.5683556
## PC79 > -0.4230568
## -> class 2\|2 [0.901]
##
## Rule 0/223: (8, lift 11.4)
## PC1 <= 3.397695
## PC8 > 0.4571002
## PC8 <= 2.272961
## PC19 > -1.753378
## PC20 > -0.1114585
## PC41 <= -0.4702227
## PC60 <= -0.8257766
## PC70 <= 0.2858294
## PC76 <= -0.1302606
## -> class 2\|2 [0.900]
##
## Rule 0/224: (27/2, lift 11.3)
## PC2 <= -1.326856
## PC8 > -3.395087
## PC8 <= 0.4571002
## PC28 <= 0.0467756
## PC30 > -0.4182073
## PC39 <= 0.3463318
## PC44 <= 0.7851745
## PC79 > -0.4230568
## PC89 <= -0.8603039
## -> class 2\|2 [0.897]
##
## Rule 0/225: (74/7, lift 11.3)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 > 0.4571002
## PC8 <= 1.515445
## PC44 <= 0.7256172
## PC55 > 0.4035199
## PC88 <= 0.2023972
## PC91 > -0.1380695
## -> class 2\|2 [0.895]
##
## Rule 0/226: (5, lift 10.8)
## PC2 <= -0.3597415
## PC8 > -2.289896
## PC8 <= 0.4571002
## PC71 > 11.85997
## -> class 2\|2 [0.857]
##
## Rule 0/227: (5, lift 10.8)
## PC1 <= 3.397695
## PC8 > 1.515445
## PC8 <= 2.272961
## PC20 > -0.1114585
## PC70 > 0.2858294
## PC82 > 0.1980943
## -> class 2\|2 [0.857]
##
## Rule 0/228: (12/2, lift 9.9)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC7 <= 0.615802
## PC8 > 0.4571002
## PC8 <= 1.188282
## PC20 <= -0.1114585
## PC68 > -0.5872942
## PC75 <= 0.8384102
## PC80 <= -0.1206306
## -> class 2\|2 [0.786]
##
## Rule 0/229: (517, lift 7.3)
## PC2 <= -0.3597415
## PC8 <= -3.395087
## PC11 > -3.734808
## PC15 > -0.2527221
## PC19 > -2.424658
## PC28 <= 0.0467756
## PC44 <= 0.7851745
## PC79 > -0.4230568
## -> class 2\|3 [0.998]
##
## Rule 0/230: (66/1, lift 7.1)
## PC1 <= -1.637872
## PC8 > -2.289896
## PC8 <= -0.5021535
## PC11 <= 1.697124
## PC26 > -1.748131
## PC52 > -0.01397391
## PC57 > 0.007110065
## PC76 > 0.2290151
## PC89 <= 0.4493073
## -> class 2\|3 [0.971]
##
## Rule 0/231: (31, lift 7.1)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC17 > 0.5748848
## PC33 <= 0.499258
## PC34 > -0.5070603
## PC55 > -0.4595934
## PC100 > 1.802283
## -> class 2\|3 [0.970]
##
## Rule 0/232: (124/3, lift 7.1)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC16 > 1.231238
## PC22 <= 1.345863
## PC57 > 0.007110065
## -> class 2\|3 [0.968]
##
## Rule 0/233: (23, lift 7.1)
## PC1 <= 3.397695
## PC2 > -9.236844
## PC2 <= -0.3597415
## PC8 <= 0.4571002
## PC33 > 0.499258
## PC34 > -0.5070603
## PC57 <= 0.007110065
## PC63 <= 0.1401561
## -> class 2\|3 [0.960]
##
## Rule 0/234: (22/1, lift 6.7)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC8 <= 0.4571002
## PC34 > -0.5070603
## PC55 <= -0.4595934
## PC56 <= 1.39727
## PC57 <= 0.007110065
## PC62 <= 0.3660237
## -> class 2\|3 [0.917]
##
## Rule 0/235: (10552/7845, lift 1.9)
## PC2 <= -0.3597415
## -> class 2\|3 [0.257]
##
## Rule 0/236: (336, lift 18.0)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC11 <= -4.017443
## PC22 > -1.018361
## -> class 2\|4 [0.997]
##
## Rule 0/237: (280/1, lift 18.0)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC8 <= 0.4571002
## PC19 <= -2.424658
## PC39 <= -0.312988
## -> class 2\|4 [0.993]
##
## Rule 0/238: (124, lift 17.9)
## PC1 <= 3.397695
## PC8 <= -2.289896
## PC19 <= -2.424658
## PC22 > -1.647751
## PC73 > 0.2072666
## PC94 <= 0.8051957
## -> class 2\|4 [0.992]
##
## Rule 0/239: (456/3, lift 17.9)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 <= -2.289896
## PC18 <= -0.4932421
## PC51 > -0.04658477
## PC86 > -0.5965861
## -> class 2\|4 [0.991]
##
## Rule 0/240: (108, lift 17.9)
## PC2 <= -0.3597415
## PC8 <= -2.289896
## PC30 <= -0.4182073
## PC43 > -0.2140371
## PC52 <= 0.07999884
## PC93 <= 0.3234102
## PC95 <= 0.06399255
## -> class 2\|4 [0.991]
##
## Rule 0/241: (108, lift 17.9)
## PC8 <= -2.289896
## PC11 <= -3.734808
## PC19 > -2.424658
## PC22 > -0.7836949
## PC28 <= 0.0467756
## -> class 2\|4 [0.991]
##
## Rule 0/242: (290/3, lift 17.8)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 <= -2.289896
## PC37 > -0.2734134
## PC44 > 0.7851745
## PC79 <= -0.1420309
## -> class 2\|4 [0.986]
##
## Rule 0/243: (144/1, lift 17.8)
## PC2 > -6.124754
## PC2 <= -0.3597415
## PC8 <= -2.289896
## PC19 <= 3.619241
## PC51 > -0.3608181
## PC79 <= -0.4230568
## PC82 <= 0.06476884
## -> class 2\|4 [0.986]
##
## Rule 0/244: (49, lift 17.7)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC8 <= -3.395087
## PC15 <= -0.2527221
## PC50 <= -0.1712258
## PC56 <= -0.5142213
## PC67 > -0.6098943
## -> class 2\|4 [0.980]
##
## Rule 0/245: (47, lift 17.7)
## PC2 <= -0.3597415
## PC8 <= 0.4571002
## PC28 <= -0.3989087
## PC56 <= -0.1303208
## PC80 <= 1.576537
## -> class 2\|4 [0.980]
##
## Rule 0/246: (104/2, lift 17.6)
## PC8 <= -2.289896
## PC79 <= -0.4230568
## PC89 <= -0.4004385
## PC98 <= -0.0991594
## -> class 2\|4 [0.972]
##
## Rule 0/247: (28, lift 17.5)
## PC1 > 3.397695
## PC8 <= -5.19668
## PC14 <= 1.446931
## PC31 > 0.05582681
## -> class 2\|4 [0.967]
##
## Rule 0/248: (146/4, lift 17.5)
## PC1 <= 3.397695
## PC8 <= -2.289896
## PC18 <= -0.02598331
## PC26 <= 3.431284
## PC36 <= 0.1523443
## PC44 > 0.7851745
## PC95 > -0.09463338
## -> class 2\|4 [0.966]
##
## Rule 0/249: (22, lift 17.3)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC7 <= -1.651298
## PC9 <= 14.12191
## PC18 > -0.02598331
## PC44 > 0.7851745
## -> class 2\|4 [0.958]
##
## Rule 0/250: (289/25, lift 16.5)
## PC1 <= 3.397695
## PC2 <= -0.3597415
## PC6 <= 9.260503
## PC8 <= -0.5021535
## PC11 <= 1.697124
## PC22 > 1.345863
## -> class 2\|4 [0.911]
##
## Rule 0/251: (6, lift 15.8)
## PC1 <= -2.669419
## PC8 > -2.289896
## PC8 <= -0.5021535
## PC11 <= 1.697124
## PC29 > 0.3446466
## PC44 > 0.1802724
## PC57 > 0.007110065
## -> class 2\|4 [0.875]
##
## Default class: 2\|3
##
## ----- Trial 1: -----
##
## Rules:
##
## Rule 1/1: (6.8, lift 16.9)
## PC7 <= -0.7646611
## PC18 <= 0.7593552
## PC20 > -3.440173
## PC30 > 3.825153
## -> class 0\|0 [0.887]
##
## Rule 1/2: (36.4/5.3, lift 16.0)
## PC13 > 6.717022
## PC18 > 3.528055
## PC28 <= 3.464059
## PC47 > -1.610874
## PC48 > 0.4095344
## -> class 0\|0 [0.836]
##
## Rule 1/3: (2328.8/1341.7, lift 8.1)
## PC13 <= 6.717022
## PC18 > 0.7593552
## PC47 > -1.610874
## -> class 0\|0 [0.424]
##
## Rule 1/4: (99.2/0.8, lift 13.3)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC13 <= 6.717022
## PC17 > -0.5461084
## PC21 <= -0.8659161
## PC24 > -2.765275
## PC24 <= 1.552457
## PC62 <= 0.204628
## PC72 <= 1.122934
## PC83 > -1.334977
## -> class 0\|1 [0.983]
##
## Rule 1/5: (111.4/1.5, lift 13.2)
## PC2 > 0.9487218
## PC7 > -0.7646611
## PC9 > 0.2328518
## PC15 > -0.14554
## PC18 > -1.019176
## PC18 <= 0.7342479
## PC21 > -0.9225383
## PC28 <= -0.05609887
## -> class 0\|1 [0.978]
##
## Rule 1/6: (41.7, lift 13.2)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC18 > 0.7593552
## PC24 <= 1.552457
## PC31 <= -0.2311692
## PC32 <= 0.665044
## PC62 > 0.204628
## PC85 <= 2.068081
## -> class 0\|1 [0.977]
##
## Rule 1/7: (41.7, lift 13.2)
## PC2 > 0.9487218
## PC13 <= 6.717022
## PC18 > 0.7593552
## PC56 <= 1.148725
## PC83 > -1.334977
## PC85 <= 2.068081
## PC86 > -1.24345
## PC87 > 0.7819136
## -> class 0\|1 [0.977]
##
## Rule 1/8: (74.2/0.8, lift 13.2)
## PC2 > 0.9487218
## PC18 > 0.7593552
## PC22 > -0.3179235
## PC26 <= 0.6631289
## PC42 > -3.974739
## PC56 > 1.148725
## PC72 <= 1.122934
## PC85 <= 2.068081
## PC86 > -1.24345
## -> class 0\|1 [0.977]
##
## Rule 1/9: (82.6/1.5, lift 13.1)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC10 > -4.023959
## PC13 <= 6.717022
## PC17 <= -0.5461084
## PC18 > 0.7593552
## PC22 > -0.3179235
## PC26 <= 0.6631289
## PC42 > -3.974739
## PC85 <= 2.068081
## -> class 0\|1 [0.970]
##
## Rule 1/10: (82.6/1.5, lift 13.1)
## PC4 <= -9.220832
## PC18 > 0.7593552
## PC72 <= 1.122934
## PC86 > -1.24345
## -> class 0\|1 [0.970]
##
## Rule 1/11: (93.9/2.3, lift 13.0)
## PC3 <= 0.9146596
## PC18 > 0.7593552
## PC19 <= 0.01541658
## PC22 > -0.3179235
## PC54 > -1.184697
## PC72 <= 1.122934
## PC81 <= -0.5181988
## PC83 > -1.334977
## PC86 > -1.24345
## PC99 <= 0.7030664
## -> class 0\|1 [0.966]
##
## Rule 1/12: (26.5, lift 13.0)
## PC2 > 0.9487218
## PC18 > 0.7593552
## PC22 > -0.3179235
## PC28 <= 3.464059
## PC47 > -1.610874
## PC74 > 2.16664
## PC83 > -1.334977
## PC85 <= 2.068081
## PC86 > -1.24345
## -> class 0\|1 [0.965]
##
## Rule 1/13: (157.6/4.5, lift 13.0)
## PC11 <= 0.1162271
## PC12 > -1.902986
## PC13 <= 6.717022
## PC18 > 0.7593552
## PC26 > 0.6631289
## PC37 > -2.675227
## PC59 > -3.477911
## PC85 <= 2.068081
## -> class 0\|1 [0.965]
##
## Rule 1/14: (43.9/0.8, lift 13.0)
## PC2 > 0.9487218
## PC13 <= 6.717022
## PC18 > 0.7593552
## PC26 <= 0.6631289
## PC28 <= 3.464059
## PC32 <= 0.665044
## PC40 <= 2.541167
## PC62 > 0.204628
## PC91 <= -0.5647306
## -> class 0\|1 [0.962]
##
## Rule 1/15: (187.9/7.6, lift 12.9)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC13 <= 6.717022
## PC14 <= 2.554879
## PC17 > -0.4386702
## PC18 > 0.7593552
## PC22 <= -0.3179235
## PC25 > -1.050508
## PC72 <= 1.122934
## PC85 <= 2.068081
## PC99 > -1.035733
## -> class 0\|1 [0.955]
##
## Rule 1/16: (54.5/3, lift 12.5)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC12 > -1.902986
## PC13 <= 6.717022
## PC18 > 0.7593552
## PC19 > 0.01541658
## PC28 <= 3.464059
## PC85 <= 2.068081
## PC86 > -1.24345
## -> class 0\|1 [0.929]
##
## Rule 1/17: (324.2/23.5, lift 12.5)
## PC8 <= 0.2398475
## PC12 > -1.902986
## PC13 <= 6.717022
## PC18 > 0.7593552
## PC19 <= 0.01541658
## PC22 > -0.3179235
## PC24 > -2.765275
## PC24 <= 1.552457
## PC28 <= 1.703
## PC32 <= 0.665044
## PC40 <= 2.541167
## PC62 <= 0.204628
## PC83 > -1.334977
## PC91 <= 1.02214
## PC92 > -0.1006906
## -> class 0\|1 [0.925]
##
## Rule 1/18: (40.2/2.3, lift 12.4)
## PC13 > 6.717022
## PC18 > 3.528055
## PC42 > -3.974739
## PC48 <= 0.4095344
## -> class 0\|1 [0.922]
##
## Rule 1/19: (10.6, lift 12.4)
## PC12 > -1.902986
## PC13 <= 6.717022
## PC17 > -0.5461084
## PC28 <= 3.464059
## PC45 > 1.456985
## PC48 > 0.417758
## PC83 > -1.334977
## -> class 0\|1 [0.921]
##
## Rule 1/20: (193.2/15.1, lift 12.4)
## PC8 <= 0.2398475
## PC17 > -0.5324239
## PC18 > 0.7593552
## PC19 > -0.1863731
## PC20 > -2.802719
## PC23 > -1.070466
## PC24 > -2.765275
## PC28 <= 1.001587
## PC32 <= 0.665044
## PC40 <= 2.541167
## PC48 <= 0.417758
## PC62 > -1.096633
## PC62 <= 0.204628
## PC81 > -0.5181988
## PC91 <= 1.02214
## PC92 <= -0.1006906
## -> class 0\|1 [0.917]
##
## Rule 1/21: (81.8/9.1, lift 11.9)
## PC2 > 0.9487218
## PC7 > -0.7646611
## PC9 > 0.2328518
## PC15 > -0.14554
## PC18 > -0.3476959
## PC18 <= 0.7342479
## PC21 > -0.9225383
## PC24 <= 1.647078
## -> class 0\|1 [0.880]
##
## Rule 1/22: (193.9/22.7, lift 11.9)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 <= -0.7646611
## PC18 <= 0.7593552
## PC20 > -3.440173
## PC23 > -1.388134
## PC30 <= 3.825153
## PC43 <= 0.4377991
## -> class 0\|1 [0.879]
##
## Rule 1/23: (13.6/2.3, lift 10.7)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC9 > 0.1680116
## PC9 <= 0.2328518
## PC18 > -1.019176
## PC18 <= 0.7593552
## PC48 > 0.2933482
## -> class 0\|1 [0.791]
##
## Rule 1/24: (203.8/44.7, lift 10.5)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC8 > 0.1004979
## PC18 > -1.019176
## PC18 <= 0.7593552
## -> class 0\|1 [0.778]
##
## Rule 1/25: (49.2, lift 11.0)
## PC4 <= -8.261679
## PC18 <= -1.019176
## -> class 0\|2 [0.980]
##
## Rule 1/26: (87.9/0.8, lift 11.0)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC17 <= 0.4771936
## PC31 <= 0.1948286
## PC32 <= -1.405519
## PC39 > -0.8742086
## PC43 <= 1.773609
## PC57 <= 1.396344
## PC69 <= 1.432691
## PC71 <= 0.8589854
## PC93 <= 0.2740548
## -> class 0\|2 [0.980]
##
## Rule 1/27: (237.9/3.8, lift 10.9)
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC15 > 0.5658065
## PC18 <= -1.019176
## PC30 > -3.911852
## PC38 <= 0.5187551
## PC91 > -0.7402029
## -> class 0\|2 [0.980]
##
## Rule 1/28: (144.7/2.3, lift 10.9)
## PC3 <= 0.9146596
## PC18 <= -1.019176
## PC20 > -5.506513
## PC28 <= -1.432887
## PC30 > -3.287082
## PC43 <= 1.773609
## PC54 <= 2.942849
## PC70 <= 2.969519
## PC71 > -0.9894571
## PC78 <= 2.983765
## PC85 <= 1.50973
## PC87 <= 0.5555335
## -> class 0\|2 [0.978]
##
## Rule 1/29: (112.1/1.5, lift 10.9)
## PC2 > 7.064793
## PC7 > -0.7646611
## PC15 > -1.501741
## PC18 <= -1.019176
## PC31 <= -0.1598446
## PC43 <= 1.773609
## PC71 > -0.9894571
## PC74 <= 0.7704552
## PC75 <= 0.2919352
## -> class 0\|2 [0.978]
##
## Rule 1/30: (134.9/2.3, lift 10.9)
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC15 > 0.5658065
## PC18 <= -1.019176
## PC30 > -2.439768
## PC38 <= 0.5187551
## PC75 > -2.550615
## PC89 <= 1.811973
## -> class 0\|2 [0.976]
##
## Rule 1/31: (38.6, lift 10.9)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC17 > 0.4771936
## PC18 <= 0.7593552
## PC31 > -0.1598446
## PC31 <= 0.1948286
## PC34 > -3.30041
## PC43 <= 1.773609
## PC57 <= 1.396344
## PC70 <= 2.969519
## PC78 <= 2.983765
## PC79 <= 1.4804
## -> class 0\|2 [0.975]
##
## Rule 1/32: (57.6/0.8, lift 10.8)
## PC7 > -0.7646611
## PC7 <= -0.670688
## PC18 <= -1.019176
## PC31 <= 0.1948286
## PC39 > -0.8742086
## PC43 <= 1.773609
## PC71 > -0.9894571
## -> class 0\|2 [0.970]
##
## Rule 1/33: (30.3, lift 10.8)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 <= -0.7646611
## PC18 <= 0.7593552
## PC30 <= 3.825153
## PC43 > 0.4377991
## -> class 0\|2 [0.969]
##
## Rule 1/34: (103/2.3, lift 10.8)
## PC4 <= -6.044755
## PC10 <= -1.097326
## PC18 <= -1.019176
## PC66 > -4.692316
## PC87 > 0.0877539
## PC93 <= 0.2740548
## -> class 0\|2 [0.969]
##
## Rule 1/35: (30.3, lift 10.8)
## PC2 > 0.9487218
## PC18 > 0.7593552
## PC47 <= -1.610874
## -> class 0\|2 [0.969]
##
## Rule 1/36: (22.7, lift 10.7)
## PC2 > 0.9487218
## PC7 > -0.7646611
## PC15 > 0.5658065
## PC18 <= 0.7593552
## PC38 > 0.5187551
## PC93 <= -0.4218483
## -> class 0\|2 [0.960]
##
## Rule 1/37: (22.7, lift 10.7)
## PC1 <= -0.5275379
## PC2 > 0.9487218
## PC11 > 0.1162271
## PC18 > 0.7593552
## PC26 > 0.6631289
## -> class 0\|2 [0.960]
##
## Rule 1/38: (40.9/0.8, lift 10.7)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC15 > -1.501741
## PC27 <= -2.597364
## PC28 > -1.432887
## PC54 <= 2.942849
## PC70 <= 2.969519
## PC78 <= 2.983765
## -> class 0\|2 [0.959]
##
## Rule 1/39: (109.9/3.8, lift 10.7)
## PC15 > -1.501741
## PC18 <= -1.019176
## PC27 > -2.597364
## PC31 > -0.1598446
## PC31 <= 0.1948286
## PC39 > -0.8742086
## PC61 <= -0.553929
## PC70 <= 2.969519
## PC85 <= 1.50973
## -> class 0\|2 [0.957]
##
## Rule 1/40: (20.5, lift 10.7)
## PC3 <= 0.9146596
## PC18 > -2.051943
## PC18 <= -1.019176
## PC20 > 1.956989
## PC39 > -0.8742086
## PC51 <= 0.6685256
## PC87 <= 0.0877539
## PC93 <= 0.2740548
## -> class 0\|2 [0.955]
##
## Rule 1/41: (20.5, lift 10.7)
## PC7 > -0.7646611
## PC15 > -1.501741
## PC18 <= -1.019176
## PC31 <= 0.1948286
## PC35 > 0.5734567
## PC87 <= 0.0877539
## PC93 <= 0.2740548
## -> class 0\|2 [0.955]
##
## Rule 1/42: (53/1.5, lift 10.7)
## PC2 > 0.9487218
## PC7 > -0.7646611
## PC18 <= 0.7593552
## PC54 <= 2.942849
## PC66 <= -4.692316
## PC78 <= 2.983765
## -> class 0\|2 [0.954]
##
## Rule 1/43: (43.2/1.5, lift 10.5)
## PC3 <= 0.9146596
## PC15 > -1.501741
## PC18 <= -1.3868
## PC27 > -2.597364
## PC35 <= -0.5979484
## PC70 <= 2.969519
## PC71 > -0.9894571
## PC93 > 0.2740548
## -> class 0\|2 [0.944]
##
## Rule 1/44: (15.2, lift 10.5)
## PC7 > -0.7646611
## PC15 > -1.501741
## PC18 <= -1.3868
## PC31 > -0.1598446
## PC31 <= 0.1948286
## PC39 > -0.8742086
## PC57 > 1.396344
## PC69 <= 1.432691
## PC71 > -0.9894571
## PC85 <= 1.50973
## -> class 0\|2 [0.942]
##
## Rule 1/45: (26.5/0.8, lift 10.5)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC15 > -1.501741
## PC18 <= -1.019176
## PC28 > -1.432887
## PC43 > -0.6108432
## PC70 <= 2.969519
## PC85 <= 1.50973
## PC87 > 0.0877539
## PC94 > 0.3839583
## -> class 0\|2 [0.938]
##
## Rule 1/46: (74.2/3.8, lift 10.5)
## PC3 <= 0.9146596
## PC18 <= -1.3868
## PC31 > -0.1598446
## PC31 <= 0.1948286
## PC39 > -0.8742086
## PC43 > -0.6108432
## PC43 <= 1.773609
## PC51 > 0.6685256
## PC69 <= 1.432691
## PC71 > -0.9894571
## PC93 <= 0.2740548
## -> class 0\|2 [0.937]
##
## Rule 1/47: (152.3/9.8, lift 10.4)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC15 > -1.501741
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC31 <= -0.1598446
## PC54 <= 2.942849
## PC59 > -1.074523
## PC63 > -0.332374
## PC71 > -0.9894571
## PC74 <= 0.7704552
## PC75 <= 0.2919352
## -> class 0\|2 [0.930]
##
## Rule 1/48: (12.1, lift 10.4)
## PC2 > 0.9487218
## PC13 <= 6.717022
## PC17 <= -0.4386702
## PC18 > 0.7593552
## PC22 <= -0.3179235
## PC26 <= 0.6631289
## PC28 <= 3.464059
## PC42 > -3.974739
## -> class 0\|2 [0.929]
##
## Rule 1/49: (31.8/1.5, lift 10.3)
## PC18 > 0.7593552
## PC28 > 3.464059
## PC42 > -3.974739
## -> class 0\|2 [0.926]
##
## Rule 1/50: (60.6/3.8, lift 10.3)
## PC2 > 0.9487218
## PC3 <= -0.2754695
## PC18 <= 0.7593552
## PC31 > -0.1598446
## PC43 > -0.6108432
## PC43 <= 1.773609
## PC61 > -0.553929
## PC74 > 0.3703712
## PC79 <= 1.4804
## PC93 <= 0.2740548
## -> class 0\|2 [0.924]
##
## Rule 1/51: (29.5/1.5, lift 10.3)
## PC2 > 0.9487218
## PC12 <= -1.902986
## PC18 > 0.7593552
## PC28 <= 3.464059
## PC42 > -3.974739
## -> class 0\|2 [0.920]
##
## Rule 1/52: (19.7/0.8, lift 10.3)
## PC13 > 6.717022
## PC15 > 0.6849248
## PC18 > 0.7593552
## PC34 <= -0.4583307
## -> class 0\|2 [0.919]
##
## Rule 1/53: (18.9/0.8, lift 10.2)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC18 <= 0.7593552
## PC31 > -0.1598446
## PC39 > -0.8742086
## PC43 <= 1.773609
## PC69 <= 1.432691
## PC70 <= 2.969519
## PC71 > 0.8589854
## PC78 <= 2.983765
## -> class 0\|2 [0.916]
##
## Rule 1/54: (18.9/0.8, lift 10.2)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > 1.42476
## PC15 > -1.501741
## PC18 <= 0.7593552
## PC31 <= 0.1948286
## -> class 0\|2 [0.916]
##
## Rule 1/55: (106.8/8.3, lift 10.2)
## PC3 <= 0.9146596
## PC8 <= 0.1605843
## PC18 > -1.3868
## PC18 <= -1.019176
## PC31 <= 0.1948286
## PC39 > -0.8742086
## PC43 <= 1.773609
## PC54 <= 2.942849
## PC69 <= 1.432691
## PC71 > -0.9894571
## PC71 <= 0.8589854
## PC79 <= 1.4804
## PC85 <= 1.50973
## -> class 0\|2 [0.914]
##
## Rule 1/56: (18.2/0.8, lift 10.2)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 <= -0.7646611
## PC18 <= 0.7593552
## PC22 <= 2.563385
## PC23 <= -1.388134
## -> class 0\|2 [0.913]
##
## Rule 1/57: (43.2/3, lift 10.2)
## PC13 > 6.717022
## PC18 > 0.7593552
## PC18 <= 3.528055
## PC34 > -0.4583307
## -> class 0\|2 [0.911]
##
## Rule 1/58: (9.1, lift 10.2)
## PC2 > 0.9487218
## PC18 <= 0.7593552
## PC31 > 0.1945132
## PC31 <= 0.1948286
## -> class 0\|2 [0.910]
##
## Rule 1/59: (110.6/14.4, lift 9.6)
## PC7 > -0.7646611
## PC15 > -1.501741
## PC18 <= 0.7593552
## PC31 > -0.1598446
## PC31 <= 0.1948286
## PC39 > -0.8742086
## PC69 <= 1.432691
## PC71 > -0.9894571
## PC79 > 1.4804
## PC85 <= 1.50973
## -> class 0\|2 [0.863]
##
## Rule 1/60: (9.8/0.8, lift 9.5)
## PC18 > 0.7593552
## PC26 > 0.6631289
## PC59 <= -3.477911
## PC85 <= 2.068081
## -> class 0\|2 [0.852]
##
## Rule 1/61: (4.5, lift 9.5)
## PC2 > 0.9487218
## PC3 > -0.2754695
## PC3 <= 0.9146596
## PC40 > 0.5245007
## -> class 0\|2 [0.847]
##
## Rule 1/62: (37.1/6.1, lift 9.2)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC9 > 0.2328518
## PC15 <= -0.14554
## PC18 > -1.019176
## PC18 <= 0.7342479
## -> class 0\|2 [0.820]
##
## Rule 1/63: (84.9/15.1, lift 9.1)
## PC3 <= -0.2754695
## PC7 > -0.7646611
## PC15 > -1.501741
## PC18 <= -1.019176
## PC27 > -2.597364
## PC31 <= 0.1948286
## PC39 > -0.8742086
## PC43 <= -0.6108432
## PC71 > -0.9894571
## PC79 <= 1.4804
## PC93 <= 0.2740548
## -> class 0\|2 [0.814]
##
## Rule 1/64: (29.5/8.3, lift 7.9)
## PC7 <= -0.7646611
## PC18 <= 0.7593552
## PC20 <= -3.440173
## PC22 <= 2.563385
## -> class 0\|2 [0.704]
##
## Rule 1/65: (26.5/8.3, lift 7.5)
## PC2 > 0.9487218
## PC13 <= 6.717022
## PC18 > 0.7593552
## PC28 <= 3.464059
## PC42 > -3.974739
## PC85 > 2.068081
## -> class 0\|2 [0.673]
##
## Rule 1/66: (775.8/397.8, lift 5.4)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC18 > -1.019176
## PC18 <= 0.7593552
## -> class 0\|2 [0.487]
##
## Rule 1/67: (121.2, lift 12.7)
## PC2 > 0.9487218
## PC7 > -0.670688
## PC15 <= 0.5658065
## PC18 <= -1.3868
## PC28 > -1.432887
## PC29 <= 1.450089
## PC31 > -0.1598446
## PC35 > -0.5979484
## PC39 > -0.8742086
## PC57 <= 1.396344
## PC61 > -0.553929
## PC71 <= 0.8589854
## PC78 <= 2.983765
## PC79 <= 1.4804
## PC93 > 0.2740548
## -> class 0\|3 [0.992]
##
## Rule 1/68: (114.4, lift 12.7)
## PC3 <= -0.2754695
## PC4 > -6.044755
## PC15 <= 0.5658065
## PC17 <= 0.4771936
## PC18 <= -1.750188
## PC27 > -2.597364
## PC28 > -1.432887
## PC31 > -0.1598446
## PC57 <= 1.396344
## PC61 > -0.553929
## PC71 <= 0.8589854
## PC79 <= 1.4804
## PC87 > 0.0877539
## PC94 <= 0.3839583
## -> class 0\|3 [0.991]
##
## Rule 1/69: (78.8, lift 12.7)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC15 <= -1.501741
## PC18 <= 0.7593552
## PC28 > -1.432887
## -> class 0\|3 [0.988]
##
## Rule 1/70: (69.7, lift 12.7)
## PC3 <= 0.9146596
## PC7 > -0.670688
## PC18 <= 0.7593552
## PC27 > -2.597364
## PC28 > -1.432887
## PC31 > -0.1598446
## PC43 <= 1.773609
## PC61 > -0.553929
## PC69 > 1.432691
## PC71 > -0.9894571
## PC85 <= 1.50973
## -> class 0\|3 [0.986]
##
## Rule 1/71: (109.8/0.8, lift 12.6)
## PC3 <= 0.9146596
## PC10 > -1.097326
## PC17 <= 0.4771936
## PC18 <= -1.3868
## PC28 > -1.432887
## PC31 > -0.1598446
## PC43 > -0.6108432
## PC57 <= 1.396344
## PC66 > -4.692316
## PC71 <= 0.8589854
## PC87 > 0.0877539
## -> class 0\|3 [0.984]
##
## Rule 1/72: (56.8, lift 12.6)
## PC3 <= 0.9146596
## PC18 <= -1.019176
## PC54 > 2.942849
## -> class 0\|3 [0.983]
##
## Rule 1/73: (53, lift 12.6)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC34 > -3.30041
## PC66 > -4.692316
## PC71 <= -0.9894571
## PC100 <= 1.659165
## -> class 0\|3 [0.982]
##
## Rule 1/74: (118.2/1.5, lift 12.6)
## PC3 <= 0.9146596
## PC8 <= 0.1605843
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC27 > -2.597364
## PC31 > -0.1598446
## PC39 <= -0.8742086
## PC78 <= 2.983765
## -> class 0\|3 [0.979]
##
## Rule 1/75: (43.9, lift 12.6)
## PC2 > 0.9487218
## PC7 > -0.7646611
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC43 > 1.773609
## PC66 > -4.692316
## -> class 0\|3 [0.978]
##
## Rule 1/76: (86.4/1.5, lift 12.5)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC85 > 1.50973
## -> class 0\|3 [0.972]
##
## Rule 1/77: (31.1, lift 12.4)
## PC3 <= 0.9146596
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC28 <= -1.432887
## PC30 <= -3.287082
## PC66 > -4.692316
## -> class 0\|3 [0.970]
##
## Rule 1/78: (28, lift 12.4)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 <= -0.7646611
## PC18 <= 0.7593552
## PC22 > 2.563385
## -> class 0\|3 [0.967]
##
## Rule 1/79: (116.7/3, lift 12.4)
## PC2 > 0.9487218
## PC3 <= -0.2754695
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC27 > -2.597364
## PC31 > 0.1948286
## -> class 0\|3 [0.966]
##
## Rule 1/80: (137.1/3.8, lift 12.4)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC8 <= 0.1004979
## PC10 > -1.232967
## PC18 > -1.019176
## PC18 <= 0.7593552
## PC29 > -3.022346
## PC29 <= 3.807638
## PC35 <= 0.6726651
## PC48 > 0.2933482
## PC57 > -1.024642
## PC66 > -2.922976
## -> class 0\|3 [0.966]
##
## Rule 1/81: (46.2/0.8, lift 12.4)
## PC2 > 0.9487218
## PC7 > -0.7646611
## PC8 > 0.1605843
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC28 > -1.432887
## -> class 0\|3 [0.964]
##
## Rule 1/82: (65.9/1.5, lift 12.4)
## PC3 > -0.2754695
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC18 <= -1.019176
## PC40 <= 0.5245007
## PC78 <= 2.983765
## -> class 0\|3 [0.963]
##
## Rule 1/83: (22.7, lift 12.3)
## PC7 > -0.7646611
## PC18 <= 0.7593552
## PC20 <= -5.506513
## PC28 <= -1.432887
## -> class 0\|3 [0.960]
##
## Rule 1/84: (40.1/0.8, lift 12.3)
## PC3 <= 0.9146596
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC28 <= -1.432887
## PC34 > -3.30041
## PC66 > -4.692316
## PC87 > 0.5555335
## PC100 <= 1.659165
## -> class 0\|3 [0.958]
##
## Rule 1/85: (39.4/0.8, lift 12.3)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC8 <= 0.1004979
## PC15 <= -1.18996
## PC18 > -1.019176
## PC18 <= 0.7593552
## -> class 0\|3 [0.958]
##
## Rule 1/86: (50.8/1.5, lift 12.2)
## PC13 > 6.717022
## PC15 <= 0.6849248
## PC18 > 0.7593552
## PC34 <= -0.4583307
## -> class 0\|3 [0.952]
##
## Rule 1/87: (18.2, lift 12.2)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC18 <= 0.7593552
## PC75 <= -2.550615
## PC78 <= 2.983765
## -> class 0\|3 [0.950]
##
## Rule 1/88: (34.1/1.5, lift 11.9)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC42 <= -3.974739
## -> class 0\|3 [0.930]
##
## Rule 1/89: (54.5/3, lift 11.9)
## PC2 > 0.9487218
## PC7 > -0.7646611
## PC18 <= -1.019176
## PC66 > -4.692316
## PC89 > 1.811973
## -> class 0\|3 [0.929]
##
## Rule 1/90: (10.6, lift 11.8)
## PC2 > 0.9487218
## PC2 <= 7.064793
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC15 <= 0.5658065
## PC28 > -1.432887
## PC31 <= -0.1598446
## PC63 <= -0.332374
## PC74 <= 0.7704552
## PC75 <= 0.2919352
## -> class 0\|3 [0.921]
##
## Rule 1/91: (492.4/41.7, lift 11.7)
## PC4 > -8.261679
## PC7 > -0.670688
## PC7 <= 1.42476
## PC17 <= 0.4771936
## PC18 <= -1.3868
## PC28 > -1.432887
## PC31 > -0.1598446
## PC31 <= 0.1945132
## PC32 > -1.405519
## PC35 <= 0.5734567
## PC43 > -0.6108432
## PC51 <= 0.6685256
## PC61 > -0.553929
## PC71 <= 0.8589854
## PC74 <= 0.3703712
## PC79 <= 1.4804
## PC87 <= 0.0877539
## -> class 0\|3 [0.914]
##
## Rule 1/92: (40.2/3, lift 11.6)
## PC1 > -0.4855536
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC8 <= 0.1004979
## PC9 <= 0.2328518
## PC18 > -1.019176
## PC18 <= 0.7593552
## -> class 0\|3 [0.904]
##
## Rule 1/93: (12.1/0.8, lift 11.2)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC9 <= 0.2328518
## PC18 > -1.019176
## PC18 <= 0.7593552
## PC43 > 1.881065
## PC48 <= 0.2933482
## -> class 0\|3 [0.876]
##
## Rule 1/94: (24.2/2.3, lift 11.2)
## PC2 > 0.9487218
## PC3 <= 0.9146596
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC31 <= -0.1598446
## PC34 > -3.30041
## PC66 > -4.692316
## PC74 > 0.7704552
## PC75 <= 0.2919352
## PC78 <= 2.983765
## PC100 <= 1.659165
## -> class 0\|3 [0.875]
##
## Rule 1/95: (26.5/3, lift 11.0)
## PC2 > 0.9487218
## PC7 > -0.7646611
## PC15 <= 0.5658065
## PC18 <= -1.019176
## PC28 > -1.432887
## PC31 <= -0.1598446
## PC75 > 0.2919352
## PC78 <= 2.983765
## PC100 <= 1.659165
## -> class 0\|3 [0.859]
##
## Rule 1/96: (96.2/14.4, lift 10.8)
## PC3 <= 0.9146596
## PC18 <= -1.019176
## PC30 <= -2.439768
## PC89 <= 1.811973
## PC91 <= -0.7402029
## -> class 0\|3 [0.843]
##
## Rule 1/97: (68.2/10.6, lift 10.7)
## PC18 <= -1.019176
## PC30 <= -3.911852
## PC66 > -4.692316
## -> class 0\|3 [0.835]
##
## Rule 1/98: (39.4/7.6, lift 10.2)
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC15 > 0.5658065
## PC18 <= -1.019176
## PC38 > 0.5187551
## PC66 > -4.692316
## PC93 > -0.4218483
## -> class 0\|3 [0.793]
##
## Rule 1/99: (49.2/20.5, lift 7.5)
## PC3 <= 0.9146596
## PC7 > -0.7646611
## PC18 <= -1.019176
## PC78 > 2.983765
## -> class 0\|3 [0.581]
##
## Rule 1/100: (624.2/1.5, lift 17.3)
## PC1 > -0.1595066
## PC3 <= 0.589895
## PC6 <= 5.397221
## PC9 > 0.3737549
## PC10 <= 0.6647269
## PC98 <= 0.3294852
## -> class 1\|0 [0.996]
##
## Rule 1/101: (309.1/2.3, lift 17.2)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC4 > -0.8803262
## PC6 <= 5.397221
## PC9 > 0.3737549
## PC27 <= 0.3772089
## PC68 > -1.87419
## PC94 <= 0.2663097
## PC96 > 0.2024761
## PC98 <= 0.3294852
## -> class 1\|0 [0.989]
##
## Rule 1/102: (47.7, lift 17.1)
## PC1 > -0.1595066
## PC12 > 5.017867
## -> class 1\|0 [0.980]
##
## Rule 1/103: (49.2, lift 17.1)
## PC3 > 0.9146596
## PC16 <= -3.977089
## PC37 > 0.01921269
## PC78 <= -0.1813967
## -> class 1\|0 [0.980]
##
## Rule 1/104: (45.4, lift 17.1)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC14 <= -1.848832
## PC21 > -0.7577837
## -> class 1\|0 [0.979]
##
## Rule 1/105: (352.2/6.8, lift 17.0)
## PC1 > -0.1595066
## PC4 > -0.8803262
## PC9 > 0.3737549
## PC10 <= 0.6647269
## PC14 <= -1.624508
## PC27 <= 0.3772089
## PC68 > -1.87419
## PC94 <= 0.2663097
## -> class 1\|0 [0.978]
##
## Rule 1/106: (227.3/6.1, lift 16.9)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC6 <= -1.587701
## PC9 > 0.3737549
## PC99 <= 1.451252
## -> class 1\|0 [0.969]
##
## Rule 1/107: (80.3/2.3, lift 16.7)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC7 > -7.646937
## PC9 > 0.3737549
## PC19 > -2.164653
## PC27 <= 0.3772089
## PC68 > -1.87419
## PC99 > 1.451252
## -> class 1\|0 [0.960]
##
## Rule 1/108: (171.2/6.8, lift 16.6)
## PC7 > -8.338532
## PC16 <= -5.252293
## PC47 > -0.3150846
## -> class 1\|0 [0.955]
##
## Rule 1/109: (7.6, lift 15.6)
## PC3 > 0.9146596
## PC16 <= 0.3654078
## PC37 > 0.01921269
## PC68 > 2.446164
## -> class 1\|0 [0.896]
##
## Rule 1/110: (20.5/1.5, lift 15.5)
## PC2 <= 0.9487218
## PC9 > 0.3737549
## PC16 <= -2.183231
## PC68 <= -1.87419
## -> class 1\|0 [0.888]
##
## Rule 1/111: (97/13.6, lift 14.8)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC16 <= 0.3654078
## PC37 > 0.01921269
## PC51 > -0.3092318
## PC79 <= 0.01335377
## -> class 1\|0 [0.852]
##
## Rule 1/112: (43.9/7.6, lift 14.2)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC16 > -5.252293
## PC16 <= 0.3654078
## PC67 <= -0.5438395
## -> class 1\|0 [0.813]
##
## Rule 1/113: (23.5/3.8, lift 14.1)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC14 <= -1.222326
## PC16 <= 0.3654078
## -> class 1\|0 [0.812]
##
## Rule 1/114: (15.9/6.8, lift 9.8)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC3 <= 4.112167
## PC16 <= 0.3654078
## -> class 1\|0 [0.563]
##
## Rule 1/115: (375/0.8, lift 14.9)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC14 > -1.222326
## PC16 > -5.252293
## PC16 <= 0.3654078
## PC37 <= 0.01921269
## PC51 > -0.3092318
## -> class 1\|1 [0.995]
##
## Rule 1/116: (164.4, lift 14.9)
## PC2 > 0.9487218
## PC3 > 4.112167
## PC16 > -5.252293
## PC16 <= 0.3654078
## PC37 > 0.01921269
## PC51 > -0.3092318
## PC67 > -0.5438395
## PC68 <= 2.446164
## PC78 > -0.1813967
## PC79 > 0.01335377
## -> class 1\|1 [0.994]
##
## Rule 1/117: (49.2, lift 14.7)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC14 <= -1.848832
## PC21 <= -0.7577837
## -> class 1\|1 [0.980]
##
## Rule 1/118: (43.9, lift 14.6)
## PC3 > 0.9146596
## PC16 <= -5.252293
## PC47 <= -0.3150846
## -> class 1\|1 [0.978]
##
## Rule 1/119: (40.9, lift 14.6)
## PC2 > 0.9487218
## PC3 > 1.633402
## PC14 > -1.222326
## PC16 <= -0.9303704
## PC51 <= -0.3092318
## -> class 1\|1 [0.977]
##
## Rule 1/120: (40.2, lift 14.6)
## PC2 > 0.9487218
## PC3 > 1.633402
## PC14 > -1.222326
## PC16 <= 0.3654078
## PC50 > -0.1767377
## PC51 <= -0.3092318
## -> class 1\|1 [0.976]
##
## Rule 1/121: (37.9, lift 14.6)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC9 <= 0.3737549
## PC96 <= -1.684129
## -> class 1\|1 [0.975]
##
## Rule 1/122: (38.6, lift 14.6)
## PC7 <= -8.338532
## PC16 <= -5.252293
## -> class 1\|1 [0.975]
##
## Rule 1/123: (34.8, lift 14.6)
## PC2 <= 0.9487218
## PC4 > -0.8803262
## PC6 > 5.397221
## PC9 > 0.3737549
## PC10 <= 0.6647269
## PC14 > -1.624508
## PC68 > -1.87419
## -> class 1\|1 [0.973]
##
## Rule 1/124: (164.4/3.8, lift 14.5)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC6 > -1.587701
## PC7 > -7.646937
## PC9 > 0.3737549
## PC10 > 0.6647269
## PC12 <= 5.017867
## PC19 > -2.164653
## PC27 <= 0.3772089
## PC51 <= 1.224885
## PC68 > -1.87419
## PC77 <= 0.2605191
## PC99 <= 1.451252
## -> class 1\|1 [0.971]
##
## Rule 1/125: (88.6/2.3, lift 14.4)
## PC1 > 13.07604
## PC6 <= -1.293618
## PC9 <= 0.3737549
## PC11 <= 6.549788
## -> class 1\|1 [0.964]
##
## Rule 1/126: (641.6/25, lift 14.4)
## PC2 > 0.9487218
## PC3 > 4.112167
## PC14 > -1.222326
## PC16 > -3.977089
## PC16 <= 0.3654078
## PC51 > -0.3092318
## PC67 > -0.5438395
## PC68 <= 2.446164
## -> class 1\|1 [0.960]
##
## Rule 1/127: (28.8/0.8, lift 14.1)
## PC2 <= 0.9487218
## PC3 > 0.589895
## PC4 > -0.8803262
## PC6 <= 5.397221
## PC9 > 0.3737549
## PC10 <= 0.6647269
## PC27 <= 0.3772089
## PC51 <= 1.224885
## PC68 > -1.87419
## PC96 <= 0.2024761
## -> class 1\|1 [0.943]
##
## Rule 1/128: (231.8/31.1, lift 12.9)
## PC1 > -0.1595066
## PC4 > -0.8803262
## PC6 <= 5.397221
## PC27 <= 0.3772089
## PC98 > 0.3294852
## -> class 1\|1 [0.863]
##
## Rule 1/129: (18.9/3, lift 12.1)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC4 > -0.8803262
## PC9 > 0.3737549
## PC10 <= 0.6647269
## PC68 > -1.87419
## PC94 > 0.2663097
## -> class 1\|1 [0.808]
##
## Rule 1/130: (72.7/25.8, lift 9.6)
## PC2 <= 0.9487218
## PC4 <= -0.8803262
## PC9 > 0.3737549
## PC27 <= 0.3772089
## PC51 <= 1.224885
## PC68 > -1.87419
## -> class 1\|1 [0.642]
##
## Rule 1/131: (128/46.2, lift 9.5)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC38 <= 0.1151649
## PC63 > 2.211293
## -> class 1\|1 [0.637]
##
## Rule 1/132: (225.8, lift 16.1)
## PC1 > -0.1595066
## PC6 > -1.293618
## PC9 <= 0.3737549
## PC13 <= -0.2661764
## PC19 <= -1.25138
## PC28 > -0.2116814
## -> class 1\|2 [0.996]
##
## Rule 1/133: (118.9, lift 16.0)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC6 > -1.293618
## PC8 > -4.510222
## PC9 <= 0.3737549
## PC27 <= -0.4408608
## PC96 > -1.684129
## -> class 1\|2 [0.992]
##
## Rule 1/134: (131.1, lift 16.1)
## PC1 > -0.1595066
## PC3 > -0.4365655
## PC7 > 1.45021
## PC9 <= 0.3737549
## PC19 <= -1.25138
## PC47 > -1.122921
## -> class 1\|2 [0.992]
##
## Rule 1/135: (157.6/1.5, lift 15.9)
## PC1 > 8.76875
## PC6 > -1.293618
## PC9 <= 0.3737549
## PC19 <= -1.25138
## PC49 > -1.291398
## PC79 <= 0.514116
## PC96 > -1.684129
## -> class 1\|2 [0.984]
##
## Rule 1/136: (51.5, lift 15.9)
## PC1 > 13.07604
## PC8 > -4.510222
## PC11 > 6.549788
## -> class 1\|2 [0.981]
##
## Rule 1/137: (50.8, lift 15.9)
## PC1 > -0.1595066
## PC9 > 0.3737549
## PC19 <= -2.164653
## -> class 1\|2 [0.981]
##
## Rule 1/138: (41.7, lift 15.8)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC8 > 1.510152
## PC9 > 0.3737549
## PC27 > 0.3772089
## -> class 1\|2 [0.977]
##
## Rule 1/139: (75.7/0.8, lift 15.8)
## PC3 > 9.508333
## PC16 > 0.3654078
## PC38 > 0.1151649
## -> class 1\|2 [0.977]
##
## Rule 1/140: (37.9, lift 15.8)
## PC1 > -0.1595066
## PC6 > -1.293618
## PC13 > -0.2661764
## PC19 <= -1.25138
## PC94 > 0.4191362
## -> class 1\|2 [0.975]
##
## Rule 1/141: (59.1/0.8, lift 15.7)
## PC1 > -0.1595066
## PC1 <= 8.76875
## PC6 > -1.293618
## PC19 <= -1.25138
## PC47 <= -1.122921
## -> class 1\|2 [0.971]
##
## Rule 1/142: (48.5/0.8, lift 15.6)
## PC1 > -0.1595066
## PC6 > -1.293618
## PC13 > 0.5981593
## PC19 <= -1.25138
## PC47 > -1.122921
## -> class 1\|2 [0.965]
##
## Rule 1/143: (47.7/1.5, lift 15.4)
## PC1 > -0.1595066
## PC6 > -1.293618
## PC9 <= 0.3737549
## PC19 <= -1.25138
## PC61 > 0.7707137
## -> class 1\|2 [0.949]
##
## Rule 1/144: (29.5/0.8, lift 15.3)
## PC2 <= 0.9487218
## PC7 <= -7.646937
## PC9 > 0.3737549
## -> class 1\|2 [0.944]
##
## Rule 1/145: (23.5/0.8, lift 15.1)
## PC2 <= 0.9487218
## PC3 > 0.8786277
## PC9 <= 0.3737549
## PC19 > -1.25138
## -> class 1\|2 [0.931]
##
## Rule 1/146: (90.1/6.8, lift 14.8)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC51 > 1.224885
## -> class 1\|2 [0.915]
##
## Rule 1/147: (438.6/39.4, lift 14.7)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC14 > -1.848832
## PC16 > 0.3654078
## PC38 <= 0.1151649
## PC63 <= 2.211293
## -> class 1\|2 [0.908]
##
## Rule 1/148: (86.4/8.3, lift 14.5)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC16 > 0.3654078
## PC20 <= -1.43024
## -> class 1\|2 [0.894]
##
## Rule 1/149: (5.3, lift 14.0)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC8 <= -4.510222
## PC25 <= -0.2304425
## -> class 1\|2 [0.863]
##
## Rule 1/150: (50.8/6.8, lift 13.8)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC16 > -0.9303704
## PC16 <= 0.3654078
## PC50 <= -0.1767377
## PC51 <= -0.3092318
## -> class 1\|2 [0.852]
##
## Rule 1/151: (26.5/4.5, lift 13.0)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC9 > 0.3737549
## PC10 > 0.6647269
## PC77 > 0.2605191
## -> class 1\|2 [0.806]
##
## Rule 1/152: (1143.9/569.7, lift 8.1)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC16 > 0.3654078
## -> class 1\|2 [0.502]
##
## Rule 1/153: (419.7/5.3, lift 24.0)
## PC2 > 0.9487218
## PC3 > 0.9146596
## PC3 <= 9.508333
## PC5 > -6.049535
## PC16 > 0.3654078
## PC20 > -1.43024
## PC36 > -0.1039402
## PC38 > 0.1151649
## PC100 <= 0.5882013
## -> class 1\|3 [0.985]
##
## Rule 1/154: (234.8/5.3, lift 23.7)
## PC1 > -0.1595066
## PC1 <= 8.76875
## PC3 > -0.4365655
## PC6 > -1.293618
## PC7 <= 1.45021
## PC13 > -0.2661764
## PC13 <= 0.5981593
## PC19 <= -1.25138
## PC27 > -0.4408608
## PC47 > -1.122921
## PC61 <= 0.7707137
## PC76 > -0.829327
## PC94 <= 0.4191362
## -> class 1\|3 [0.973]
##
## Rule 1/155: (32.6, lift 23.7)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC9 <= 0.3737549
## PC13 <= -0.2661764
## PC28 <= -0.2116814
## -> class 1\|3 [0.971]
##
## Rule 1/156: (52.3/3, lift 22.6)
## PC2 > 0.9487218
## PC16 > 8.170175
## PC38 > 0.1151649
## -> class 1\|3 [0.926]
##
## Rule 1/157: (10.6, lift 22.4)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC8 > -4.510222
## PC9 <= 0.3737549
## PC13 > -0.2661764
## PC79 > 0.514116
## -> class 1\|3 [0.921]
##
## Rule 1/158: (7.6, lift 21.8)
## PC1 > 8.76875
## PC6 > -1.293618
## PC9 <= 0.3737549
## PC19 <= -1.25138
## PC49 <= -1.291398
## -> class 1\|3 [0.896]
##
## Rule 1/159: (13.6/3, lift 18.1)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC8 <= 1.510152
## PC9 > 0.3737549
## PC27 > 0.3772089
## -> class 1\|3 [0.742]
##
## Rule 1/160: (65.2/26.5, lift 14.4)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC16 > -2.183231
## PC27 <= 0.3772089
## PC51 <= 1.224885
## PC68 <= -1.87419
## -> class 1\|3 [0.590]
##
## Rule 1/161: (580.3/3, lift 9.7)
## PC1 <= -0.1595066
## PC8 > 0.03259309
## PC19 <= -0.6097189
## PC20 <= -0.1076561
## PC29 <= -0.001066188
## PC62 <= 1.286232
## -> class 2\|0 [0.993]
##
## Rule 1/162: (1153.7/9.1, lift 9.7)
## PC7 > 0.6802056
## PC11 > -0.6548357
## PC20 <= -0.1076561
## PC21 > 0.6690692
## PC45 <= 0.3439099
## PC52 <= 0.2478447
## PC60 > -0.4184554
## PC62 <= 1.286232
## PC70 > -0.2392359
## -> class 2\|0 [0.991]
##
## Rule 1/163: (1051.4/9.1, lift 9.6)
## PC7 > 0.6802056
## PC11 > -0.6548357
## PC19 <= -0.7436116
## PC21 > 0.6690692
## PC52 <= 0.2478447
## PC60 > -0.4184554
## PC70 > -0.2392359
## -> class 2\|0 [0.990]
##
## Rule 1/164: (52.3/0.8, lift 9.4)
## PC1 <= -0.1595066
## PC8 > 1.961819
## PC10 <= 0.01184554
## PC20 > -0.1076561
## PC65 > 0.7072691
## -> class 2\|0 [0.968]
##
## Rule 1/165: (402.2/13.6, lift 9.4)
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC19 <= -2.224949
## PC20 <= -0.1076561
## PC37 <= 0.5671712
## PC52 <= 0.2478447
## PC62 <= 1.286232
## PC70 > -0.2392359
## PC77 > -1.100673
## -> class 2\|0 [0.964]
##
## Rule 1/166: (65.9/1.5, lift 9.4)
## PC1 <= -0.1595066
## PC8 > 1.961819
## PC12 > 0.3447308
## PC20 > -0.1076561
## PC80 <= -0.4483138
## -> class 2\|0 [0.963]
##
## Rule 1/167: (64.4/1.5, lift 9.4)
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC11 > -0.6548357
## PC20 <= -0.1076561
## PC29 > -0.001066188
## PC62 <= -1.361028
## PC70 > -0.2392359
## -> class 2\|0 [0.962]
##
## Rule 1/168: (78/2.3, lift 9.3)
## PC1 > -0.1595066
## PC1 <= 13.07604
## PC2 <= 0.9487218
## PC6 <= -1.293618
## PC8 > -4.510222
## PC44 > 0.800207
## PC71 > -0.7803868
## -> class 2\|0 [0.959]
##
## Rule 1/169: (1258.4/70.5, lift 9.2)
## PC1 <= -0.1595066
## PC8 > 0.03259309
## PC11 > -0.6548357
## PC20 <= -0.1076561
## PC21 > 0.6690692
## PC32 > 0.1982836
## PC52 <= 0.2478447
## PC62 <= 1.286232
## PC70 > -0.2392359
## -> class 2\|0 [0.943]
##
## Rule 1/170: (337.1/20.5, lift 9.1)
## PC1 <= -0.1595066
## PC8 > 1.961819
## PC32 > 1.688222
## PC80 > -0.4483138
## -> class 2\|0 [0.937]
##
## Rule 1/171: (9.9, lift 8.9)
## PC1 <= -0.1595066
## PC8 > 1.961819
## PC49 <= -0.6784526
## PC80 > -0.4483138
## PC89 <= -0.3672359
## -> class 2\|0 [0.916]
##
## Rule 1/172: (208.3/20.5, lift 8.7)
## PC8 > 1.961819
## PC15 <= 2.52419
## PC19 <= -1.532776
## PC49 > -0.6784526
## PC65 <= 0.7072691
## PC89 <= -0.3672359
## -> class 2\|0 [0.898]
##
## Rule 1/173: (62.9/6.1, lift 8.7)
## PC1 <= -0.1595066
## PC2 > -1.025067
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC20 > -0.1076561
## PC95 > 0.08163299
## -> class 2\|0 [0.891]
##
## Rule 1/174: (386.3/85.6, lift 7.6)
## PC1 <= -0.1595066
## PC8 > 1.961819
## PC65 <= 0.7072691
## PC80 <= -0.4483138
## -> class 2\|0 [0.777]
##
## Rule 1/175: (80.3, lift 9.4)
## PC1 <= -0.1595066
## PC8 > 0.03259309
## PC11 > -0.6548357
## PC21 > 0.6690692
## PC32 <= 0.1982836
## PC60 <= -0.4184554
## -> class 2\|1 [0.988]
##
## Rule 1/176: (58.3, lift 9.3)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC5 > -1.163731
## PC8 > -3.17329
## PC62 > -5.666328
## PC76 <= -1.054394
## PC100 > -0.8397883
## -> class 2\|1 [0.983]
##
## Rule 1/177: (703/11.4, lift 9.3)
## PC1 <= -0.1595066
## PC8 > 1.961819
## PC15 <= 2.52419
## PC19 > -1.532776
## PC20 > -0.1076561
## PC23 <= 1.600178
## PC32 <= 1.688222
## PC49 > -0.6784526
## PC65 <= 0.7072691
## PC80 > -0.4483138
## -> class 2\|1 [0.982]
##
## Rule 1/178: (41.7, lift 9.3)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC4 <= -0.4804776
## PC8 <= 1.961819
## PC10 > 0.04386396
## PC20 > -0.1076561
## -> class 2\|1 [0.977]
##
## Rule 1/179: (170.4/3, lift 9.3)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC10 > 0.04386396
## PC20 > -0.1076561
## PC75 <= -0.7031395
## -> class 2\|1 [0.977]
##
## Rule 1/180: (39.4, lift 9.2)
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC10 > 0.04386396
## PC56 > -0.2675757
## PC79 <= 0.2087173
## PC94 <= -0.923311
## -> class 2\|1 [0.976]
##
## Rule 1/181: (106.8/2.3, lift 9.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC20 <= -0.1076561
## PC52 > 0.2478447
## PC77 > -1.100673
## -> class 2\|1 [0.970]
##
## Rule 1/182: (165.9/4.5, lift 9.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC20 <= -0.1076561
## PC62 > 1.286232
## -> class 2\|1 [0.967]
##
## Rule 1/183: (49.2/0.8, lift 9.1)
## PC1 <= -0.1595066
## PC8 > 1.961819
## PC12 <= 0.3447308
## PC20 > -0.1076561
## PC80 <= -0.4483138
## -> class 2\|1 [0.966]
##
## Rule 1/184: (25.8, lift 9.1)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC8 > -4.510222
## PC9 <= 0.3737549
## PC44 > 0.800207
## PC71 <= -0.7803868
## -> class 2\|1 [0.964]
##
## Rule 1/185: (23.5, lift 9.1)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC9 > -3.60995
## PC44 > 0.8791986
## PC81 > 0.06362633
## -> class 2\|1 [0.961]
##
## Rule 1/186: (93.2/3, lift 9.1)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC20 > -0.1076561
## PC27 <= -0.5072927
## PC44 <= 0.8791986
## PC50 <= 0.2657936
## PC81 > 0.06362633
## -> class 2\|1 [0.958]
##
## Rule 1/187: (86.4/3, lift 9.0)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC10 > 0.04386396
## PC76 <= -0.00582816
## PC81 <= 0.06362633
## PC84 <= -0.2631463
## -> class 2\|1 [0.954]
##
## Rule 1/188: (48.5/1.5, lift 9.0)
## PC1 <= -0.1595066
## PC2 > -1.025067
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC20 > -0.1076561
## PC95 <= 0.08163299
## -> class 2\|1 [0.950]
##
## Rule 1/189: (32.6/0.8, lift 9.0)
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC19 > -0.7436116
## PC21 > 0.6690692
## PC45 > 0.3439099
## PC60 > -0.4184554
## -> class 2\|1 [0.949]
##
## Rule 1/190: (103/4.5, lift 9.0)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.2256598
## PC8 <= 1.961819
## PC10 > 0.04386396
## PC50 > 0.2657936
## PC81 <= 0.479285
## PC93 <= 0.4416389
## -> class 2\|1 [0.947]
##
## Rule 1/191: (74.2/3, lift 9.0)
## PC1 <= -0.1595066
## PC8 > 0.03259309
## PC21 > 0.6690692
## PC60 <= -0.4184554
## PC70 > -0.2392359
## PC96 > 0.07905725
## -> class 2\|1 [0.947]
##
## Rule 1/192: (28.8/0.8, lift 8.9)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC14 <= 2.132651
## PC33 <= -0.2528173
## PC57 > 0.3862784
## PC86 > 0.9622274
## -> class 2\|1 [0.943]
##
## Rule 1/193: (80.3/3.8, lift 8.9)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC20 > -0.1076561
## PC53 <= -1.102365
## -> class 2\|1 [0.942]
##
## Rule 1/194: (115.2/6.1, lift 8.9)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC20 <= -0.1076561
## PC29 <= 0.326173
## PC70 <= -0.2392359
## -> class 2\|1 [0.940]
##
## Rule 1/195: (674.2/40.9, lift 8.9)
## PC1 <= -0.1595066
## PC8 > 1.961819
## PC10 > 0.01184554
## PC20 > -0.1076561
## PC23 <= 1.600178
## -> class 2\|1 [0.938]
##
## Rule 1/196: (25/0.8, lift 8.9)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC50 <= 0.2657936
## PC56 > -0.2675757
## PC81 <= 0.06362633
## PC87 <= -0.7905046
## -> class 2\|1 [0.935]
##
## Rule 1/197: (148.5/10.6, lift 8.7)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC19 > -2.224949
## PC20 <= -0.1076561
## PC21 <= 0.6690692
## PC29 > -0.001066188
## PC37 <= 0.5671712
## PC62 > -1.361028
## PC68 <= 1.237652
## PC70 > -0.2392359
## PC95 <= 0.3764446
## -> class 2\|1 [0.923]
##
## Rule 1/198: (96.2/6.8, lift 8.7)
## PC7 <= 0.6802056
## PC8 > 0.03259309
## PC10 > -0.2776828
## PC11 > -0.6548357
## PC20 <= -0.1076561
## PC21 > 0.6690692
## PC70 > -0.2392359
## -> class 2\|1 [0.920]
##
## Rule 1/199: (9.9, lift 8.7)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC14 <= 2.132651
## PC30 > 0.1863142
## PC60 > 0.3016474
## PC84 > 0.04348685
## PC87 <= -0.7087166
## -> class 2\|1 [0.916]
##
## Rule 1/200: (257.6/21.2, lift 8.7)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC11 > -0.6548357
## PC19 > -0.6097189
## PC21 <= 0.6690692
## PC29 <= -0.001066188
## -> class 2\|1 [0.914]
##
## Rule 1/201: (65.9/5.3, lift 8.6)
## PC1 <= -0.1595066
## PC8 > 0.03259309
## PC11 <= -0.6548357
## PC19 > -1.074645
## PC20 <= -0.1076561
## PC80 > -0.4039285
## -> class 2\|1 [0.907]
##
## Rule 1/202: (241.7/30.3, lift 8.3)
## PC1 <= -0.1595066
## PC2 <= -1.025067
## PC8 > 0.03259309
## PC20 > -0.1076561
## PC50 <= 0.2657936
## PC75 > -0.7031395
## PC76 > -0.00582816
## PC79 <= 0.2087173
## PC81 <= 0.06362633
## -> class 2\|1 [0.872]
##
## Rule 1/203: (16.7/1.5, lift 8.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC9 > -3.60995
## PC10 > 0.04386396
## PC53 > -1.102365
## PC56 <= -0.2675757
## PC76 <= -0.00582816
## PC81 <= 0.06362633
## -> class 2\|1 [0.865]
##
## Rule 1/204: (207.6/30.3, lift 8.1)
## PC1 <= -0.1595066
## PC2 <= -1.025067
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC10 <= 0.04386396
## PC11 > -3.149428
## PC20 > -0.1076561
## PC44 <= 0.7396466
## -> class 2\|1 [0.851]
##
## Rule 1/205: (20.5/3, lift 7.8)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC10 > 0.04386396
## PC20 > -0.1076561
## PC79 > 0.2087173
## -> class 2\|1 [0.821]
##
## Rule 1/206: (36.4/6.1, lift 7.7)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC30 > 0.1863142
## PC36 > 0.2510339
## PC60 > 0.3016474
## PC84 > 0.04348685
## -> class 2\|1 [0.816]
##
## Rule 1/207: (35.6/16.7, lift 5.0)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC6 <= 6.78757
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC45 > 0.3298274
## PC60 <= 0.3016474
## PC76 > -1.054394
## -> class 2\|1 [0.530]
##
## Rule 1/208: (136.4/2.3, lift 10.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC28 > -0.144028
## PC30 <= 0.1863142
## PC33 > -0.2528173
## PC43 <= -1.724532
## PC76 > -1.054394
## -> class 2\|2 [0.976]
##
## Rule 1/209: (218.2/4.5, lift 10.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC10 > 0.04386396
## PC20 > -0.1076561
## PC27 > -0.5072927
## PC44 <= 0.8791986
## PC50 <= 0.2657936
## PC53 > -1.102365
## PC75 > -0.7031395
## PC79 <= 0.2087173
## PC81 > 0.06362633
## -> class 2\|2 [0.975]
##
## Rule 1/210: (42.4/0.8, lift 10.0)
## PC1 > -0.1595066
## PC1 <= 13.07604
## PC2 <= 0.9487218
## PC6 <= -1.293618
## PC8 > -4.510222
## PC44 <= 0.800207
## PC84 <= -0.08783618
## -> class 2\|2 [0.960]
##
## Rule 1/211: (21.2, lift 10.0)
## PC1 <= -0.1595066
## PC8 > 0.03259309
## PC11 <= -3.149428
## -> class 2\|2 [0.957]
##
## Rule 1/212: (14.4, lift 9.8)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC20 > -0.1076561
## PC50 > 0.2657936
## PC93 > 0.4416389
## -> class 2\|2 [0.939]
##
## Rule 1/213: (12.9, lift 9.7)
## PC5 > -1.163731
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC62 <= -5.666328
## PC76 <= -1.054394
## -> class 2\|2 [0.933]
##
## Rule 1/214: (227.3/15.9, lift 9.7)
## PC1 <= -0.1595066
## PC2 <= -1.025067
## PC4 > -0.4804776
## PC8 > 0.03259309
## PC8 <= 1.961819
## PC10 > 0.04386396
## PC20 > -0.1076561
## PC50 <= 0.2657936
## PC53 > -1.102365
## PC56 > -0.2675757
## PC75 > -0.7031395
## PC76 <= -0.00582816
## PC79 <= 0.2087173
## PC84 > -0.2631463
## PC87 > -0.7905046
## PC94 > -0.923311
## -> class 2\|2 [0.926]
##
## Rule 1/215: (9.1, lift 9.5)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC20 <= -0.1076561
## PC21 <= 0.6690692
## PC37 > 0.5671712
## PC70 > -0.2392359
## -> class 2\|2 [0.910]
##
## Rule 1/216: (21.2/1.5, lift 9.3)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC5 > -1.163731
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC76 <= -1.054394
## PC100 <= -0.8397883
## -> class 2\|2 [0.892]
##
## Rule 1/217: (9.8/0.8, lift 8.9)
## PC1 <= -0.1595066
## PC2 <= -1.025067
## PC8 > 0.03259309
## PC8 <= 0.2256598
## PC50 > 0.2657936
## -> class 2\|2 [0.852]
##
## Rule 1/218: (159.8/33.3, lift 8.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC5 > -0.2209428
## PC8 <= 0.03259309
## PC38 > 0.138903
## PC44 <= 0.9311759
## PC54 > 0.3231218
## -> class 2\|2 [0.788]
##
## Rule 1/219: (132.6/45.5, lift 6.8)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > 0.03259309
## PC23 > 1.600178
## -> class 2\|2 [0.655]
##
## Rule 1/220: (2649.3/1329.6, lift 5.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC76 > -1.054394
## -> class 2\|2 [0.498]
##
## Rule 1/221: (212.9, lift 8.3)
## PC1 <= -0.1595066
## PC5 <= -0.4144403
## PC8 > -3.17329
## PC8 <= -1.288623
## PC10 > -0.06445465
## PC45 <= 0.3298274
## PC63 <= 0.08645862
## PC79 > -0.2593714
## -> class 2\|3 [0.995]
##
## Rule 1/222: (269.7/3, lift 8.3)
## PC1 <= -0.1595066
## PC8 <= -3.17329
## PC18 > -0.4932421
## PC38 <= 0.138903
## PC54 <= 1.662174
## PC85 <= 0.289643
## PC95 <= 0.007704986
## -> class 2\|3 [0.985]
##
## Rule 1/223: (106.8/0.8, lift 8.3)
## PC1 <= -0.1595066
## PC8 <= -3.17329
## PC18 > -0.4932421
## PC38 <= 0.138903
## PC42 <= -0.4125371
## PC44 <= 0.9311759
## -> class 2\|3 [0.984]
##
## Rule 1/224: (58.3, lift 8.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC6 > -0.5188246
## PC8 > -3.17329
## PC8 <= -1.288623
## PC10 <= -0.06445465
## PC37 <= 1.408006
## PC60 <= 0.3016474
## -> class 2\|3 [0.983]
##
## Rule 1/225: (47, lift 8.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC17 > 0.6107572
## PC33 > -0.2528173
## PC60 > 0.3016474
## PC76 > -1.054394
## PC96 <= -0.001453825
## -> class 2\|3 [0.980]
##
## Rule 1/226: (37.1, lift 8.2)
## PC1 <= -0.1595066
## PC6 > 6.78757
## PC8 <= 0.03259309
## PC60 <= 0.3016474
## -> class 2\|3 [0.974]
##
## Rule 1/227: (222.7/5.3, lift 8.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 <= -1.288623
## PC10 <= -0.06445465
## PC15 > -2.639711
## PC47 > -0.1410343
## PC60 <= 0.3016474
## PC76 > -1.054394
## PC79 > -0.2593714
## -> class 2\|3 [0.972]
##
## Rule 1/228: (31.1, lift 8.1)
## PC2 <= 0.9487218
## PC3 > -1.640187
## PC6 <= 6.78757
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC15 <= -2.639711
## PC60 <= 0.3016474
## -> class 2\|3 [0.970]
##
## Rule 1/229: (22, lift 8.0)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= -1.288623
## PC12 <= 3.699329
## PC45 <= 0.3298274
## PC60 <= 0.3016474
## PC76 > -1.054394
## PC79 <= -0.2593714
## -> class 2\|3 [0.958]
##
## Rule 1/230: (518.2/22, lift 8.0)
## PC1 <= -0.264861
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC14 <= 2.132651
## PC17 <= 0.6107572
## PC28 > -0.144028
## PC29 <= 0.2775553
## PC30 <= 0.1502499
## PC33 > -0.2528173
## PC43 > -1.724532
## PC49 > -0.4592837
## PC50 > -0.9150133
## PC60 > 0.3016474
## PC65 <= 0.9533288
## -> class 2\|3 [0.956]
##
## Rule 1/231: (78/3, lift 8.0)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC4 > -0.3480053
## PC8 <= -1.288623
## PC33 > 0.1693985
## PC45 <= 0.3298274
## PC60 <= 0.3016474
## PC63 <= 0.08645862
## -> class 2\|3 [0.950]
##
## Rule 1/232: (63.6/2.3, lift 8.0)
## PC3 > -1.640187
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC12 > 3.699329
## PC30 <= 0.2058713
## PC60 <= 0.3016474
## PC76 > -1.054394
## -> class 2\|3 [0.950]
##
## Rule 1/233: (16.7, lift 7.9)
## PC2 <= 0.9487218
## PC8 <= 0.03259309
## PC14 > 2.132651
## PC22 <= 0.4677752
## PC30 <= -0.1221041
## PC58 <= 0.2430695
## -> class 2\|3 [0.946]
##
## Rule 1/234: (107.6/5.3, lift 7.9)
## PC2 <= 0.9487218
## PC3 > -1.640187
## PC8 <= -1.288623
## PC15 > -2.639711
## PC37 <= 1.408006
## PC60 <= 0.3016474
## PC76 > -1.054394
## PC94 > 0.6326718
## -> class 2\|3 [0.942]
##
## Rule 1/235: (12.9, lift 7.8)
## PC2 <= 0.9487218
## PC8 <= -1.288623
## PC37 <= 1.408006
## PC60 <= 0.3016474
## PC76 > -1.054394
## PC83 > 1.330429
## -> class 2\|3 [0.933]
##
## Rule 1/236: (32.6/2.3, lift 7.6)
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= -1.288623
## PC14 <= -1.269763
## PC37 <= 1.408006
## PC60 <= 0.3016474
## PC63 <= 0.08645862
## PC94 <= 0.6326718
## -> class 2\|3 [0.905]
##
## Rule 1/237: (34.1/3, lift 7.5)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC14 <= 2.132651
## PC47 <= -0.7438647
## PC58 <= 0.2430695
## PC60 > 0.3016474
## PC84 <= 0.04348685
## -> class 2\|3 [0.888]
##
## Rule 1/238: (69.7/7.6, lift 7.4)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC14 <= 2.132651
## PC30 > 0.1863142
## PC36 <= 0.2510339
## PC58 <= 0.2430695
## PC60 > 0.3016474
## PC84 > 0.04348685
## PC87 > -0.7087166
## -> class 2\|3 [0.880]
##
## Rule 1/239: (43.2/8.3, lift 6.7)
## PC2 <= 0.9487218
## PC3 > -1.640187
## PC4 <= -0.3480053
## PC8 > -3.17329
## PC8 <= -1.288623
## PC10 > -0.06445465
## PC60 <= 0.3016474
## PC76 > -1.054394
## -> class 2\|3 [0.793]
##
## Rule 1/240: (40.2/10.6, lift 6.1)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC14 <= 2.132651
## PC33 <= -0.2528173
## PC37 <= 1.408006
## PC57 > 0.3862784
## PC58 <= 0.2430695
## PC86 <= 0.9622274
## -> class 2\|3 [0.725]
##
## Rule 1/241: (22.7/11.4, lift 4.2)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC3 <= -1.640187
## PC8 <= 0.03259309
## -> class 2\|3 [0.500]
##
## Rule 1/242: (9198.4/6972.8, lift 2.0)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## -> class 2\|3 [0.242]
##
## Rule 1/243: (11769.5/9392.4, lift 1.7)
## PC2 <= 0.9487218
## -> class 2\|3 [0.202]
##
## Rule 1/244: (122/0.8, lift 17.7)
## PC1 <= -0.1595066
## PC5 <= -0.2209428
## PC8 <= -3.17329
## PC21 > 0.3200625
## -> class 2\|4 [0.986]
##
## Rule 1/245: (71.2/0.8, lift 17.5)
## PC1 > -0.1595066
## PC8 <= -4.510222
## PC21 > 0.002863731
## PC65 > -2.581725
## PC85 > 0.4262402
## -> class 2\|4 [0.976]
##
## Rule 1/246: (100.8/1.5, lift 17.5)
## PC5 > 0.1154924
## PC8 <= -3.17329
## PC11 <= -0.8080708
## PC18 <= -0.1780865
## PC38 <= 0.138903
## PC42 > -0.4125371
## PC54 <= 1.662174
## PC67 <= 0.3265954
## PC82 <= 0.1318398
## PC85 > -0.5435712
## PC85 <= 0.289643
## PC95 > 0.007704986
## -> class 2\|4 [0.976]
##
## Rule 1/247: (266.6/7.6, lift 17.4)
## PC1 <= -0.1595066
## PC5 > -0.2209428
## PC8 <= -3.17329
## PC44 > 0.9311759
## PC64 <= 1.34472
## PC79 <= 0.3171894
## -> class 2\|4 [0.968]
##
## Rule 1/248: (281.8/9.8, lift 17.3)
## PC2 <= 0.9487218
## PC8 <= -3.17329
## PC16 <= -0.07314441
## PC38 <= 0.138903
## PC49 <= 0.1794595
## PC56 <= 0.3467955
## PC85 > 0.289643
## PC90 > -0.4841793
## PC93 <= 0.3468122
## -> class 2\|4 [0.962]
##
## Rule 1/249: (228/12.9, lift 16.9)
## PC1 <= -0.1595066
## PC8 <= -3.17329
## PC28 > 0.04549059
## PC38 <= 0.138903
## PC85 <= 0.289643
## -> class 2\|4 [0.940]
##
## Rule 1/250: (10.6, lift 16.5)
## PC2 <= 0.9487218
## PC8 <= -3.17329
## PC85 > 0.289643
## PC93 > 0.3468122
## PC95 > 1.539598
## -> class 2\|4 [0.921]
##
## Rule 1/251: (45.5/3, lift 16.4)
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC17 > 0.6107572
## PC33 > -0.2528173
## PC60 > 0.3016474
## PC96 > -0.001453825
## -> class 2\|4 [0.915]
##
## Rule 1/252: (9.1, lift 16.3)
## PC1 > -0.264861
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC58 <= 0.2430695
## PC60 > 0.3016474
## -> class 2\|4 [0.910]
##
## Rule 1/253: (7.6, lift 16.1)
## PC37 <= -17.50428
## -> class 2\|4 [0.896]
##
## Rule 1/254: (9.9/0.8, lift 15.3)
## PC1 > -0.1595066
## PC2 <= 0.9487218
## PC6 > -1.293618
## PC8 > -4.510222
## PC9 <= 0.3737549
## PC19 > -1.25138
## PC58 <= -0.4834135
## -> class 2\|4 [0.852]
##
## Rule 1/255: (6.8/0.8, lift 14.4)
## PC8 <= -3.17329
## PC39 <= -4.255352
## PC85 <= 0.289643
## -> class 2\|4 [0.801]
##
## Rule 1/256: (25/4.5, lift 14.3)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC14 <= 2.132651
## PC29 > 0.2775553
## PC30 <= 0.1863142
## PC60 > 0.3016474
## -> class 2\|4 [0.795]
##
## Rule 1/257: (34.1/6.8, lift 14.1)
## PC1 <= -0.1595066
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC37 > 1.408006
## -> class 2\|4 [0.783]
##
## Rule 1/258: (30.3/6.1, lift 14.0)
## PC2 <= 0.9487218
## PC8 > -3.17329
## PC8 <= 0.03259309
## PC29 <= 0.2775553
## PC30 <= 0.1863142
## PC33 > -0.2528173
## PC60 > 0.3016474
## PC65 > 0.9533288
## PC76 > -1.054394
## -> class 2\|4 [0.781]
##
## Default class: 0\|2
##
## ----- Trial 2: -----
##
## Rules:
##
## Rule 2/1: (78/0.6, lift 18.3)
## PC13 <= 7.685694
## PC17 > -0.3188723
## PC18 > 0.6264705
## PC26 <= -0.6701717
## PC33 <= 3.147327
## PC49 <= 0.9187676
## PC56 <= 1.217546
## PC82 > -1.210986
## -> class 0\|0 [0.980]
##
## Rule 2/2: (48.7, lift 18.3)
## PC2 > -0.1416927
## PC9 > 0.414758
## PC18 > 0.6264705
## PC35 > 0.4428198
## -> class 0\|0 [0.980]
##
## Rule 2/3: (19, lift 17.8)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC5 > -2.398256
## PC5 <= -0.7813728
## PC18 > -2.332614
## PC64 > 0.9884205
## -> class 0\|0 [0.952]
##
## Rule 2/4: (7.5/1.2, lift 14.4)
## PC2 > -0.1416927
## PC17 <= -0.3188723
## PC18 > 0.6264705
## PC53 <= -1.087344
## PC56 > -0.6469362
## PC77 > -2.135861
## PC98 > -1.416949
## -> class 0\|0 [0.774]
##
## Rule 2/5: (36.4/8.1, lift 14.2)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 9.035728
## PC17 <= -0.3188723
## PC18 > 0.6264705
## PC49 <= 1.114548
## PC56 <= -0.6469362
## PC98 > -1.416949
## -> class 0\|0 [0.762]
##
## Rule 2/6: (1770.2/838.5, lift 9.8)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 8.296689
## PC17 > -0.3188723
## PC18 > 0.6264705
## PC28 <= 3.406951
## PC49 <= 1.114548
## PC66 <= 2.271071
## PC72 <= 1.023409
## PC98 > -1.416949
## -> class 0\|0 [0.526]
##
## Rule 2/7: (118.4, lift 13.3)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 <= 9.035728
## PC17 <= -0.3188723
## PC18 > 0.6264705
## PC28 <= 3.406951
## PC32 > -0.8894044
## PC46 <= 2.019221
## PC53 > -1.087344
## PC56 > -0.6469362
## PC77 > -2.135861
## PC99 > -0.4907387
## -> class 0\|1 [0.992]
##
## Rule 2/8: (89.3, lift 13.2)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 8.296689
## PC17 > -0.3188723
## PC18 > 0.6264705
## PC24 <= 1.588003
## PC26 > 0.6524322
## PC56 <= 1.217546
## PC82 > -1.210986
## PC86 > -1.532868
## PC98 > -1.134531
## -> class 0\|1 [0.989]
##
## Rule 2/9: (114.2/0.6, lift 13.2)
## PC1 <= -0.3350028
## PC9 <= 0.414758
## PC13 > -5.014024
## PC13 <= 7.685694
## PC17 > -0.3188723
## PC18 > 0.6264705
## PC35 > 0.4428198
## PC47 <= 0.8611545
## PC82 > -1.210986
## -> class 0\|1 [0.986]
##
## Rule 2/10: (55.5, lift 13.1)
## PC1 <= -0.3350028
## PC13 <= 8.296689
## PC18 > 0.6264705
## PC21 <= 0.4791392
## PC32 <= 0.5208148
## PC35 <= 0.4428198
## PC56 <= 1.217546
## PC60 > -0.2017698
## PC89 > 0.2291946
## PC94 <= 0.7938609
## PC98 > -1.416949
## PC100 > -0.7559403
## -> class 0\|1 [0.983]
##
## Rule 2/11: (54.5, lift 13.1)
## PC2 > -0.1416927
## PC5 > -0.7813728
## PC33 > -0.2955527
## PC52 > -0.4059413
## PC56 > -1.835677
## PC56 <= 0.5600032
## PC78 > 1.749331
## -> class 0\|1 [0.982]
##
## Rule 2/12: (52.3, lift 13.1)
## PC1 <= -0.3350028
## PC13 > -5.014024
## PC13 <= 9.035728
## PC18 > 0.6264705
## PC21 <= 0.4791392
## PC25 > 0.3210893
## PC32 <= 0.5208148
## PC35 <= 0.4428198
## PC49 <= 1.114548
## PC60 <= -0.2017698
## PC82 > -1.210986
## PC86 > -1.532868
## PC98 > -1.416949
## -> class 0\|1 [0.982]
##
## Rule 2/13: (49.8, lift 13.1)
## PC17 > -0.3188723
## PC18 > 0.6264705
## PC21 <= -0.9078286
## PC60 > -0.1871502
## PC82 > -1.210986
## PC98 > -1.416949
## -> class 0\|1 [0.981]
##
## Rule 2/14: (49.2, lift 13.1)
## PC18 > 0.6264705
## PC26 > -0.6701717
## PC32 <= 0.5208148
## PC45 > 1.486699
## PC46 <= 2.019221
## PC60 <= -0.2017698
## PC80 > -0.7707753
## PC82 > -1.210986
## PC100 > -0.7559403
## -> class 0\|1 [0.980]
##
## Rule 2/15: (37.6, lift 13.0)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 9.035728
## PC18 > 0.6264705
## PC46 <= 2.019221
## PC49 <= 1.114548
## PC94 <= 0.7938609
## PC95 > 0.8596638
## PC100 > -0.7559403
## -> class 0\|1 [0.975]
##
## Rule 2/16: (33.1, lift 13.0)
## PC1 <= -0.3350028
## PC12 > -0.7765414
## PC13 <= 9.035728
## PC17 > -0.3188723
## PC25 <= -0.452711
## PC32 <= 0.5208148
## PC60 > -0.2017698
## PC77 > -2.135861
## PC100 > -0.7559403
## -> class 0\|1 [0.972]
##
## Rule 2/17: (70.5/1.2, lift 13.0)
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 9.035728
## PC18 > 0.6264705
## PC33 > 3.147327
## PC86 > -1.532868
## -> class 0\|1 [0.970]
##
## Rule 2/18: (28.8, lift 12.9)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC10 <= 3.218005
## PC18 > -1.015757
## PC18 <= 0.6264705
## PC44 <= 0.7117437
## PC86 <= -1.772537
## -> class 0\|1 [0.968]
##
## Rule 2/19: (84.2/1.7, lift 12.9)
## PC1 <= -0.3350028
## PC13 <= 8.296689
## PC17 > -0.3188723
## PC18 > 0.9880695
## PC21 <= 0.4791392
## PC32 <= 0.5208148
## PC35 <= 0.4428198
## PC46 > 0.1894281
## PC49 <= 1.114548
## PC60 > -0.2017698
## PC98 > -1.416949
## PC100 > -0.7559403
## -> class 0\|1 [0.968]
##
## Rule 2/20: (25.3, lift 12.9)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC6 <= 0.1806631
## PC10 <= 3.218005
## PC18 > -1.015757
## PC44 <= 0.7117437
## PC50 <= -1.183331
## -> class 0\|1 [0.963]
##
## Rule 2/21: (25.1, lift 12.9)
## PC1 <= -0.3350028
## PC2 > 1.40607
## PC13 <= 8.296689
## PC15 > -0.3743086
## PC18 <= 1.296624
## PC26 <= 0.6524322
## PC32 > 0.5208148
## PC46 <= 2.019221
## PC72 > -0.5107465
## PC77 > -2.135861
## PC82 > -1.210986
## PC98 > -1.416949
## -> class 0\|1 [0.963]
##
## Rule 2/22: (24.6, lift 12.9)
## PC18 > 0.6264705
## PC21 > 0.3970467
## PC21 <= 0.4791392
## PC32 <= 0.5208148
## PC82 > -1.210986
## -> class 0\|1 [0.962]
##
## Rule 2/23: (23.8, lift 12.8)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC12 <= -0.7765414
## PC13 > -5.014024
## PC18 > 0.6264705
## PC33 <= 0.9588181
## PC35 <= 0.4428198
## PC56 <= 1.217546
## PC60 > -0.2017698
## PC80 > -0.7707753
## PC86 > -1.532868
## PC94 > -0.8800409
## PC94 <= 0.7938609
## PC98 > -1.416949
## PC100 > -0.7559403
## -> class 0\|1 [0.961]
##
## Rule 2/24: (22.8, lift 12.8)
## PC2 > -0.1416927
## PC3 <= -4.121758
## PC13 > -5.014024
## PC13 <= 9.035728
## PC21 <= 0.4791392
## PC26 <= 0.6524322
## PC32 > 0.5208148
## PC72 > -0.5107465
## PC77 > -2.135861
## PC94 <= 0.7938609
## PC100 > -0.7559403
## -> class 0\|1 [0.960]
##
## Rule 2/25: (134.2/4.6, lift 12.8)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 9.035728
## PC18 > 0.6264705
## PC32 <= 0.5208148
## PC33 > 0.9588181
## PC46 <= 0.1894281
## PC56 <= 1.217546
## PC60 > -0.2017698
## PC82 > -1.210986
## PC86 > -1.532868
## PC100 > -0.7559403
## -> class 0\|1 [0.959]
##
## Rule 2/26: (49.8/1.2, lift 12.8)
## PC17 > -0.3188723
## PC18 > 0.9420487
## PC21 <= 0.4791392
## PC22 <= 5.419818
## PC49 <= 1.114548
## PC56 > 1.217546
## PC72 <= 1.023409
## PC98 > -1.416949
## -> class 0\|1 [0.958]
##
## Rule 2/27: (89/2.9, lift 12.8)
## PC13 > -5.014024
## PC15 <= -0.3743086
## PC18 > 0.6264705
## PC21 <= 0.4791392
## PC26 > -0.6701717
## PC26 <= 0.6524322
## PC28 <= 3.406951
## PC66 <= 2.271071
## -> class 0\|1 [0.957]
##
## Rule 2/28: (35/0.6, lift 12.8)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 > -5.014024
## PC18 > 0.6264705
## PC26 <= 0.6524322
## PC31 <= -0.2716187
## PC32 <= 0.5208148
## PC82 > -1.210986
## -> class 0\|1 [0.957]
##
## Rule 2/29: (132.4/5.2, lift 12.7)
## PC1 <= -0.3350028
## PC2 > 1.40607
## PC5 > -0.7813728
## PC10 <= 3.218005
## PC18 > -1.015757
## PC18 <= 0.6264705
## PC32 > -1.693665
## PC44 > 0.7117437
## PC56 > -2.078349
## -> class 0\|1 [0.954]
##
## Rule 2/30: (44.4/1.2, lift 12.7)
## PC1 <= -0.3350028
## PC2 > 1.40607
## PC5 > -2.398256
## PC5 <= -0.7813728
## PC18 > -2.332614
## PC18 <= 0.6264705
## PC64 <= 0.9884205
## -> class 0\|1 [0.953]
##
## Rule 2/31: (53.6/1.7, lift 12.7)
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 9.035728
## PC18 > 0.6264705
## PC20 > -1.037631
## PC66 <= 2.271071
## PC98 <= -1.416949
## -> class 0\|1 [0.951]
##
## Rule 2/32: (63.8/2.3, lift 12.7)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 <= 9.035728
## PC17 > -0.3188723
## PC18 <= 4.688849
## PC28 <= 3.406951
## PC32 <= 0.5208148
## PC41 > 0.1511436
## PC72 <= 1.023409
## PC79 > -1.800981
## PC86 > -1.532868
## -> class 0\|1 [0.950]
##
## Rule 2/33: (24.3/0.6, lift 12.6)
## PC18 <= 0.6264705
## PC34 > 5.305574
## PC78 <= 1.749331
## PC79 <= -1.276785
## -> class 0\|1 [0.940]
##
## Rule 2/34: (14, lift 12.5)
## PC13 > -5.014024
## PC18 > 4.688849
## PC49 <= 1.114548
## PC60 <= -0.2017698
## PC86 > -1.532868
## PC94 > -0.8800409
## -> class 0\|1 [0.938]
##
## Rule 2/35: (12.7, lift 12.5)
## PC13 <= -5.014024
## PC18 > 0.6264705
## PC25 > 0.5971911
## PC28 <= 3.406951
## PC46 <= 2.019221
## PC77 > -2.135861
## -> class 0\|1 [0.932]
##
## Rule 2/36: (44.7/2.3, lift 12.4)
## PC13 > -5.014024
## PC13 <= 7.685694
## PC18 > 0.6264705
## PC21 <= 0.4791392
## PC26 <= 0.6524322
## PC49 <= 1.114548
## PC66 <= 2.271071
## PC72 <= 1.023409
## PC82 > -1.210986
## PC86 > -1.532868
## PC94 <= -0.8800409
## -> class 0\|1 [0.929]
##
## Rule 2/37: (25.7/1.2, lift 12.3)
## PC2 > -0.1416927
## PC13 <= 7.685694
## PC14 > 1.991589
## PC18 > 0.6264705
## PC32 <= 0.5208148
## PC100 > -0.7559403
## -> class 0\|1 [0.922]
##
## Rule 2/38: (25.5/1.2, lift 12.3)
## PC2 > -0.1416927
## PC18 > 0.6264705
## PC32 <= 0.5208148
## PC46 <= 0.1894281
## PC56 <= 1.217546
## PC60 > -0.2017698
## PC60 <= -0.1871502
## -> class 0\|1 [0.921]
##
## Rule 2/39: (31.3/1.7, lift 12.3)
## PC13 > -5.014024
## PC13 <= 7.685694
## PC18 > 0.6264705
## PC21 <= 0.4791392
## PC28 <= 3.406951
## PC46 <= 2.019221
## PC56 <= 1.217546
## PC82 <= -1.210986
## -> class 0\|1 [0.918]
##
## Rule 2/40: (10, lift 12.2)
## PC13 <= 9.035728
## PC18 > 0.6264705
## PC26 > -0.6701717
## PC28 > 1.439159
## PC35 <= 0.4428198
## PC49 <= 1.114548
## PC60 <= -0.2017698
## PC77 > -2.135861
## PC98 > -1.416949
## -> class 0\|1 [0.916]
##
## Rule 2/41: (69.7/5.2, lift 12.2)
## PC12 > 1.645578
## PC13 <= 7.685694
## PC18 > 0.6264705
## PC26 > -0.6701717
## PC49 <= 1.114548
## PC66 <= 2.271071
## PC72 <= 1.023409
## PC94 <= 0.7938609
## -> class 0\|1 [0.913]
##
## Rule 2/42: (55.4/4.2, lift 12.2)
## PC1 <= -0.3350028
## PC2 > 1.40607
## PC5 > -0.7813728
## PC8 > 0.1566612
## PC18 > -1.015757
## PC18 <= 0.6264705
## PC86 > -1.772537
## -> class 0\|1 [0.910]
##
## Rule 2/43: (28/1.7, lift 12.1)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 7.685694
## PC18 > 0.6264705
## PC32 > 0.5208148
## PC80 > -0.7707753
## PC86 > -1.532868
## PC97 > 0.6130037
## PC100 > -0.7559403
## -> class 0\|1 [0.909]
##
## Rule 2/44: (64/5.3, lift 12.1)
## PC1 <= -0.3350028
## PC13 > -5.014024
## PC17 > -0.3188723
## PC18 > 0.6264705
## PC19 > -0.01168047
## PC21 <= 0.4791392
## PC26 > -0.6701717
## PC56 <= 1.217546
## PC80 > -0.7707753
## PC82 > -1.210986
## PC86 > -1.532868
## PC100 > -0.7559403
## -> class 0\|1 [0.904]
##
## Rule 2/45: (52.6/5.2, lift 11.8)
## PC2 > -0.1416927
## PC18 > 0.6264705
## PC32 <= 0.5208148
## PC35 <= 0.4428198
## PC60 <= -0.2017698
## PC72 <= 1.023409
## PC79 <= -1.800981
## PC80 > -0.7707753
## PC100 > -0.7559403
## -> class 0\|1 [0.886]
##
## Rule 2/46: (78.9/10.4, lift 11.5)
## PC12 > -0.7765414
## PC13 <= 8.296689
## PC17 > -0.3188723
## PC18 > 0.6264705
## PC21 <= 0.4791392
## PC32 <= 0.5208148
## PC46 <= 0.1894281
## PC49 <= 1.114548
## PC60 > -0.2017698
## PC86 > -1.532868
## PC94 <= -0.2028561
## -> class 0\|1 [0.859]
##
## Rule 2/47: (12.4/1.2, lift 11.4)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC6 > 0.1375022
## PC18 > -1.015757
## PC18 <= 0.6264705
## PC26 > -0.4106773
## -> class 0\|1 [0.850]
##
## Rule 2/48: (32.6/4.7, lift 11.1)
## PC13 > 8.296689
## PC13 <= 9.035728
## PC18 > 0.6264705
## PC72 <= 1.023409
## PC77 > -2.135861
## PC98 > -1.416949
## -> class 0\|1 [0.834]
##
## Rule 2/49: (66.7/15.2, lift 10.2)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC10 <= 3.218005
## PC18 > -1.015757
## PC18 <= 0.6264705
## PC37 <= -1.823118
## -> class 0\|1 [0.765]
##
## Rule 2/50: (34.9/8.7, lift 9.9)
## PC2 > -0.1416927
## PC13 > -5.014024
## PC13 <= 9.035728
## PC18 > 0.6264705
## PC66 > 2.271071
## -> class 0\|1 [0.737]
##
## Rule 2/51: (10/4.1, lift 7.7)
## PC1 <= -0.3350028
## PC3 > -0.418959
## PC18 > -1.268898
## PC18 <= -1.015757
## -> class 0\|1 [0.577]
##
## Rule 2/52: (37.1, lift 10.0)
## PC4 <= -8.287465
## PC18 <= -1.015757
## -> class 0\|2 [0.974]
##
## Rule 2/53: (21.4, lift 9.8)
## PC2 > -0.1416927
## PC13 > -5.014024
## PC14 <= 0.335197
## PC18 > 0.6264705
## PC21 > 0.4791392
## PC49 <= 1.114548
## PC66 <= 2.271071
## -> class 0\|2 [0.957]
##
## Rule 2/54: (33.8/1.7, lift 9.5)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC17 > -0.3188723
## PC18 <= 0.9420487
## PC56 > 1.217546
## PC66 <= 2.271071
## -> class 0\|2 [0.924]
##
## Rule 2/55: (66.1/4.6, lift 9.4)
## PC18 <= -1.015757
## PC28 > 3.004325
## PC36 <= 3.641171
## PC39 > -1.666827
## PC44 > -1.762264
## PC97 > -1.232648
## -> class 0\|2 [0.917]
##
## Rule 2/56: (9903.5/7964.5, lift 2.0)
## PC2 > -0.1416927
## -> class 0\|2 [0.196]
##
## Rule 2/57: (104.2, lift 12.6)
## PC2 > -0.1416927
## PC17 <= -1.503526
## PC20 <= -3.77979
## PC25 > -2.254268
## PC46 > -1.28249
## PC53 <= 3.772736
## PC78 <= 1.749331
## -> class 0\|3 [0.991]
##
## Rule 2/58: (100.2, lift 12.6)
## PC1 <= -0.3350028
## PC17 <= -1.503526
## PC18 <= -1.015757
## PC31 > -0.2835046
## PC34 > -3.188752
## PC46 > -1.28249
## PC66 > -4.692316
## PC78 <= 1.749331
## PC94 <= -0.4884409
## -> class 0\|3 [0.990]
##
## Rule 2/59: (282.5/2.3, lift 12.6)
## PC1 <= -0.3350028
## PC4 > -8.287465
## PC5 > -0.501222
## PC10 > -2.382038
## PC17 <= -1.503526
## PC18 <= -1.015757
## PC28 <= 3.004325
## PC31 > -0.2835046
## PC32 <= 0.9692289
## PC34 > -3.188752
## PC44 > -0.3578808
## PC47 > -0.8594145
## PC57 > -0.7349861
## PC63 <= 1.37296
## PC70 <= 0.7271047
## PC71 <= 0.5845043
## PC76 <= 1.15865
## PC89 > -0.8118241
## PC91 > -1.569897
## PC97 <= 0.6074641
## PC99 > -0.7344311
## -> class 0\|3 [0.988]
##
## Rule 2/60: (97/0.6, lift 12.5)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC17 <= -1.503526
## PC18 <= 0.6264705
## PC28 <= 3.004325
## PC31 > -0.2835046
## PC32 <= 2.083007
## PC63 <= 1.37296
## PC70 <= 0.7271047
## PC74 > 0.3712149
## PC97 <= 1.146016
## -> class 0\|3 [0.984]
##
## Rule 2/61: (57.4, lift 12.5)
## PC18 <= -1.015757
## PC28 <= 3.004325
## PC31 > -0.2835046
## PC38 > -4.870486
## PC55 <= -0.7119342
## PC69 > -3.938603
## PC78 <= 1.749331
## PC89 <= 0.1742614
## PC100 > -0.3637367
## -> class 0\|3 [0.983]
##
## Rule 2/62: (53.7, lift 12.5)
## PC1 > -0.5996194
## PC1 <= -0.3350028
## PC17 <= -1.503526
## PC25 > -2.254268
## PC46 > -1.28249
## PC70 > 0.7271047
## PC78 <= 1.749331
## PC97 > -1.232648
## -> class 0\|3 [0.982]
##
## Rule 2/63: (104.8/1.2, lift 12.5)
## PC4 > -8.287465
## PC5 > -0.7813728
## PC18 <= -1.015757
## PC28 <= 3.004325
## PC32 <= 2.083007
## PC38 > -2.054124
## PC46 > 0.4559802
## PC53 <= 3.772736
## PC89 <= 0.1742614
## PC100 > -0.3637367
## -> class 0\|3 [0.980]
##
## Rule 2/64: (42.3, lift 12.4)
## PC2 > -0.1416927
## PC18 <= -1.015757
## PC34 <= 5.305574
## PC39 <= -1.666827
## PC78 <= 1.749331
## -> class 0\|3 [0.977]
##
## Rule 2/65: (38.2, lift 12.4)
## PC18 <= 0.6264705
## PC36 > 3.641171
## PC78 <= 1.749331
## -> class 0\|3 [0.975]
##
## Rule 2/66: (30.1, lift 12.3)
## PC2 > -0.1416927
## PC3 <= -0.418959
## PC18 <= -1.015757
## PC31 > -0.2835046
## PC38 > -4.870486
## PC39 > -1.666827
## PC66 > -4.692316
## PC89 > 1.715887
## PC97 > -1.232648
## -> class 0\|3 [0.969]
##
## Rule 2/67: (125.4/2.9, lift 12.3)
## PC4 > -4.227791
## PC4 <= 7.915581
## PC10 > 3.218005
## PC13 <= 12.85291
## PC18 > -1.015757
## PC18 <= 0.6264705
## PC50 <= 1.299475
## -> class 0\|3 [0.969]
##
## Rule 2/68: (38.3/0.6, lift 12.2)
## PC1 <= -0.3350028
## PC18 <= -1.015757
## PC52 <= -0.4059413
## PC78 > 1.749331
## -> class 0\|3 [0.961]
##
## Rule 2/69: (60.3/1.7, lift 12.2)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC3 <= 0.7001166
## PC7 > 0.4012715
## PC13 > -0.6745892
## PC16 > 0.03689682
## -> class 0\|3 [0.956]
##
## Rule 2/70: (169.3/7, lift 12.1)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC4 <= 7.666716
## PC5 > -0.7813728
## PC18 <= -1.015757
## PC31 > -0.2835046
## PC96 > -2.587023
## PC97 <= -1.232648
## -> class 0\|3 [0.954]
##
## Rule 2/71: (172.3/7.5, lift 12.1)
## PC1 <= -0.3350028
## PC17 <= -1.503526
## PC18 <= -1.015757
## PC28 <= 3.004325
## PC31 > -0.2835046
## PC36 <= 1.567114
## PC44 <= -0.3578808
## PC63 <= 1.37296
## PC70 <= 0.7271047
## PC91 > -1.569897
## -> class 0\|3 [0.951]
##
## Rule 2/72: (27.6/0.6, lift 12.0)
## PC1 <= -0.3350028
## PC17 > -1.503526
## PC18 <= -1.015757
## PC28 <= 3.004325
## PC31 > -0.2835046
## PC34 <= 5.305574
## PC42 <= -0.6907107
## PC89 <= 0.1742614
## PC100 > -0.3637367
## -> class 0\|3 [0.947]
##
## Rule 2/73: (81.6/3.5, lift 12.0)
## PC5 > -0.7813728
## PC17 > -1.503526
## PC18 <= -1.015757
## PC20 <= -1.713675
## PC31 > -0.2835046
## PC38 > -4.870486
## PC69 > -3.938603
## PC78 <= 1.749331
## PC89 > 0.1742614
## -> class 0\|3 [0.946]
##
## Rule 2/74: (55.1/2.3, lift 12.0)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC3 > -0.418959
## PC5 > -0.7813728
## PC18 <= -1.268898
## PC34 <= 5.305574
## PC45 <= 0.9715975
## PC46 > -1.28249
## PC78 <= 1.749331
## -> class 0\|3 [0.942]
##
## Rule 2/75: (42.9/1.7, lift 11.9)
## PC18 <= -1.015757
## PC30 <= -4.280624
## PC38 > -4.870486
## -> class 0\|3 [0.939]
##
## Rule 2/76: (11.6, lift 11.8)
## PC13 > 9.035728
## PC14 <= 2.15429
## PC18 > 0.6264705
## -> class 0\|3 [0.926]
##
## Rule 2/77: (25.4/1.2, lift 11.7)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC10 <= 3.218005
## PC18 > -1.015757
## PC18 <= 0.6264705
## PC44 <= 0.7117437
## PC86 > 1.517864
## -> class 0\|3 [0.921]
##
## Rule 2/78: (44.5/2.9, lift 11.6)
## PC1 <= -0.3350028
## PC4 > -8.287465
## PC5 > -0.7813728
## PC18 <= -1.015757
## PC25 > -2.254268
## PC28 <= 3.004325
## PC31 > -0.2835046
## PC32 <= 0.9692289
## PC36 <= 1.567114
## PC46 > -1.28249
## PC71 <= 0.5845043
## PC91 > -1.569897
## PC97 > 0.7447746
## PC97 <= 1.146016
## -> class 0\|3 [0.916]
##
## Rule 2/79: (9.3, lift 11.6)
## PC2 > -0.1416927
## PC5 > -0.7813728
## PC18 <= 0.6264705
## PC78 > 1.749331
## PC90 > 4.399425
## -> class 0\|3 [0.911]
##
## Rule 2/80: (8.7, lift 11.5)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC18 <= 0.6264705
## PC33 <= -0.2955527
## PC56 <= 0.5600032
## PC78 > 1.749331
## -> class 0\|3 [0.906]
##
## Rule 2/81: (50.2/4.1, lift 11.5)
## PC2 > -0.1416927
## PC3 <= -0.418959
## PC17 > -1.503526
## PC18 <= -1.015757
## PC31 > -0.2835046
## PC34 > -3.188752
## PC38 > -2.054124
## PC53 <= 3.772736
## PC69 > -3.938603
## PC97 > -1.232648
## PC100 <= -0.3637367
## -> class 0\|3 [0.903]
##
## Rule 2/82: (19.7/1.2, lift 11.4)
## PC13 > 9.035728
## PC14 > 2.15429
## PC97 > 1.291684
## -> class 0\|3 [0.901]
##
## Rule 2/83: (20.3/1.7, lift 11.2)
## PC18 <= 0.6264705
## PC28 > 3.778366
## PC44 <= 0.7117437
## PC86 > -1.772537
## PC86 <= 1.517864
## -> class 0\|3 [0.877]
##
## Rule 2/84: (42.4/5.2, lift 10.9)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC46 > 2.019221
## -> class 0\|3 [0.860]
##
## Rule 2/85: (109.7/15.3, lift 10.9)
## PC1 <= -0.3350028
## PC4 > -8.287465
## PC17 <= -1.503526
## PC18 <= -1.015757
## PC27 <= 0.1345272
## PC31 > -0.2835046
## PC36 <= 1.567114
## PC46 > -1.28249
## PC57 > -0.7349861
## PC63 <= 1.37296
## PC74 <= 0.3712149
## PC91 > -1.569897
## PC97 <= 0.6074641
## -> class 0\|3 [0.854]
##
## Rule 2/86: (79/11, lift 10.8)
## PC1 <= -0.3350028
## PC2 > 1.40607
## PC8 <= 0.1566612
## PC11 <= -0.08075658
## PC18 > -1.015757
## PC18 <= 0.6264705
## PC44 <= 0.7117437
## -> class 0\|3 [0.852]
##
## Rule 2/87: (4.7, lift 10.8)
## PC13 > 9.035728
## PC13 <= 9.064151
## -> class 0\|3 [0.852]
##
## Rule 2/88: (52.9/8.1, lift 10.6)
## PC2 > -0.1416927
## PC18 <= 0.6264705
## PC42 > 2.631101
## PC44 <= 0.7117437
## PC50 > -1.183331
## PC73 > -1.365083
## -> class 0\|3 [0.834]
##
## Rule 2/89: (14/1.7, lift 10.5)
## PC17 > -1.503526
## PC18 <= -1.015757
## PC31 > -0.2835046
## PC31 <= -0.2429267
## PC38 > -2.054124
## PC53 <= 3.772736
## PC89 <= 0.1742614
## -> class 0\|3 [0.829]
##
## Rule 2/90: (21.4/7, lift 8.4)
## PC1 <= -0.3350028
## PC18 <= -1.015757
## PC31 <= -0.2835046
## PC34 <= 5.305574
## PC51 > 0.5567786
## PC78 <= 1.749331
## -> class 0\|3 [0.661]
##
## Rule 2/91: (47.9/16.2, lift 8.3)
## PC5 > -0.7813728
## PC11 <= 0.04943518
## PC18 <= 0.6264705
## PC34 > 5.305574
## PC79 > -1.276785
## -> class 0\|3 [0.655]
##
## Rule 2/92: (27.6/11.7, lift 7.3)
## PC5 > -2.398256
## PC5 <= -0.7813728
## PC18 <= -2.332614
## -> class 0\|3 [0.570]
##
## Rule 2/93: (203.9, lift 19.4)
## PC2 > -0.1416927
## PC4 <= 0.6493767
## PC6 <= 7.471952
## PC15 <= -3.589494
## PC16 <= 0.03689682
## -> class 1\|0 [0.995]
##
## Rule 2/94: (296.8/4.6, lift 19.1)
## PC2 <= -0.1416927
## PC4 > 0.3824726
## PC9 > 0.1704439
## PC10 <= 1.023987
## PC19 > -0.5891134
## PC86 <= 0.5252105
## -> class 1\|0 [0.981]
##
## Rule 2/95: (32.1, lift 18.9)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC5 <= 8.487348
## PC16 <= 0.03689682
## PC21 <= 0.5701441
## PC37 > 0.7047389
## PC47 <= 1.187572
## PC55 > -0.7408776
## PC70 > -0.1254295
## -> class 1\|0 [0.971]
##
## Rule 2/96: (123.5/2.9, lift 18.9)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 > 0.3824726
## PC10 <= 1.023987
## PC15 > 0.9479523
## PC19 > -0.5891134
## PC44 <= 1.688985
## -> class 1\|0 [0.969]
##
## Rule 2/97: (45.4/0.6, lift 18.9)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC16 <= 0.03689682
## PC19 > -0.7984828
## PC47 > 1.187572
## PC70 > -0.1254295
## PC100 > -1.136642
## -> class 1\|0 [0.967]
##
## Rule 2/98: (171/5.2, lift 18.8)
## PC2 > -0.1416927
## PC3 > 7.488498
## PC8 > -3.622873
## PC12 <= -0.0486082
## PC14 <= 0.5751877
## PC26 <= 0.02337029
## PC51 > 0.07648648
## PC55 <= 0.07449244
## PC70 > -0.1254295
## PC70 <= 1.412687
## PC81 > -0.5447119
## PC92 <= 0.4890302
## PC94 <= 0.03857326
## PC100 > -0.80681
## -> class 1\|0 [0.964]
##
## Rule 2/99: (74.7/2.3, lift 18.7)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC16 <= 0.03689682
## PC47 <= 1.187572
## PC51 > 0.07648648
## PC70 > -0.1254295
## PC96 > 0.5329486
## -> class 1\|0 [0.957]
##
## Rule 2/100: (46.3/1.7, lift 18.4)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC5 <= 8.487348
## PC15 > -3.589494
## PC16 <= 0.03689682
## PC19 > -0.7984828
## PC68 > -1.941659
## PC100 <= -1.136642
## -> class 1\|0 [0.943]
##
## Rule 2/101: (173.3/14.6, lift 17.8)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC16 <= 0.03689682
## PC19 > -0.7984828
## PC21 > 0.5701441
## PC59 <= 0.2670602
## PC68 > -1.941659
## -> class 1\|0 [0.911]
##
## Rule 2/102: (55/7, lift 16.8)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC16 <= 0.03689682
## PC68 > -1.941659
## PC80 <= -0.9372322
## -> class 1\|0 [0.861]
##
## Rule 2/103: (13.9/1.7, lift 16.1)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC26 > 0.02337029
## PC47 <= 1.187572
## PC51 > 0.07648648
## PC93 > 0.7317479
## -> class 1\|0 [0.828]
##
## Rule 2/104: (63.9/10.5, lift 16.1)
## PC3 > 0.5712223
## PC48 > 0.9629599
## -> class 1\|0 [0.825]
##
## Rule 2/105: (38.3/6.5, lift 15.9)
## PC3 > 0.5712223
## PC19 > 2.838649
## -> class 1\|0 [0.815]
##
## Rule 2/106: (39.4, lift 14.8)
## PC2 <= -0.1416927
## PC3 > 7.874242
## -> class 1\|1 [0.976]
##
## Rule 2/107: (40.1, lift 14.8)
## PC1 > -0.3350028
## PC5 <= 8.487348
## PC15 > -3.589494
## PC16 <= 0.03689682
## PC19 > -0.7984828
## PC47 <= 1.187572
## PC51 > 0.07648648
## PC55 <= 0.07449244
## PC81 <= -0.5447119
## -> class 1\|1 [0.976]
##
## Rule 2/108: (40.1, lift 14.8)
## PC2 > -0.1416927
## PC5 > 8.487348
## PC17 <= -0.5084313
## -> class 1\|1 [0.976]
##
## Rule 2/109: (29.3, lift 14.7)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 > 0.3824726
## PC19 <= -0.5891134
## PC44 <= 1.688985
## PC45 <= 0.1179521
## -> class 1\|1 [0.968]
##
## Rule 2/110: (26.2, lift 14.6)
## PC2 <= -0.1416927
## PC3 > 0.5712223
## PC99 <= -3.752913
## -> class 1\|1 [0.965]
##
## Rule 2/111: (61/1.7, lift 14.5)
## PC1 > 7.908595
## PC3 <= 0.5712223
## PC4 <= 0.3824726
## PC98 > 0.1294373
## -> class 1\|1 [0.957]
##
## Rule 2/112: (30.2/0.6, lift 14.4)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 > 0.3824726
## PC10 > 1.023987
## PC19 > -0.5891134
## -> class 1\|1 [0.951]
##
## Rule 2/113: (72.6/4.2, lift 14.1)
## PC1 > -0.3350028
## PC15 > -3.589494
## PC16 <= 0.03689682
## PC19 > -0.7984828
## PC68 > -1.941659
## PC80 > -0.9372322
## PC100 > -1.136642
## PC100 <= -0.80681
## -> class 1\|1 [0.931]
##
## Rule 2/114: (58.1/4.1, lift 13.9)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 > 0.3824726
## PC15 <= 0.9479523
## PC86 > 0.5252105
## -> class 1\|1 [0.916]
##
## Rule 2/115: (8.9, lift 13.8)
## PC2 <= -0.1416927
## PC3 > 0.5712223
## PC9 > -0.5383704
## PC10 <= -0.2425051
## -> class 1\|1 [0.908]
##
## Rule 2/116: (26.2/9.3, lift 9.7)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 > 0.3824726
## PC9 <= 0.1704439
## PC10 <= 1.023987
## PC44 <= 1.688985
## PC76 <= 1.218801
## PC86 <= 0.5252105
## -> class 1\|1 [0.636]
##
## Rule 2/117: (3880.2/2820.2, lift 4.1)
## PC1 > -0.3350028
## PC2 > -0.1416927
## -> class 1\|1 [0.273]
##
## Rule 2/118: (115.5, lift 16.9)
## PC3 > 0.7001166
## PC6 > 3.620454
## PC14 > -1.848832
## PC16 > 0.03689682
## PC16 <= 1.249428
## PC23 > -3.274654
## PC65 <= -0.05039667
## -> class 1\|2 [0.991]
##
## Rule 2/119: (110.1, lift 16.9)
## PC3 > 0.7001166
## PC9 > 1.983224
## PC14 > -1.848832
## PC16 > 0.03689682
## -> class 1\|2 [0.991]
##
## Rule 2/120: (71.3, lift 16.8)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC16 > 0.03689682
## PC32 <= -3.028468
## -> class 1\|2 [0.986]
##
## Rule 2/121: (92.9/0.6, lift 16.7)
## PC3 > 0.7001166
## PC6 <= 3.620454
## PC16 > 0.03689682
## PC44 <= 19.92434
## PC65 <= -0.05039667
## PC74 > 0.7439085
## PC96 <= 3.164154
## -> class 1\|2 [0.983]
##
## Rule 2/122: (72.1/0.6, lift 16.6)
## PC2 > -0.1416927
## PC3 > 0.7001166
## PC7 <= 7.543154
## PC16 > 0.03689682
## PC40 > 0.3377359
## PC47 <= 0.7192567
## PC100 > 0.1252883
## -> class 1\|2 [0.979]
##
## Rule 2/123: (69/0.6, lift 16.6)
## PC3 > 0.7001166
## PC6 > -4.453098
## PC14 > -1.848832
## PC16 > 0.03689682
## PC32 > -3.028468
## PC37 <= 0.9208842
## PC42 <= 1.426402
## PC47 > 0.7192567
## PC77 <= 0.2516105
## -> class 1\|2 [0.978]
##
## Rule 2/124: (323.6/7, lift 16.6)
## PC3 > 0.7001166
## PC14 > -1.848832
## PC15 <= 3.872291
## PC16 > 1.249428
## PC44 <= 19.92434
## PC65 <= -0.05039667
## PC96 <= 3.164154
## -> class 1\|2 [0.976]
##
## Rule 2/125: (71.8/1.2, lift 16.5)
## PC2 > -0.1416927
## PC3 > 0.7001166
## PC16 > 0.03689682
## PC55 > 0.610258
## PC65 > -0.05039667
## -> class 1\|2 [0.971]
##
## Rule 2/126: (30.8, lift 16.5)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC16 <= 0.03689682
## PC19 <= -0.7984828
## PC89 <= -0.1430274
## -> class 1\|2 [0.970]
##
## Rule 2/127: (26.7, lift 16.4)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC19 <= -0.7984828
## PC80 > -0.9372322
## PC83 <= -0.5280111
## -> class 1\|2 [0.965]
##
## Rule 2/128: (37.8/0.6, lift 16.3)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC3 > 0.7001166
## PC53 > 0.9209918
## PC65 > -0.05039667
## -> class 1\|2 [0.960]
##
## Rule 2/129: (19.8, lift 16.2)
## PC3 > 0.7001166
## PC16 > 0.03689682
## PC74 <= -1.954591
## -> class 1\|2 [0.954]
##
## Rule 2/130: (125.8/5.2, lift 16.2)
## PC2 > -0.1416927
## PC6 <= -4.453098
## PC7 <= 7.543154
## PC16 > 0.03689682
## PC53 <= 0.9209918
## -> class 1\|2 [0.951]
##
## Rule 2/131: (41.1/1.2, lift 16.2)
## PC2 > -0.1416927
## PC6 > 10.74525
## PC65 > -0.05039667
## -> class 1\|2 [0.950]
##
## Rule 2/132: (51.5/1.7, lift 16.1)
## PC1 > -0.3350028
## PC5 > 8.487348
## PC16 <= 0.03689682
## PC17 > -0.5084313
## -> class 1\|2 [0.949]
##
## Rule 2/133: (26.4/0.6, lift 16.1)
## PC1 > -0.3350028
## PC3 > 0.7001166
## PC32 > -3.028468
## PC42 > 1.426402
## PC55 <= 0.610258
## -> class 1\|2 [0.944]
##
## Rule 2/134: (31.9/1.2, lift 15.9)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC16 <= 0.03689682
## PC19 <= -1.768682
## -> class 1\|2 [0.936]
##
## Rule 2/135: (36.7/1.7, lift 15.8)
## PC3 > 0.7001166
## PC16 > 0.03689682
## PC37 > 0.9208842
## PC65 > -0.05039667
## -> class 1\|2 [0.929]
##
## Rule 2/136: (82.8/5.2, lift 15.8)
## PC1 > 7.908595
## PC3 <= 0.5712223
## PC4 <= 0.3824726
## PC8 > -5.19668
## PC98 <= 0.1294373
## -> class 1\|2 [0.927]
##
## Rule 2/137: (8.7, lift 15.4)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC5 <= -2.398256
## -> class 1\|2 [0.906]
##
## Rule 2/138: (69/5.9, lift 15.4)
## PC7 > 7.543154
## PC16 > 0.03689682
## PC38 > -0.0313901
## -> class 1\|2 [0.903]
##
## Rule 2/139: (100.2/19.6, lift 13.6)
## PC3 > 0.7001166
## PC4 <= 0.879837
## PC6 > -4.453098
## PC14 > -1.848832
## PC32 > -3.028468
## PC47 > 0.7192567
## PC56 <= -0.5105221
## -> class 1\|2 [0.799]
##
## Rule 2/140: (35.3/7, lift 13.4)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 > 0.3824726
## PC19 <= -0.5891134
## PC44 <= 1.688985
## PC45 > 0.1179521
## -> class 1\|2 [0.787]
##
## Rule 2/141: (38.2/9.3, lift 12.7)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC4 > 0.879837
## PC16 > 0.03689682
## PC45 > -0.4725728
## PC65 > -0.05039667
## -> class 1\|2 [0.745]
##
## Rule 2/142: (417.1/180.4, lift 9.7)
## PC2 <= -0.1416927
## PC3 > 0.5712223
## -> class 1\|2 [0.567]
##
## Rule 2/143: (73.8/2.9, lift 18.5)
## PC2 <= -0.1416927
## PC3 > 0.5712223
## PC9 <= -0.5383704
## PC47 <= 2.587709
## PC76 > -0.2977764
## PC77 <= 1.366593
## -> class 1\|3 [0.949]
##
## Rule 2/144: (26.2/1.2, lift 18.0)
## PC2 > -0.1416927
## PC15 > 3.872291
## PC65 <= -0.05039667
## -> class 1\|3 [0.923]
##
## Rule 2/145: (8.9, lift 17.7)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC2 <= 0.8996816
## PC3 <= 0.7001166
## PC7 <= 0.4012715
## PC16 > 0.03689682
## -> class 1\|3 [0.908]
##
## Rule 2/146: (74.6/8.1, lift 17.2)
## PC1 > -0.3350028
## PC16 > 0.03689682
## PC96 > 3.164154
## -> class 1\|3 [0.881]
##
## Rule 2/147: (4.1, lift 16.3)
## PC16 > 0.03689682
## PC44 > 19.92434
## -> class 1\|3 [0.835]
##
## Rule 2/148: (955.5/260.9, lift 14.1)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC3 > 0.7001166
## PC7 <= 7.543154
## PC14 > -1.848832
## PC16 > 0.03689682
## PC65 > -0.05039667
## -> class 1\|3 [0.726]
##
## Rule 2/149: (30.8/8.7, lift 13.7)
## PC1 > -0.3350028
## PC2 > -0.1416927
## PC16 <= 0.03689682
## PC68 <= -1.941659
## -> class 1\|3 [0.705]
##
## Rule 2/150: (757.8/10.4, lift 10.6)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC12 > -1.232607
## PC19 <= 1.121475
## PC21 > -0.02358236
## PC30 <= 0.3451076
## PC52 <= 0.01465346
## PC62 <= 1.289482
## PC70 <= 0.06414261
## PC91 > -0.2046862
## -> class 2\|0 [0.985]
##
## Rule 2/151: (1129.5/18.1, lift 10.5)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC12 > -1.232607
## PC19 <= 1.121475
## PC21 > -0.02358236
## PC28 <= 0.1243003
## PC30 <= 0.3451076
## PC60 > -0.4655866
## PC62 <= 1.289482
## PC70 <= 0.06414261
## -> class 2\|0 [0.983]
##
## Rule 2/152: (613.3/14.5, lift 10.4)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC12 > -1.232607
## PC21 > -0.02358236
## PC28 <= 0.1243003
## PC62 <= 1.289482
## PC68 > 0.8371063
## -> class 2\|0 [0.975]
##
## Rule 2/153: (195/4.1, lift 10.4)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC12 > -1.232607
## PC19 > -1.387993
## PC19 <= 1.121475
## PC21 > -0.02358236
## PC31 > 0.6561952
## PC62 <= 1.289482
## PC76 > -0.2732144
## -> class 2\|0 [0.974]
##
## Rule 2/154: (79.7/2.9, lift 10.2)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC10 <= -0.173114
## PC32 > 0.9360902
## PC67 > -0.4977033
## PC74 > 0.01151337
## -> class 2\|0 [0.952]
##
## Rule 2/155: (841.3/47, lift 10.1)
## PC8 > 2.28864
## PC12 > -1.232607
## PC19 <= -1.387993
## PC21 > -0.02358236
## PC28 <= 0.1243003
## PC62 <= 1.289482
## -> class 2\|0 [0.943]
##
## Rule 2/156: (61.3/4.1, lift 9.9)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC12 > -1.232607
## PC19 <= 1.121475
## PC21 > -0.02358236
## PC28 <= 0.1243003
## PC70 > 0.06414261
## PC76 <= -0.2732144
## -> class 2\|0 [0.920]
##
## Rule 2/157: (7, lift 9.5)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC12 > -1.232607
## PC28 > 0.1243003
## PC95 <= -0.681761
## -> class 2\|0 [0.888]
##
## Rule 2/158: (950.6/237.3, lift 8.0)
## PC1 <= 7.908595
## PC3 <= 0.5712223
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC19 <= -1.707423
## PC99 <= 1.391429
## -> class 2\|0 [0.750]
##
## Rule 2/159: (18/6.4, lift 6.8)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC12 <= -1.232607
## PC53 > 1.350025
## -> class 2\|0 [0.631]
##
## Rule 2/160: (30.6/13, lift 6.1)
## PC1 <= -0.3350028
## PC2 > -0.1416927
## PC2 <= 1.40607
## -> class 2\|0 [0.571]
##
## Rule 2/161: (441.9/191.6, lift 6.1)
## PC1 > -0.3350028
## PC2 > 0.8996816
## PC3 <= 0.7001166
## PC7 <= 0.4012715
## -> class 2\|0 [0.566]
##
## Rule 2/162: (148.1, lift 9.6)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC19 > -1.387993
## PC21 > -0.02358236
## PC28 <= 0.1243003
## PC31 <= 0.6561952
## PC68 <= 0.8371063
## PC70 > 0.06414261
## PC76 > -0.2732144
## -> class 2\|1 [0.993]
##
## Rule 2/163: (326.9/1.2, lift 9.6)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC19 > 1.121475
## -> class 2\|1 [0.993]
##
## Rule 2/164: (97.3, lift 9.6)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC8 > 1.038494
## PC14 > -1.632375
## PC19 > -1.707423
## PC29 > 0.2653346
## -> class 2\|1 [0.990]
##
## Rule 2/165: (97.3, lift 9.6)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC62 > 1.289482
## -> class 2\|1 [0.990]
##
## Rule 2/166: (88.3, lift 9.6)
## PC2 <= -0.1416927
## PC8 > -0.2725643
## PC14 > 1.07278
## PC20 <= -0.3133397
## PC32 <= 0.9360902
## -> class 2\|1 [0.989]
##
## Rule 2/167: (318.1/2.9, lift 9.6)
## PC1 <= 7.908595
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC21 <= -0.02358236
## PC86 <= 0.7993088
## -> class 2\|1 [0.988]
##
## Rule 2/168: (115.8/0.6, lift 9.6)
## PC2 <= -0.1416927
## PC8 > -0.2725643
## PC14 <= 1.07278
## PC21 <= 1.74241
## PC27 <= 0.2682027
## PC85 > -0.7702829
## PC94 > 0.7923715
## -> class 2\|1 [0.987]
##
## Rule 2/169: (104.6/0.6, lift 9.6)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC99 > 1.391429
## -> class 2\|1 [0.985]
##
## Rule 2/170: (54.6, lift 9.5)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC19 <= -1.707423
## PC22 > -0.9756076
## PC84 <= -0.1307409
## -> class 2\|1 [0.982]
##
## Rule 2/171: (117.1/1.2, lift 9.5)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 <= 0.3824726
## PC10 > -0.1132026
## PC12 > -1.232607
## PC21 > -0.02358236
## PC28 > 0.1243003
## PC56 > -0.5629631
## PC62 <= 1.289482
## PC95 > -0.681761
## -> class 2\|1 [0.982]
##
## Rule 2/172: (51.3, lift 9.5)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 <= -0.4762218
## PC8 > -0.2725643
## PC8 <= 2.28864
## -> class 2\|1 [0.981]
##
## Rule 2/173: (236.5/4.1, lift 9.5)
## PC3 <= 0.5712223
## PC4 <= 0.3824726
## PC8 > 2.28864
## PC52 > 0.01465346
## PC60 <= -0.4655866
## -> class 2\|1 [0.979]
##
## Rule 2/174: (437.9/9.8, lift 9.5)
## PC3 <= 0.5712223
## PC8 > 2.28864
## PC12 <= -1.232607
## PC53 <= 1.350025
## -> class 2\|1 [0.975]
##
## Rule 2/175: (37.1, lift 9.5)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC28 <= -0.2738551
## PC56 > 0.2843107
## -> class 2\|1 [0.974]
##
## Rule 2/176: (26.1, lift 9.4)
## PC2 <= -0.1416927
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC14 <= 1.07278
## PC21 > 1.74241
## PC27 <= 0.2682027
## -> class 2\|1 [0.964]
##
## Rule 2/177: (122.2/4.1, lift 9.3)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC14 > -1.632375
## PC14 <= 1.07278
## PC27 > 0.2682027
## PC32 <= 0.9360902
## PC50 > -0.6534329
## -> class 2\|1 [0.959]
##
## Rule 2/178: (101.3/3.5, lift 9.3)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC10 > -0.173114
## PC32 > 0.9360902
## PC41 <= 2.117195
## -> class 2\|1 [0.957]
##
## Rule 2/179: (20.9, lift 9.3)
## PC2 <= -0.1416927
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC44 <= -0.7141978
## PC57 > 0.2417434
## PC94 <= -0.9051054
## -> class 2\|1 [0.956]
##
## Rule 2/180: (19.2, lift 9.3)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC8 <= 1.038494
## PC10 <= -0.2351562
## PC14 > -1.632375
## PC27 <= 0.2682027
## PC85 > -0.7702829
## -> class 2\|1 [0.953]
##
## Rule 2/181: (79.8/2.9, lift 9.2)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC32 > 0.9360902
## PC41 <= 2.117195
## PC74 <= 0.01151337
## -> class 2\|1 [0.952]
##
## Rule 2/182: (67.2/2.3, lift 9.2)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -1.444064
## PC13 <= -0.8233865
## -> class 2\|1 [0.952]
##
## Rule 2/183: (18.3, lift 9.2)
## PC2 <= -0.1416927
## PC8 > -0.2725643
## PC8 <= 1.038494
## PC46 > -0.7399676
## PC99 <= -2.032308
## -> class 2\|1 [0.951]
##
## Rule 2/184: (41.6/1.2, lift 9.2)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 > 0.1637816
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC14 <= 1.07278
## PC19 > -1.707423
## PC32 <= 0.9360902
## PC85 > -0.7702829
## -> class 2\|1 [0.950]
##
## Rule 2/185: (119.9/6.5, lift 9.1)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 > -0.2725643
## PC14 <= 1.07278
## PC19 > -1.707423
## PC21 <= 1.74241
## PC26 > -0.2580566
## PC52 > -0.1779238
## PC61 <= -0.5333827
## PC74 > -0.594901
## PC85 > -0.7702829
## -> class 2\|1 [0.939]
##
## Rule 2/186: (61.1/2.9, lift 9.1)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC14 <= 1.07278
## PC16 <= -0.6118394
## PC19 > -1.707423
## PC21 <= 1.74241
## -> class 2\|1 [0.938]
##
## Rule 2/187: (11.7, lift 9.0)
## PC2 <= -0.1416927
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC32 > 0.9360902
## PC67 <= -0.4977033
## PC74 > 0.01151337
## -> class 2\|1 [0.927]
##
## Rule 2/188: (23.6/1.7, lift 8.7)
## PC2 <= -8.837651
## PC8 > -3.393956
## PC8 <= -0.2725643
## -> class 2\|1 [0.893]
##
## Rule 2/189: (161.1/16.5, lift 8.7)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 <= 0.1637816
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC34 > 0.7078594
## PC52 > -0.1779238
## PC58 > -0.9533709
## PC85 > -0.7702829
## -> class 2\|1 [0.892]
##
## Rule 2/190: (43.6/7.6, lift 7.9)
## PC2 <= -0.1416927
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC19 > -1.707423
## PC51 <= -0.08149361
## PC58 <= -0.9533709
## -> class 2\|1 [0.810]
##
## Rule 2/191: (552.7/146.8, lift 7.1)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC8 > 1.038494
## PC8 <= 2.28864
## PC14 > -1.632375
## PC19 > -1.707423
## PC32 <= 0.9360902
## PC58 > -0.9533709
## -> class 2\|1 [0.734]
##
## Rule 2/192: (23.4/11, lift 5.1)
## PC2 <= -0.1416927
## PC4 > 0.3824726
## PC44 > 1.688985
## -> class 2\|1 [0.527]
##
## Rule 2/193: (493.1/1.7, lift 9.7)
## PC2 > -8.837651
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC10 > -0.07186681
## PC13 > -0.8233865
## PC16 <= 1.520959
## PC19 > -2.848473
## PC26 <= 3.486515
## PC37 <= 1.408006
## PC43 <= 1.179232
## PC57 <= 0.02457786
## PC64 > -0.1508285
## PC78 > -0.2074258
## -> class 2\|2 [0.994]
##
## Rule 2/194: (209.7/1.7, lift 9.6)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 > -0.2725643
## PC8 <= 1.038494
## PC14 > 1.07278
## PC19 > -1.707423
## PC20 > -0.3133397
## PC32 <= 0.9360902
## PC46 > -0.7399676
## PC99 > -2.032308
## -> class 2\|2 [0.987]
##
## Rule 2/195: (394/4.1, lift 9.6)
## PC1 <= 7.908595
## PC2 > -8.837651
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC7 > -1.442016
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC13 > -0.8233865
## PC19 > -2.848473
## PC26 > -2.09874
## PC26 <= 3.486515
## PC28 > -0.2738551
## PC57 <= 0.2417434
## PC64 > -0.1508285
## PC65 <= 0.04501859
## PC78 > -0.2074258
## -> class 2\|2 [0.987]
##
## Rule 2/196: (43.6, lift 9.5)
## PC2 <= -0.1416927
## PC8 <= -0.2725643
## PC11 <= 0.8607653
## PC13 > -0.8233865
## PC43 <= -1.897756
## -> class 2\|2 [0.978]
##
## Rule 2/197: (295.6/5.8, lift 9.5)
## PC2 <= -0.1416927
## PC4 > -0.4762218
## PC4 <= 0.1637816
## PC8 > -0.2725643
## PC8 <= 1.038494
## PC10 > -0.2351562
## PC14 > -1.632375
## PC16 > -0.6118394
## PC19 > -1.707423
## PC21 <= 1.74241
## PC27 <= 0.2682027
## PC32 <= 0.9360902
## PC34 <= 0.7078594
## PC52 > -0.1779238
## PC61 > -0.5333827
## PC62 > -1.318669
## PC94 <= 0.7923715
## PC99 <= 1.391429
## -> class 2\|2 [0.977]
##
## Rule 2/198: (160.2/4.1, lift 9.4)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC8 <= 1.038494
## PC14 > -1.632375
## PC14 <= 1.07278
## PC19 > -1.707423
## PC32 <= 0.9360902
## PC58 > -0.9533709
## PC85 <= -0.7702829
## PC99 > -2.032308
## -> class 2\|2 [0.969]
##
## Rule 2/199: (136.2/3.5, lift 9.4)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 <= 0.1637816
## PC8 > -0.2725643
## PC8 <= 1.038494
## PC10 > -0.2351562
## PC14 > -1.632375
## PC19 > -1.707423
## PC21 <= 1.74241
## PC26 <= -0.2580566
## PC27 <= 0.2682027
## PC32 <= 0.9360902
## PC85 > -0.7702829
## -> class 2\|2 [0.968]
##
## Rule 2/200: (28.8, lift 9.4)
## PC1 <= 7.908595
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC21 > 1.091679
## PC26 > -2.09874
## PC57 <= 0.2417434
## PC64 > -0.1508285
## PC78 <= -0.2074258
## -> class 2\|2 [0.968]
##
## Rule 2/201: (51.8/1.2, lift 9.4)
## PC2 <= -0.1416927
## PC8 <= -0.2725643
## PC13 > -0.8233865
## PC13 <= -0.4807912
## PC29 <= 0.3448451
## PC49 <= 0.001051983
## PC57 > 0.2417434
## PC69 <= 0.1716073
## -> class 2\|2 [0.960]
##
## Rule 2/202: (538/21.1, lift 9.3)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC10 > -0.07186681
## PC13 > -0.8233865
## PC16 <= 1.520959
## PC19 > -2.848473
## PC24 > -0.7217259
## PC26 > -2.09874
## PC26 <= 3.486515
## PC43 <= 1.179232
## PC57 <= 0.2417434
## PC64 > -0.01599937
## PC70 > -0.07694651
## PC78 > -0.2074258
## -> class 2\|2 [0.959]
##
## Rule 2/203: (133.5/4.6, lift 9.3)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC8 <= 1.038494
## PC10 > -0.2351562
## PC14 > -1.632375
## PC19 > -1.707423
## PC58 > -0.9533709
## PC61 <= -0.5333827
## PC74 <= -0.594901
## PC99 > -2.032308
## PC99 <= 1.391429
## -> class 2\|2 [0.958]
##
## Rule 2/204: (21.1, lift 9.3)
## PC2 > -8.837651
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC26 > 2.024678
## PC57 <= 0.2417434
## PC64 > -0.1508285
## PC78 <= -0.2074258
## -> class 2\|2 [0.957]
##
## Rule 2/205: (66.8/2.3, lift 9.3)
## PC2 <= -0.1416927
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC13 > -0.8233865
## PC28 > -0.108189
## PC44 > -0.7141978
## PC57 > 0.2417434
## PC57 <= 1.057245
## PC94 <= -0.9051054
## PC99 > -1.3341
## -> class 2\|2 [0.952]
##
## Rule 2/206: (181.2/8.7, lift 9.2)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC13 > -0.8233865
## PC19 > -2.848473
## PC40 <= -0.8694035
## PC65 <= 0.9217626
## PC90 <= 0.5049865
## PC94 > -0.9051054
## -> class 2\|2 [0.947]
##
## Rule 2/207: (22.9/0.6, lift 9.1)
## PC1 > 0.2971886
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC7 > -1.442016
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC10 <= -0.07186681
## PC16 <= 1.520959
## PC57 <= 0.2417434
## PC78 > -0.2074258
## -> class 2\|2 [0.937]
##
## Rule 2/208: (113/6.4, lift 9.1)
## PC2 <= -0.1416927
## PC8 > 1.038494
## PC8 <= 2.28864
## PC10 > -0.1661498
## PC14 > -1.632375
## PC19 > -1.707423
## PC29 <= 0.2653346
## PC32 <= 0.9360902
## PC36 <= 0.1870592
## PC44 <= -0.06251869
## PC61 > 0.008735014
## PC90 <= 0.7149705
## PC99 <= 1.391429
## -> class 2\|2 [0.936]
##
## Rule 2/209: (226.8/13.9, lift 9.1)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC9 > -0.8452927
## PC13 > -0.8233865
## PC56 > 0.04797471
## PC60 <= -0.2710989
## -> class 2\|2 [0.935]
##
## Rule 2/210: (125.3/7.6, lift 9.1)
## PC3 <= 0.5712223
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC11 > 0.8607653
## PC13 > -0.8233865
## PC26 > -2.09874
## PC28 > -0.2738551
## PC37 <= 1.408006
## PC57 <= 0.2417434
## PC64 <= -0.1508285
## PC85 > -2.06305
## -> class 2\|2 [0.932]
##
## Rule 2/211: (15.4/0.6, lift 8.9)
## PC2 <= -0.1416927
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC13 > -0.4807912
## PC57 > 0.2417434
## PC69 > -0.2711533
## PC90 <= -1.675049
## -> class 2\|2 [0.909]
##
## Rule 2/212: (13.4/0.6, lift 8.8)
## PC2 <= -0.1416927
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC32 > 0.9360902
## PC41 > 2.117195
## PC99 <= 1.391429
## -> class 2\|2 [0.898]
##
## Rule 2/213: (9.3/0.6, lift 8.4)
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC13 > -0.4807912
## PC57 > 0.2417434
## PC58 > -0.1022975
## PC79 > 0.127514
## -> class 2\|2 [0.860]
##
## Rule 2/214: (20.5/2.3, lift 8.3)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 > -0.8013418
## PC8 <= -0.2725643
## PC13 > -0.8233865
## PC26 <= 2.442466
## PC57 > 0.2417434
## PC79 > 0.127514
## -> class 2\|2 [0.853]
##
## Rule 2/215: (30.5/4.1, lift 8.2)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC13 > -0.8233865
## PC36 <= -0.7767687
## -> class 2\|2 [0.844]
##
## Rule 2/216: (35.6/5.3, lift 8.1)
## PC1 <= 7.908595
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC19 <= -1.707423
## PC22 <= -0.9756076
## PC32 <= 0.9360902
## -> class 2\|2 [0.832]
##
## Rule 2/217: (9.9/1.2, lift 8.0)
## PC8 > -3.393956
## PC8 <= -1.444064
## PC13 <= -0.8233865
## PC28 > 0.07535645
## -> class 2\|2 [0.818]
##
## Rule 2/218: (26.8/4.6, lift 7.8)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > 1.038494
## PC8 <= 2.28864
## PC14 > -1.632375
## PC19 > -1.707423
## PC36 <= -0.3360186
## PC61 <= 0.008735014
## PC99 <= 1.391429
## -> class 2\|2 [0.804]
##
## Rule 2/219: (237.9/53.2, lift 7.5)
## PC8 <= 2.28864
## PC14 > -1.632375
## PC19 > 3.266839
## PC32 <= 0.9360902
## PC58 > -0.9533709
## PC61 <= 0.008735014
## PC99 <= 1.391429
## -> class 2\|2 [0.774]
##
## Rule 2/220: (56.7/14.1, lift 7.2)
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC13 > -0.4807912
## PC22 <= 1.347762
## PC26 > 2.442466
## PC28 > -0.2738551
## PC29 <= 0.3448451
## PC57 > 0.2417434
## PC69 > -0.2711533
## -> class 2\|2 [0.743]
##
## Rule 2/221: (210.8, lift 8.5)
## PC8 <= -3.393956
## PC14 <= -2.709792
## PC19 > -3.561759
## PC41 <= 9.768393
## -> class 2\|3 [0.995]
##
## Rule 2/222: (125.9, lift 8.5)
## PC2 > -8.837651
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 <= -0.2725643
## PC19 > -2.848473
## PC28 > -0.2738551
## PC57 > 0.02457786
## PC59 > 0.2591765
## PC70 > -0.07694651
## PC78 > -0.2074258
## -> class 2\|3 [0.992]
##
## Rule 2/223: (141.3/0.6, lift 8.4)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC8 <= -3.393956
## PC14 > -2.709792
## PC26 > -2.990527
## PC96 > 0.2890086
## -> class 2\|3 [0.989]
##
## Rule 2/224: (208.2/2.3, lift 8.4)
## PC1 <= 7.908595
## PC8 <= -3.393956
## PC11 > -4.090669
## PC19 > -3.561759
## PC39 <= 1.287615
## PC71 <= -0.3880883
## PC96 <= 0.2890086
## PC98 <= 0.4801093
## -> class 2\|3 [0.984]
##
## Rule 2/225: (47, lift 8.4)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 <= -0.2725643
## PC13 > -0.8233865
## PC16 > 1.520959
## PC26 > -2.09874
## PC45 <= 0.326501
## -> class 2\|3 [0.980]
##
## Rule 2/226: (60.1/1.2, lift 8.2)
## PC2 <= -0.1416927
## PC8 <= -0.2725643
## PC11 > 0.8607653
## PC45 <= 0.326501
## PC64 <= -0.1508285
## PC85 <= -2.06305
## -> class 2\|3 [0.965]
##
## Rule 2/227: (76.8/2.3, lift 8.2)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 <= -0.2725643
## PC48 > -0.47777
## PC52 <= -0.1402567
## PC74 > 0.4120477
## PC85 <= 0.653713
## -> class 2\|3 [0.958]
##
## Rule 2/228: (192.3/11, lift 8.0)
## PC2 > -8.837651
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC11 > -4.090669
## PC11 <= 0.8607653
## PC19 > -2.848473
## PC43 > -1.897756
## PC45 <= 0.326501
## PC57 <= 0.2417434
## PC60 > -0.6062534
## PC64 <= -0.1508285
## -> class 2\|3 [0.938]
##
## Rule 2/229: (197.1/15.8, lift 7.8)
## PC2 > -8.837651
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC11 > -4.090669
## PC11 <= 0.8607653
## PC19 > -2.848473
## PC45 <= 0.326501
## PC57 <= 0.2417434
## PC60 > -0.6062534
## PC64 <= -0.1508285
## -> class 2\|3 [0.916]
##
## Rule 2/230: (17/1.7, lift 7.3)
## PC1 <= 7.908595
## PC4 <= 0.3824726
## PC8 > -0.2725643
## PC8 <= 2.28864
## PC19 <= -1.707423
## PC48 <= -0.3174588
## PC99 <= 1.391429
## -> class 2\|3 [0.856]
##
## Rule 2/231: (10033.5/7697.3, lift 2.0)
## PC2 <= -0.1416927
## -> class 2\|3 [0.233]
##
## Rule 2/232: (193.6, lift 19.0)
## PC4 <= 0.3824726
## PC8 <= -0.2725643
## PC11 <= -4.090669
## PC20 <= 0.3217192
## -> class 2\|4 [0.995]
##
## Rule 2/233: (190.3/1.2, lift 18.9)
## PC1 <= 7.908595
## PC8 <= -3.393956
## PC19 <= -3.561759
## PC22 > -1.835061
## PC54 > -0.6286786
## -> class 2\|4 [0.989]
##
## Rule 2/234: (136.5/1.7, lift 18.7)
## PC8 <= -3.393956
## PC14 > -2.709792
## PC23 <= 0.8051472
## PC48 <= -0.47777
## PC76 <= 0.6359845
## PC79 <= 0.3321521
## PC96 <= 0.2890086
## -> class 2\|4 [0.980]
##
## Rule 2/235: (129.8/1.7, lift 18.7)
## PC2 <= -0.1416927
## PC8 <= -3.393956
## PC26 > -2.990527
## PC68 <= -1.745565
## PC85 <= 0.653713
## -> class 2\|4 [0.979]
##
## Rule 2/236: (163.6/2.9, lift 18.7)
## PC1 <= 7.908595
## PC8 <= -3.393956
## PC15 <= -0.3743086
## PC26 > -2.990527
## PC52 > -0.1402567
## PC71 > -0.3880883
## PC74 > 0.4120477
## PC94 <= 0.827499
## PC96 <= 0.2890086
## -> class 2\|4 [0.976]
##
## Rule 2/237: (56.7/0.6, lift 18.6)
## PC1 <= 7.908595
## PC3 <= 0.5712223
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC19 <= -2.848473
## PC56 <= 0.04797471
## PC63 <= -0.2857471
## PC95 > 0.000589953
## -> class 2\|4 [0.973]
##
## Rule 2/238: (142.8/3.5, lift 18.5)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC8 <= -3.393956
## PC11 > -4.090669
## PC14 > -2.709792
## PC22 > -1.668658
## PC84 <= 0.8845165
## PC85 > 0.653713
## PC96 <= 0.2890086
## -> class 2\|4 [0.969]
##
## Rule 2/239: (23.2/0.6, lift 17.9)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 <= -0.2725643
## PC36 > -0.7767687
## PC57 > 0.2417434
## PC69 > -0.2711533
## PC79 <= 0.127514
## PC89 > -0.2886207
## PC90 > 0.5049865
## PC94 > -0.9051054
## -> class 2\|4 [0.937]
##
## Rule 2/240: (13.1, lift 17.9)
## PC2 <= -0.1416927
## PC8 <= -0.2725643
## PC22 > 1.347762
## PC26 > 2.442466
## PC57 > 0.2417434
## PC94 > -0.9051054
## -> class 2\|4 [0.934]
##
## Rule 2/241: (12.7, lift 17.8)
## PC8 <= -3.393956
## PC14 > -2.709792
## PC39 > 1.287615
## -> class 2\|4 [0.932]
##
## Rule 2/242: (52.5/2.9, lift 17.8)
## PC1 <= 7.908595
## PC8 <= -3.393956
## PC14 > -2.709792
## PC26 <= -2.990527
## -> class 2\|4 [0.928]
##
## Rule 2/243: (329.2/33.1, lift 17.2)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC8 <= -3.393956
## PC43 > -0.1406443
## PC90 > 0.37657
## PC96 <= 0.2890086
## PC98 <= 0.4801093
## -> class 2\|4 [0.897]
##
## Rule 2/244: (8.9/0.6, lift 16.4)
## PC2 <= -0.1416927
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC48 <= -0.2925121
## PC57 > 0.2417434
## PC69 > -0.2711533
## PC71 > 0.8124077
## PC79 <= 0.127514
## PC89 > -0.2886207
## -> class 2\|4 [0.855]
##
## Rule 2/245: (3.5, lift 15.6)
## PC14 <= -2.709792
## PC41 > 9.768393
## -> class 2\|4 [0.817]
##
## Rule 2/246: (43.5/7.6, lift 15.5)
## PC2 <= -0.1416927
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC48 > -0.3215401
## PC48 <= -0.2925121
## PC57 > 0.2417434
## PC79 <= 0.127514
## PC89 > -0.2886207
## -> class 2\|4 [0.810]
##
## Rule 2/247: (23.7/5.3, lift 14.4)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC29 > 0.3448451
## PC57 > 0.2417434
## PC94 > -0.9051054
## -> class 2\|4 [0.754]
##
## Rule 2/248: (35.4/9.4, lift 13.8)
## PC2 <= -0.1416927
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC28 <= -0.2738551
## PC56 <= 0.2843107
## -> class 2\|4 [0.723]
##
## Rule 2/249: (30.3/9.4, lift 13.0)
## PC2 <= -0.1416927
## PC4 <= 0.3824726
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC13 > -0.4807912
## PC65 > 0.9217626
## PC69 > -0.2711533
## PC79 <= 0.127514
## PC89 > -0.2886207
## PC94 > -0.9051054
## -> class 2\|4 [0.679]
##
## Rule 2/250: (30.9/10.1, lift 12.7)
## PC1 <= 7.908595
## PC2 <= -0.1416927
## PC3 <= 0.5712223
## PC8 > -3.393956
## PC8 <= -0.2725643
## PC28 > -0.2738551
## PC37 > 1.408006
## PC57 <= 0.2417434
## -> class 2\|4 [0.664]
##
## Rule 2/251: (33.4/12.2, lift 12.0)
## PC2 <= -0.1416927
## PC8 <= -3.393956
## PC11 > -4.090669
## PC14 > -2.709792
## PC85 <= 0.653713
## PC96 <= 0.2890086
## PC98 > 0.4801093
## -> class 2\|4 [0.628]
##
## Default class: 2\|3
##
## ----- Trial 3: -----
##
## Rules:
##
## Rule 3/1: (52.5, lift 16.7)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC22 > -0.5454282
## PC28 <= 3.353422
## PC59 > -1.22633
## PC72 > 1.097156
## PC79 <= 1.035518
## -> class 0\|0 [0.982]
##
## Rule 3/2: (56.8/0.9, lift 16.5)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC6 > 0.1895734
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC90 > -0.09525159
## PC97 <= 0.5021749
## -> class 0\|0 [0.968]
##
## Rule 3/3: (169.2/7.2, lift 16.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC6 <= 0.1895734
## PC8 > -0.08187169
## PC13 > -0.9999362
## PC13 <= 0.8196219
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC21 > -0.4518718
## PC22 > -0.5454282
## PC27 > -1.040835
## PC28 > -0.5568069
## PC41 <= 0.5272107
## PC42 <= 1.231999
## PC59 > -1.22633
## PC63 <= 0.881411
## PC76 <= 0.6815519
## PC77 > -0.09320647
## PC89 > -0.3581415
## PC95 <= 0.878783
## -> class 0\|0 [0.952]
##
## Rule 3/4: (32.3/1.3, lift 15.9)
## PC2 > 2.60032
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC22 > -0.5454282
## PC28 <= 3.353422
## PC42 <= 3.243587
## PC53 <= 4.675475
## PC69 > -2.070981
## PC83 > -4.296821
## PC90 <= -1.848083
## -> class 0\|0 [0.932]
##
## Rule 3/5: (8.6/0.9, lift 14.0)
## PC2 > 2.60032
## PC18 > -0.4683644
## PC22 <= -0.5454282
## PC38 > 2.592915
## PC53 <= 4.675475
## PC72 <= 0.291287
## -> class 0\|0 [0.821]
##
## Rule 3/6: (9/1.3, lift 13.4)
## PC2 > 2.60032
## PC18 > -0.4683644
## PC72 > 0.291287
## PC97 > 2.982813
## -> class 0\|0 [0.787]
##
## Rule 3/7: (9.3/2.2, lift 12.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC21 > 0.1202282
## PC22 <= -0.5454282
## PC53 <= 4.675475
## PC72 <= 0.291287
## -> class 0\|0 [0.714]
##
## Rule 3/8: (1304.6/440.6, lift 11.3)
## PC2 > 2.60032
## PC13 <= 8.891523
## PC18 > 2.441335
## PC22 > -0.5454282
## PC28 <= 3.353422
## -> class 0\|0 [0.662]
##
## Rule 3/9: (101.5, lift 12.4)
## PC1 <= -0.717688
## PC18 > 2.441335
## PC22 > -0.5454282
## PC22 <= 1.08519
## PC75 <= 0.3343171
## PC83 > -4.296821
## PC87 > -0.64741
## PC88 <= 0.5521125
## -> class 0\|1 [0.990]
##
## Rule 3/10: (62.3, lift 12.3)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC13 > -0.9999362
## PC13 <= 8.891523
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC22 > -0.5454282
## PC42 <= 1.231999
## PC59 > -1.22633
## PC76 > 0.6815519
## PC77 > -0.09320647
## -> class 0\|1 [0.984]
##
## Rule 3/11: (42.7, lift 12.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC22 > -0.08007564
## PC28 <= 3.353422
## PC42 > 1.231999
## PC42 <= 3.243587
## PC69 > -2.070981
## PC79 <= 1.035518
## -> class 0\|1 [0.978]
##
## Rule 3/12: (57.4/0.4, lift 12.2)
## PC3 <= -4.942089
## PC13 <= 8.891523
## PC18 > 2.441335
## PC22 > -0.4128557
## PC28 <= 3.353422
## PC73 <= 1.106532
## PC75 <= 0.3343171
## -> class 0\|1 [0.976]
##
## Rule 3/13: (142.9/2.7, lift 12.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC6 <= 0.1895734
## PC18 > 0.1129524
## PC18 <= 2.441335
## PC22 > -0.5454282
## PC28 <= 3.353422
## PC42 <= 1.231999
## PC59 > -1.22633
## PC77 <= -0.09320647
## PC79 <= 1.035518
## -> class 0\|1 [0.975]
##
## Rule 3/14: (325.7/7.6, lift 12.2)
## PC2 > 2.60032
## PC13 <= -0.9999362
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC22 > -0.5454282
## PC42 <= 1.231999
## PC59 > -1.22633
## PC69 > -2.070981
## PC70 > -2.16771
## PC72 <= 1.097156
## PC79 <= 1.035518
## PC90 > -1.848083
## PC100 > -1.305534
## -> class 0\|1 [0.974]
##
## Rule 3/15: (34.6, lift 12.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC13 > -0.9999362
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC21 <= -0.4518718
## PC22 > -0.5454282
## PC42 <= 1.231999
## PC59 > -1.22633
## PC77 > -0.09320647
## -> class 0\|1 [0.973]
##
## Rule 3/16: (144/3.1, lift 12.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 <= 0.3843382
## PC15 > -0.5112045
## PC18 > -3.161332
## PC18 <= -0.4683644
## PC30 > -0.573154
## PC55 > 0.2063086
## PC83 <= 0.05279817
## PC93 > -0.5038341
## -> class 0\|1 [0.972]
##
## Rule 3/17: (33.7, lift 12.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC22 > -0.5454282
## PC41 > 0.5272107
## PC90 > -1.848083
## -> class 0\|1 [0.972]
##
## Rule 3/18: (28.6, lift 12.1)
## PC2 > 2.60032
## PC13 > -0.9999362
## PC13 <= 8.891523
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC27 <= -1.040835
## PC77 > -0.09320647
## PC90 > -1.848083
## -> class 0\|1 [0.967]
##
## Rule 3/19: (54.7/0.9, lift 12.1)
## PC2 > 2.60032
## PC13 > 0.8196219
## PC13 <= 8.891523
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC22 > -0.5454282
## PC42 <= 1.231999
## PC59 > -1.22633
## PC79 <= 1.035518
## -> class 0\|1 [0.967]
##
## Rule 3/20: (41.5/0.4, lift 12.1)
## PC13 <= 8.891523
## PC18 > 2.441335
## PC25 > 1.013801
## PC28 <= 3.353422
## -> class 0\|1 [0.967]
##
## Rule 3/21: (34.7/0.4, lift 12.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC13 <= 8.891523
## PC18 > -0.4683644
## PC22 > -0.5454282
## PC38 <= -2.589616
## PC91 <= 2.682686
## -> class 0\|1 [0.961]
##
## Rule 3/22: (110.5/3.6, lift 12.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC13 <= 8.891523
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC21 > -0.4518718
## PC22 > -0.5454282
## PC42 <= 1.231999
## PC53 <= 4.675475
## PC59 > -1.22633
## PC63 > 0.881411
## PC70 > -2.16771
## -> class 0\|1 [0.960]
##
## Rule 3/23: (23, lift 12.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC22 > -0.5454282
## PC28 <= 3.353422
## PC76 <= 0.6815519
## PC90 > -1.848083
## PC95 > 0.878783
## -> class 0\|1 [0.960]
##
## Rule 3/24: (32.6/0.4, lift 12.0)
## PC13 <= 8.891523
## PC18 > 2.441335
## PC22 > -0.5454282
## PC22 <= -0.4128557
## PC75 <= 0.3343171
## PC83 > -4.296821
## -> class 0\|1 [0.958]
##
## Rule 3/25: (30.8/0.4, lift 12.0)
## PC2 > 2.60032
## PC18 > 2.441335
## PC22 > -0.4128557
## PC28 <= 3.353422
## PC73 <= 1.106532
## PC87 > 0.7788222
## -> class 0\|1 [0.956]
##
## Rule 3/26: (119.2/4.4, lift 12.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC6 <= 0.1895734
## PC13 <= 8.891523
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC28 <= -0.5568069
## PC42 <= 1.231999
## PC59 > -1.22633
## PC70 > -2.16771
## PC76 <= 0.6815519
## PC90 > -1.848083
## -> class 0\|1 [0.955]
##
## Rule 3/27: (20, lift 11.9)
## PC13 <= 8.891523
## PC18 > 2.441335
## PC22 > -0.5454282
## PC28 <= 3.353422
## PC63 > 2.15753
## PC75 <= 0.3343171
## -> class 0\|1 [0.955]
##
## Rule 3/28: (234.6/9.9, lift 11.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC13 > -3.077544
## PC13 <= 12.537
## PC17 > -0.9839751
## PC18 > -0.134267
## PC21 <= 0.1202282
## PC22 <= -0.5454282
## PC38 <= 2.515507
## PC47 <= 0.7460808
## PC51 <= 1.219611
## PC53 <= 4.675475
## PC54 <= 2.183951
## PC64 > -1.703355
## PC72 <= 0.291287
## PC82 > -1.062418
## PC93 <= 0.7832631
## -> class 0\|1 [0.954]
##
## Rule 3/29: (77.5/2.7, lift 11.9)
## PC18 > 2.441335
## PC22 <= 1.08519
## PC36 <= 1.47798
## PC73 > 0.6510091
## PC79 > -0.1242514
## PC96 > -0.2255768
## PC96 <= 0.1118428
## -> class 0\|1 [0.954]
##
## Rule 3/30: (27.4/0.4, lift 11.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC15 > -0.5112045
## PC18 <= -0.4683644
## PC32 > 1.214527
## PC48 <= 0.2560323
## PC55 > 0.2063086
## -> class 0\|1 [0.951]
##
## Rule 3/31: (27.3/0.4, lift 11.9)
## PC2 > 2.60032
## PC18 > 2.441335
## PC22 > -0.5454282
## PC28 <= 3.353422
## PC91 > 2.682686
## -> class 0\|1 [0.951]
##
## Rule 3/32: (34.7/0.9, lift 11.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC6 <= 0.1895734
## PC13 > -0.9999362
## PC13 <= 8.891523
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC42 <= 1.231999
## PC79 <= 1.035518
## PC89 <= -0.3581415
## PC90 > -1.848083
## -> class 0\|1 [0.949]
##
## Rule 3/33: (35/1.3, lift 11.7)
## PC6 <= 0.1895734
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC20 > 2.279113
## PC59 <= -1.22633
## PC69 > -2.070981
## PC79 <= 1.035518
## -> class 0\|1 [0.937]
##
## Rule 3/34: (84.9/4.4, lift 11.7)
## PC7 <= -0.9240131
## PC18 > 2.441335
## PC73 <= 1.106532
## PC75 <= 0.3343171
## PC87 > -0.64741
## PC87 <= 0.7788222
## PC88 <= 0.5521125
## -> class 0\|1 [0.937]
##
## Rule 3/35: (73.3/4, lift 11.7)
## PC13 > 1.483861
## PC13 <= 8.891523
## PC18 > 2.441335
## PC22 > -0.5454282
## PC75 <= 0.3343171
## PC87 > -0.64741
## PC88 <= 0.5521125
## -> class 0\|1 [0.934]
##
## Rule 3/36: (12.4, lift 11.6)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC6 > 0.1895734
## PC18 <= 2.441335
## PC97 > 0.5021749
## -> class 0\|1 [0.931]
##
## Rule 3/37: (18.6/0.4, lift 11.6)
## PC13 > 8.891523
## PC22 > -0.5454282
## PC60 > 0.6570206
## -> class 0\|1 [0.930]
##
## Rule 3/38: (17.6/0.4, lift 11.6)
## PC18 > 2.441335
## PC48 <= -0.6223276
## PC73 <= 1.106532
## PC75 <= 0.3343171
## PC87 > -0.64741
## -> class 0\|1 [0.926]
##
## Rule 3/39: (56.4/3.6, lift 11.5)
## PC1 > -0.717688
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC22 > -0.5454282
## PC22 <= 1.08519
## PC63 <= 2.15753
## PC73 <= 0.6510091
## PC75 <= 0.3343171
## PC87 > 0.2785284
## PC88 <= 0.5521125
## -> class 0\|1 [0.922]
##
## Rule 3/40: (9, lift 11.4)
## PC4 > 7.561344
## PC18 > 2.441335
## PC22 > -0.4128557
## PC28 <= 3.353422
## PC73 <= 1.106532
## PC75 <= 0.3343171
## PC88 > 0.5521125
## -> class 0\|1 [0.909]
##
## Rule 3/41: (143.9/12.9, lift 11.3)
## PC18 > 2.441335
## PC22 <= 1.08519
## PC67 > 0.07814023
## PC73 <= 0.6510091
## PC75 <= 0.3343171
## PC87 > -0.64741
## PC88 <= 0.5521125
## -> class 0\|1 [0.905]
##
## Rule 3/42: (80.7/7.7, lift 11.2)
## PC4 <= -9.096394
## PC18 > -0.4683644
## PC22 > -0.5454282
## PC73 <= 1.106532
## PC75 <= 0.3343171
## PC87 > -0.64741
## -> class 0\|1 [0.895]
##
## Rule 3/43: (5.8, lift 10.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC73 <= 0.6510091
## PC88 > 0.5491744
## PC88 <= 0.5521125
## -> class 0\|1 [0.871]
##
## Rule 3/44: (29.3/3.1, lift 10.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC17 > -0.5203139
## PC18 <= -0.4683644
## PC48 <= 0.2560323
## PC55 > 0.2063086
## -> class 0\|1 [0.869]
##
## Rule 3/45: (5.3, lift 10.8)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC9 > 0.5737089
## PC12 > 0.7647411
## PC18 <= -0.4683644
## -> class 0\|1 [0.864]
##
## Rule 3/46: (5.6/0.4, lift 10.1)
## PC2 > 2.60032
## PC6 > 0.1895734
## PC18 > -0.4683644
## PC18 <= 2.441335
## PC90 <= -0.09525159
## -> class 0\|1 [0.810]
##
## Rule 3/47: (45.5/9.3, lift 9.8)
## PC3 <= 1.640775
## PC7 <= -0.670688
## PC18 <= -0.4683644
## PC22 <= 2.148456
## PC37 > 0.7577408
## -> class 0\|1 [0.784]
##
## Rule 3/48: (105.9/0.4, lift 9.5)
## PC2 > 2.60032
## PC7 > -0.670688
## PC9 > 0.5737089
## PC12 <= 0.7647411
## PC18 <= -0.4683644
## PC55 <= 0.2063086
## PC86 <= 0.1725629
## PC92 <= 1.22431
## -> class 0\|2 [0.987]
##
## Rule 3/49: (103/0.9, lift 9.5)
## PC4 > 8.050642
## PC7 > -0.670688
## PC9 <= 0.5737089
## PC18 <= -0.4683644
## PC37 > -2.489988
## PC93 <= -0.3550044
## -> class 0\|2 [0.982]
##
## Rule 3/50: (155.4/2.7, lift 9.4)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 <= -0.670688
## PC18 <= -0.4683644
## PC22 <= 2.148456
## PC37 <= 0.7577408
## PC55 <= 0.2063086
## PC68 > -0.3838851
## PC73 > -2.345829
## -> class 0\|2 [0.977]
##
## Rule 3/51: (36.3, lift 9.4)
## PC4 <= -8.287465
## PC7 > -0.670688
## PC18 <= -0.4683644
## -> class 0\|2 [0.974]
##
## Rule 3/52: (52.6/0.4, lift 9.4)
## PC2 > 2.60032
## PC7 > -0.670688
## PC8 > 0.04769057
## PC18 <= -0.4683644
## PC47 <= 1.321995
## PC55 <= 0.2063086
## PC60 <= 0.02230822
## -> class 0\|2 [0.974]
##
## Rule 3/53: (45.9/0.4, lift 9.4)
## PC2 > 2.60032
## PC3 > -0.5426501
## PC3 <= 1.640775
## PC7 > -0.670688
## PC16 <= 2.101484
## PC18 <= -0.4683644
## PC55 <= 0.2063086
## PC60 <= 0.02230822
## -> class 0\|2 [0.970]
##
## Rule 3/54: (171.4/4.5, lift 9.3)
## PC3 <= 1.640775
## PC15 > -0.5112045
## PC17 <= -0.5203139
## PC18 <= -0.4683644
## PC48 <= 0.2560323
## PC55 > 0.2063086
## PC83 > 0.05279817
## PC92 > -1.238406
## PC95 <= 0.1768727
## -> class 0\|2 [0.968]
##
## Rule 3/55: (92.6/2.2, lift 9.3)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC5 <= -0.2695146
## PC7 > -0.670688
## PC18 <= -0.4683644
## PC55 <= 0.2063086
## PC60 <= 0.02230822
## PC82 > -0.5262116
## -> class 0\|2 [0.966]
##
## Rule 3/56: (40.8/0.4, lift 9.3)
## PC4 > 8.050642
## PC18 <= -0.4683644
## PC26 <= 1.473277
## PC55 <= 0.2063086
## PC82 <= -0.1709555
## -> class 0\|2 [0.966]
##
## Rule 3/57: (37.5/0.4, lift 9.3)
## PC2 > 2.60032
## PC18 <= -0.4683644
## PC22 > -1.488963
## PC35 <= -0.6139699
## PC55 <= 0.2063086
## PC64 > -0.4628634
## PC69 > -0.8784466
## PC77 > -0.349205
## PC84 <= 0.2683223
## PC99 > -0.9267305
## -> class 0\|2 [0.963]
##
## Rule 3/58: (24.3, lift 9.3)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > -0.670688
## PC9 <= 0.5737089
## PC18 > -0.7794993
## PC18 <= -0.4683644
## PC31 <= 0.2702272
## PC60 > 0.02230822
## PC77 > -0.349205
## PC84 <= 0.2683223
## -> class 0\|2 [0.962]
##
## Rule 3/59: (20.5, lift 9.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > 1.325366
## PC16 <= 2.101484
## PC18 <= -0.4683644
## PC60 <= 0.02230822
## -> class 0\|2 [0.956]
##
## Rule 3/60: (58.1/1.8, lift 9.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC4 <= 8.050642
## PC7 > -0.670688
## PC16 <= 2.101484
## PC18 <= -0.4683644
## PC47 <= 1.321995
## PC55 <= 0.2063086
## PC60 <= 0.02230822
## PC62 <= -0.4461854
## PC63 <= 1.347917
## PC84 <= 0.4624287
## PC97 <= 1.299997
## -> class 0\|2 [0.954]
##
## Rule 3/61: (29.5/0.4, lift 9.2)
## PC3 <= 1.640775
## PC7 > -0.670688
## PC17 <= 0.1840988
## PC22 > -1.488963
## PC28 > 2.251208
## PC31 <= 0.2702272
## PC60 > 0.02230822
## PC77 > -0.349205
## PC100 > -0.9608124
## -> class 0\|2 [0.954]
##
## Rule 3/62: (27.5/0.4, lift 9.2)
## PC18 <= -1.925578
## PC55 <= 0.2063086
## PC60 <= 0.02230822
## PC63 > 1.347917
## PC84 <= 0.4624287
## PC100 > -0.9608124
## -> class 0\|2 [0.951]
##
## Rule 3/63: (108.9/4.4, lift 9.2)
## PC2 > 2.60032
## PC3 <= -0.3014054
## PC4 <= 8.050642
## PC18 <= -0.4683644
## PC35 <= 0.2038241
## PC38 <= 1.273247
## PC55 <= 0.2063086
## PC60 > 0.02230822
## PC64 <= -0.4628634
## PC77 > -0.349205
## PC84 <= 0.2683223
## PC87 > -0.4943846
## -> class 0\|2 [0.951]
##
## Rule 3/64: (122.2/5.3, lift 9.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC14 > -1.076873
## PC15 <= -0.5112045
## PC18 > -3.65122
## PC18 <= -0.4683644
## PC38 <= 0.7182948
## PC40 > -1.179066
## PC51 > -0.3426875
## PC55 > 0.2063086
## PC82 > -0.6839091
## PC97 <= 1.461562
## -> class 0\|2 [0.949]
##
## Rule 3/65: (22.2/0.4, lift 9.1)
## PC3 <= 1.640775
## PC4 <= 8.050642
## PC5 > 1.861132
## PC18 <= -1.925578
## PC47 <= 1.321995
## PC55 <= 0.2063086
## PC60 <= 0.02230822
## PC63 <= 1.347917
## PC84 <= 0.4624287
## -> class 0\|2 [0.940]
##
## Rule 3/66: (14.1, lift 9.0)
## PC7 > -0.670688
## PC10 <= -2.920708
## PC17 <= 0.1840988
## PC34 > -1.579367
## PC60 > 0.02230822
## PC64 > -0.4628634
## PC77 > -0.349205
## PC87 > -0.1294847
## PC99 > -0.9267305
## -> class 0\|2 [0.938]
##
## Rule 3/67: (235.8/14.1, lift 9.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > -0.670688
## PC9 <= 0.5233031
## PC18 > -1.925578
## PC18 <= -0.4683644
## PC47 <= 1.321995
## PC55 <= 0.2063086
## PC60 <= 0.02230822
## PC84 <= 0.4624287
## -> class 0\|2 [0.937]
##
## Rule 3/68: (49.6/2.7, lift 9.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > -0.670688
## PC18 <= -0.4683644
## PC26 > 1.473277
## PC55 <= 0.2063086
## -> class 0\|2 [0.929]
##
## Rule 3/69: (40.2/2.7, lift 8.8)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > -0.670688
## PC18 <= -0.4683644
## PC19 <= -0.08966428
## PC22 > -1.488963
## PC60 > 0.02230822
## PC64 > -0.4628634
## PC84 <= 0.2683223
## -> class 0\|2 [0.913]
##
## Rule 3/70: (9.2, lift 8.8)
## PC4 <= -7.525788
## PC16 > 2.101484
## -> class 0\|2 [0.910]
##
## Rule 3/71: (17.3/0.9, lift 8.7)
## PC2 > 2.60032
## PC5 <= 1.861132
## PC16 <= 2.101484
## PC18 <= -0.4683644
## PC55 <= 0.2063086
## PC60 <= 0.02230822
## PC97 > 1.299997
## PC100 > -0.9608124
## -> class 0\|2 [0.902]
##
## Rule 3/72: (37.2/3.1, lift 8.6)
## PC3 <= 1.640775
## PC7 > -0.670688
## PC17 <= 0.1840988
## PC31 <= 0.2702272
## PC55 <= 0.2063086
## PC60 > 0.02230822
## PC69 <= -0.8784466
## PC77 > -0.349205
## PC84 <= 0.2683223
## -> class 0\|2 [0.895]
##
## Rule 3/73: (62.9/6.3, lift 8.6)
## PC2 > 2.60032
## PC17 <= 0.1840988
## PC22 > -1.488963
## PC31 <= 0.2702272
## PC60 > 0.02230822
## PC64 > -0.4628634
## PC77 > -0.349205
## PC84 <= 0.2683223
## PC99 <= -0.9267305
## -> class 0\|2 [0.887]
##
## Rule 3/74: (9.3/0.4, lift 8.4)
## PC2 > 2.60032
## PC7 > -0.670688
## PC18 <= -0.4683644
## PC47 <= 1.321995
## PC57 > 1.009809
## PC60 > 0.02230822
## PC77 <= -0.349205
## -> class 0\|2 [0.872]
##
## Rule 3/75: (136.9/19.7, lift 8.2)
## PC2 > 2.60032
## PC7 > -0.670688
## PC18 <= -0.4683644
## PC19 > -0.08966428
## PC22 > -1.488963
## PC31 <= 0.2702272
## PC34 > -1.579367
## PC47 <= 1.321995
## PC55 <= 0.2063086
## PC64 > -0.4628634
## PC77 > -0.349205
## PC84 <= 0.2683223
## PC87 <= -0.1294847
## PC99 > -0.9267305
## -> class 0\|2 [0.851]
##
## Rule 3/76: (27.3/3.6, lift 8.1)
## PC17 <= 0.1840988
## PC18 <= -0.4683644
## PC22 > -1.488963
## PC28 <= 2.251208
## PC31 <= 0.2702272
## PC55 <= 0.2063086
## PC60 > 0.02230822
## PC77 > -0.349205
## PC84 > 0.1083711
## PC84 <= 0.2683223
## PC87 > -0.1294847
## -> class 0\|2 [0.844]
##
## Rule 3/77: (77.9/12.5, lift 8.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > -0.670688
## PC17 > 0.1840988
## PC18 <= -0.4683644
## PC100 > -0.9608124
## -> class 0\|2 [0.831]
##
## Rule 3/78: (23/4.4, lift 7.5)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > 0.3843382
## PC15 > -0.5112045
## PC18 <= -0.4683644
## PC55 > 0.2063086
## PC83 <= 0.05279817
## -> class 0\|2 [0.783]
##
## Rule 3/79: (24.6/4.9, lift 7.5)
## PC2 > 2.60032
## PC17 <= 0.1840988
## PC22 <= -1.488963
## PC55 <= 0.2063086
## PC60 > 0.02230822
## PC85 > 0.2467984
## PC100 > -0.9608124
## -> class 0\|2 [0.779]
##
## Rule 3/80: (7936.8/5870.4, lift 2.5)
## PC2 > 2.60032
## -> class 0\|2 [0.260]
##
## Rule 3/81: (85.7, lift 11.5)
## PC3 <= -1.458862
## PC9 <= 0.1864814
## PC15 <= 0.5583683
## PC18 > -0.4683644
## PC22 <= -0.5454282
## PC33 <= -0.0822196
## PC43 <= 1.821604
## PC72 > 0.291287
## PC97 <= 2.982813
## -> class 0\|3 [0.989]
##
## Rule 3/82: (57, lift 11.4)
## PC3 <= 1.640775
## PC4 <= 8.050642
## PC17 <= 0.1840988
## PC18 <= -0.4683644
## PC31 > 0.2702272
## PC55 <= 0.2063086
## PC60 > 0.02230822
## -> class 0\|3 [0.983]
##
## Rule 3/83: (90.9/2.7, lift 11.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC4 > -7.525788
## PC16 > 2.101484
## PC55 <= 0.2063086
## -> class 0\|3 [0.961]
##
## Rule 3/84: (40.8/0.9, lift 11.1)
## PC2 > 2.60032
## PC18 > -0.4683644
## PC83 <= -4.296821
## -> class 0\|3 [0.956]
##
## Rule 3/85: (20, lift 11.1)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC17 <= -0.9839751
## PC22 <= -0.5454282
## PC57 > 2.487697
## -> class 0\|3 [0.955]
##
## Rule 3/86: (16.6, lift 11.0)
## PC15 > -0.5112045
## PC18 <= -3.161332
## PC55 > 0.2063086
## PC83 <= 0.05279817
## -> class 0\|3 [0.946]
##
## Rule 3/87: (12.1, lift 10.8)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC15 > -0.5112045
## PC18 <= -0.4683644
## PC48 > 0.2560323
## PC55 > 0.2063086
## PC83 > 0.05279817
## -> class 0\|3 [0.929]
##
## Rule 3/88: (3218.5/1688.5, lift 5.5)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 <= -0.4683644
## -> class 0\|3 [0.475]
##
## Rule 3/89: (131, lift 21.3)
## PC1 > -0.430681
## PC6 <= -2.402343
## PC11 <= -2.309642
## -> class 1\|0 [0.992]
##
## Rule 3/90: (355.6/3.1, lift 21.2)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC3 <= 6.79025
## PC5 <= 12.1829
## PC6 <= 5.1094
## PC9 > -0.7842572
## PC10 <= 1.023987
## PC16 <= -2.021894
## PC27 > -1.04473
## PC45 <= 0.5341863
## PC47 <= 2.192351
## PC63 > -2.62196
## PC91 > -0.4964139
## -> class 1\|0 [0.989]
##
## Rule 3/91: (296.8/3.6, lift 21.1)
## PC5 <= 12.1829
## PC6 <= 6.13604
## PC9 > 1.266949
## PC10 <= 1.023987
## PC16 <= -2.021894
## PC27 > -1.04473
## PC57 <= 0.6759949
## PC91 > -0.4964139
## -> class 1\|0 [0.984]
##
## Rule 3/92: (87.2/0.9, lift 21.0)
## PC2 > 2.60032
## PC3 > 1.640775
## PC5 > -8.566073
## PC8 > -3.622398
## PC16 <= -0.9381145
## PC22 <= 2.453705
## PC24 > -0.5735374
## PC33 > -0.5413352
## PC33 <= 0.843222
## PC66 > -0.500074
## PC73 > -0.3024241
## PC85 <= -0.1756034
## PC99 <= 1.22902
## -> class 1\|0 [0.979]
##
## Rule 3/93: (135/2.2, lift 20.9)
## PC2 > 2.60032
## PC3 > 1.640775
## PC5 > -8.566073
## PC8 > -3.622398
## PC24 > -0.5735374
## PC33 > -0.5413352
## PC33 <= 0.843222
## PC51 > -0.3061795
## PC66 > -0.500074
## PC77 <= 0.7041603
## PC98 <= -0.12921
## PC99 <= 1.22902
## -> class 1\|0 [0.976]
##
## Rule 3/94: (21.4, lift 20.5)
## PC6 > 6.13604
## PC16 <= -4.645832
## -> class 1\|0 [0.957]
##
## Rule 3/95: (81.8/2.7, lift 20.5)
## PC3 > 1.640775
## PC5 > -8.566073
## PC16 <= -0.9381145
## PC22 > 1.384613
## PC22 <= 2.453705
## PC33 <= 0.843222
## PC75 > -0.1764398
## PC85 > -0.07734062
## PC86 <= 0.5544649
## PC94 <= 0.1347898
## -> class 1\|0 [0.956]
##
## Rule 3/96: (4.9, lift 18.3)
## PC3 > 5.533035
## PC5 <= 12.1829
## PC6 > 6.13604
## PC16 <= -1.941889
## -> class 1\|0 [0.855]
##
## Rule 3/97: (26.6/4.1, lift 17.6)
## PC1 > -0.430681
## PC3 > -0.078421
## PC12 > 2.678355
## PC15 > -3.116849
## PC16 > -1.941889
## PC18 > -0.4268926
## -> class 1\|0 [0.822]
##
## Rule 3/98: (74.5/13.8, lift 17.3)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC3 > -0.078421
## PC10 <= -0.2973441
## PC16 <= 0.0976697
## PC21 <= 0.5964558
## -> class 1\|0 [0.807]
##
## Rule 3/99: (2.7, lift 16.8)
## PC2 > 2.60032
## PC3 > 1.640775
## PC46 > 0.9418525
## PC66 <= -0.500074
## -> class 1\|0 [0.786]
##
## Rule 3/100: (61.9, lift 16.3)
## PC1 > -0.430681
## PC12 > 2.678355
## PC15 > -3.116849
## PC18 <= -0.4268926
## -> class 1\|1 [0.984]
##
## Rule 3/101: (62.9/0.9, lift 16.0)
## PC1 > -0.430681
## PC16 <= -1.941889
## PC63 <= -2.62196
## -> class 1\|1 [0.971]
##
## Rule 3/102: (62.6/0.9, lift 16.0)
## PC2 <= 2.60032
## PC3 > 6.79025
## PC6 <= 6.13604
## PC16 <= -1.941889
## -> class 1\|1 [0.971]
##
## Rule 3/103: (77.8/1.3, lift 16.0)
## PC1 > -0.430681
## PC1 <= 0.5901639
## PC2 <= 2.60032
## PC3 > -0.078421
## PC10 > -0.2973441
## PC16 > -1.941889
## PC16 <= 0.0976697
## PC21 <= 0.5964558
## -> class 1\|1 [0.971]
##
## Rule 3/104: (28.3, lift 16.0)
## PC1 > 9.434016
## PC18 > 0.1550389
## PC21 > 0.5964558
## PC22 <= 2.281079
## -> class 1\|1 [0.967]
##
## Rule 3/105: (63.7/2.2, lift 15.7)
## PC5 > 12.1829
## PC16 <= -1.941889
## PC45 <= 0.5341863
## -> class 1\|1 [0.951]
##
## Rule 3/106: (17.7, lift 15.7)
## PC1 > 9.434016
## PC7 > -1.829115
## PC21 > 0.5964558
## PC22 <= 2.281079
## -> class 1\|1 [0.949]
##
## Rule 3/107: (43.6/1.8, lift 15.5)
## PC1 > -0.430681
## PC3 <= 6.79025
## PC6 > 5.1094
## PC9 > -0.7842572
## PC9 <= 1.266949
## PC10 <= 1.023987
## PC16 <= -1.941889
## -> class 1\|1 [0.939]
##
## Rule 3/108: (13.8, lift 15.5)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC6 <= 6.13604
## PC10 > 1.023987
## PC16 <= -1.941889
## PC91 > -0.4964139
## -> class 1\|1 [0.937]
##
## Rule 3/109: (106/5.8, lift 15.5)
## PC1 > -0.430681
## PC3 <= 5.533035
## PC6 > 6.13604
## PC9 > -0.7842572
## PC16 > -4.645832
## PC16 <= -1.941889
## PC91 > -0.4964139
## -> class 1\|1 [0.937]
##
## Rule 3/110: (13.2, lift 15.4)
## PC1 > 11.70365
## PC3 <= -0.078421
## PC6 > -2.402343
## PC15 > -3.116849
## PC16 > -1.941889
## PC21 <= 0.5964558
## PC28 <= 0.2464169
## -> class 1\|1 [0.934]
##
## Rule 3/111: (12.4, lift 15.4)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC9 > -0.7842572
## PC10 <= 1.023987
## PC16 <= -1.941889
## PC47 > 2.192351
## -> class 1\|1 [0.931]
##
## Rule 3/112: (12.5, lift 15.4)
## PC2 <= 2.60032
## PC4 <= -2.793473
## PC16 <= 0.0976697
## -> class 1\|1 [0.931]
##
## Rule 3/113: (9, lift 15.0)
## PC6 > 5.1094
## PC16 <= -1.941889
## PC45 <= 0.5341863
## PC57 > 0.6759949
## PC91 > -0.4964139
## -> class 1\|1 [0.909]
##
## Rule 3/114: (31.4/2.7, lift 14.7)
## PC1 > -0.430681
## PC5 > 3.424831
## PC18 <= 0.1742704
## PC82 <= -0.7688722
## -> class 1\|1 [0.890]
##
## Rule 3/115: (80.7/11.6, lift 14.0)
## PC1 > 11.70365
## PC3 <= -0.078421
## PC11 > -2.309642
## PC15 > -3.116849
## PC16 > -1.941889
## PC21 <= 0.5964558
## PC28 <= 0.2464169
## -> class 1\|1 [0.847]
##
## Rule 3/116: (4.3, lift 13.9)
## PC2 <= 2.60032
## PC9 > -0.7842572
## PC16 <= -1.941889
## PC27 <= -1.04473
## PC45 <= 0.5341863
## -> class 1\|1 [0.841]
##
## Rule 3/117: (12.9/2.2, lift 12.9)
## PC1 > -0.430681
## PC1 <= 11.70365
## PC2 <= 2.60032
## PC3 <= -0.078421
## PC9 > 0.2364534
## PC16 > -1.941889
## PC21 <= 0.5964558
## -> class 1\|1 [0.784]
##
## Rule 3/118: (10.7/2.7, lift 11.8)
## PC1 > -0.430681
## PC9 > -0.7842572
## PC16 > -2.021894
## PC16 <= -1.941889
## PC91 > -0.4964139
## -> class 1\|1 [0.712]
##
## Rule 3/119: (1417.5/759.3, lift 7.7)
## PC2 > 2.60032
## PC3 > 1.640775
## -> class 1\|1 [0.464]
##
## Rule 3/120: (69.8/41.8, lift 6.7)
## PC1 > -0.430681
## PC10 > -0.2973441
## PC48 > 0.9773987
## -> class 1\|1 [0.403]
##
## Rule 3/121: (219.9/0.9, lift 17.7)
## PC2 <= 2.60032
## PC5 > 3.424831
## PC12 <= 2.678355
## PC16 > 0.0976697
## PC18 <= 0.1742704
## PC21 <= 0.5964558
## PC65 <= 1.267671
## PC82 > -0.7688722
## -> class 1\|2 [0.991]
##
## Rule 3/122: (86.9, lift 17.7)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC3 > -0.078421
## PC16 > -1.941889
## PC84 > 0.5910042
## -> class 1\|2 [0.989]
##
## Rule 3/123: (81.6, lift 17.7)
## PC2 <= 2.60032
## PC3 > 1.108042
## PC12 <= 2.678355
## PC16 > 0.0976697
## PC40 > 0.4993358
## PC100 > 0.141961
## -> class 1\|2 [0.988]
##
## Rule 3/124: (82.2/0.4, lift 17.6)
## PC2 > 2.60032
## PC3 > 1.640775
## PC15 <= 0.6799939
## PC16 <= 0.9959877
## PC51 <= -0.3061795
## PC97 <= 1.535991
## -> class 1\|2 [0.983]
##
## Rule 3/125: (77.2/0.4, lift 17.5)
## PC1 > -0.430681
## PC3 > -0.078421
## PC3 <= 1.108042
## PC16 > 0.0976697
## PC21 <= 0.5964558
## PC100 > 0.141961
## -> class 1\|2 [0.982]
##
## Rule 3/126: (61.9/0.4, lift 17.5)
## PC1 > 1.036368
## PC2 <= 2.60032
## PC3 > 0.6970189
## PC16 > -1.941889
## PC21 <= 0.5964558
## PC60 > -1.113875
## PC72 > 0.1215153
## PC100 <= 0.141961
## -> class 1\|2 [0.977]
##
## Rule 3/127: (70.6/0.9, lift 17.4)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC3 > -0.078421
## PC16 > 0.0976697
## PC20 <= 0.4113477
## PC30 <= -0.6383737
## PC60 > -1.113875
## -> class 1\|2 [0.974]
##
## Rule 3/128: (30.5, lift 17.3)
## PC1 > -0.430681
## PC3 > -0.078421
## PC16 > 0.0976697
## PC20 <= -1.521745
## PC100 > 0.141961
## -> class 1\|2 [0.969]
##
## Rule 3/129: (28.9, lift 17.3)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC3 > -0.078421
## PC5 <= 3.424831
## PC16 > 0.0976697
## PC35 > 0.6791058
## -> class 1\|2 [0.968]
##
## Rule 3/130: (27.9, lift 17.3)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC16 > -1.941889
## PC21 <= 0.5964558
## PC70 > 0.6232999
## PC82 > -0.1021896
## -> class 1\|2 [0.967]
##
## Rule 3/131: (25.2, lift 17.2)
## PC1 > 11.70365
## PC3 <= -0.078421
## PC15 > -3.116849
## PC21 <= 0.5964558
## PC28 > 0.2464169
## -> class 1\|2 [0.963]
##
## Rule 3/132: (24.2, lift 17.2)
## PC2 > 2.60032
## PC3 > 1.640775
## PC22 <= -2.137337
## PC51 > -0.3061795
## -> class 1\|2 [0.962]
##
## Rule 3/133: (165.9/10.2, lift 16.7)
## PC2 > 2.60032
## PC3 > 1.640775
## PC15 > -1.571989
## PC16 > 0.9959877
## PC58 > -0.9120947
## PC93 > -0.5394949
## -> class 1\|2 [0.933]
##
## Rule 3/134: (12, lift 16.6)
## PC2 <= 2.60032
## PC3 > -0.078421
## PC4 > 0.8575985
## PC16 > 0.0976697
## -> class 1\|2 [0.929]
##
## Rule 3/135: (61.1/3.6, lift 16.6)
## PC1 > -0.430681
## PC3 > -0.078421
## PC5 <= 3.424831
## PC12 <= 2.678355
## PC16 > 0.0976697
## PC21 <= 0.5964558
## PC45 > -0.4375444
## PC60 <= -1.113875
## -> class 1\|2 [0.927]
##
## Rule 3/136: (17.8/0.4, lift 16.6)
## PC1 > -0.430681
## PC8 <= -0.2080276
## PC21 > 0.5964558
## PC50 <= -0.7888693
## -> class 1\|2 [0.927]
##
## Rule 3/137: (10.6, lift 16.5)
## PC2 <= 2.60032
## PC16 <= -1.941889
## PC45 > 0.5341863
## -> class 1\|2 [0.921]
##
## Rule 3/138: (9.6, lift 16.3)
## PC2 <= 2.60032
## PC9 <= -2.751183
## PC15 <= -3.116849
## PC50 <= -0.5004689
## -> class 1\|2 [0.914]
##
## Rule 3/139: (81.4/6.3, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC3 > -0.078421
## PC12 <= 2.678355
## PC16 > 0.0976697
## PC21 <= 0.5964558
## PC44 <= 0.6184465
## PC82 <= -0.1021896
## PC100 > 0.141961
## -> class 1\|2 [0.912]
##
## Rule 3/140: (8.4, lift 16.2)
## PC2 > 2.60032
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC72 <= -1.307414
## -> class 1\|2 [0.904]
##
## Rule 3/141: (145.7/14.6, lift 16.0)
## PC1 > 0.5901639
## PC2 <= 2.60032
## PC3 > -0.078421
## PC4 > -2.793473
## PC8 > -1.793369
## PC10 > -0.2973441
## PC12 <= 2.678355
## PC16 > -1.941889
## PC16 <= 0.0976697
## PC18 <= 0.1548661
## PC48 <= 0.9773987
## PC57 > -1.721336
## -> class 1\|2 [0.895]
##
## Rule 3/142: (7.6, lift 16.0)
## PC1 > 1.128336
## PC2 > 2.60032
## PC15 <= -1.571989
## -> class 1\|2 [0.895]
##
## Rule 3/143: (177.4/18, lift 16.0)
## PC1 > 9.434016
## PC7 <= -1.829115
## PC15 > -3.116849
## PC16 > -1.941889
## PC18 <= 0.1550389
## -> class 1\|2 [0.894]
##
## Rule 3/144: (82/12.8, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC3 > -0.078421
## PC12 <= 2.678355
## PC15 > -3.116849
## PC16 > 0.0976697
## PC20 <= 0.4113477
## PC45 <= -0.4375444
## -> class 1\|2 [0.835]
##
## Rule 3/145: (148.1/25.7, lift 14.7)
## PC3 > -0.078421
## PC16 > 0.0976697
## PC21 <= 0.5964558
## PC35 <= 0.6791058
## PC55 <= -1.935972
## -> class 1\|2 [0.822]
##
## Rule 3/146: (31.8/7.1, lift 13.6)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC3 <= -0.078421
## PC9 <= 0.2364534
## PC15 > -3.116849
## PC20 > 0.1808333
## PC21 <= 0.5964558
## -> class 1\|2 [0.760]
##
## Rule 3/147: (26.4/9.5, lift 11.3)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC9 <= -0.7842572
## PC16 <= -1.941889
## -> class 1\|2 [0.630]
##
## Rule 3/148: (170.1/1.3, lift 16.4)
## PC1 <= 1.128336
## PC2 > 2.60032
## PC3 > 1.640775
## PC15 <= -1.571989
## -> class 1\|3 [0.986]
##
## Rule 3/149: (8.6, lift 15.1)
## PC2 <= 2.60032
## PC3 > -0.078421
## PC5 > 3.424831
## PC16 > -1.941889
## PC18 > 0.1742704
## PC20 <= 0.4113477
## PC21 <= 0.5964558
## -> class 1\|3 [0.905]
##
## Rule 3/150: (293.5/47.1, lift 14.0)
## PC2 <= 2.60032
## PC3 > 1.108042
## PC5 <= 3.424831
## PC12 <= 2.678355
## PC15 > -3.116849
## PC16 > 0.0976697
## PC20 > -1.521745
## PC30 > -0.6383737
## PC40 <= 0.4993358
## PC44 <= 0.6184465
## PC45 > -0.4375444
## PC53 <= 1.244309
## PC60 > -1.113875
## PC70 <= 0.6232999
## PC82 > -0.1021896
## PC84 <= 0.5910042
## PC98 > -0.9144674
## -> class 1\|3 [0.837]
##
## Rule 3/151: (82.3/15.5, lift 13.4)
## PC3 > 1.640775
## PC15 > -1.571989
## PC16 > 0.9959877
## PC58 > -0.9120947
## PC93 <= -0.5394949
## -> class 1\|3 [0.804]
##
## Rule 3/152: (3792.7/2809.6, lift 4.3)
## PC1 > -0.430681
## PC2 <= 2.60032
## -> class 1\|3 [0.259]
##
## Rule 3/153: (684.7/0.9, lift 11.9)
## PC2 <= 2.60032
## PC8 > 1.706811
## PC10 <= 0.4840528
## PC11 > -0.9337804
## PC12 > -0.3991949
## PC26 <= 2.837792
## PC28 <= 0.1391531
## PC46 <= 1.188833
## PC54 > -2.008829
## PC60 > -0.2222995
## PC70 <= 0.05402803
## PC84 > -0.2130711
## PC96 > -0.3563694
## -> class 2\|0 [0.997]
##
## Rule 3/154: (618/3.1, lift 11.8)
## PC2 <= 2.60032
## PC8 > 1.706811
## PC11 > -0.9337804
## PC21 > -0.2469342
## PC31 <= 1.669284
## PC34 <= -0.2263519
## PC60 > -0.2222995
## -> class 2\|0 [0.993]
##
## Rule 3/155: (479.2/5.2, lift 11.8)
## PC7 > 1.50783
## PC8 > 1.706811
## PC11 > -0.9337804
## PC21 > -0.2469342
## PC60 > -0.2222995
## PC96 > -0.3563694
## -> class 2\|0 [0.987]
##
## Rule 3/156: (160.8/1.3, lift 11.8)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC19 <= -0.07146794
## PC21 > -0.2469342
## PC53 > 0.9556477
## PC96 > -0.3563694
## -> class 2\|0 [0.986]
##
## Rule 3/157: (133.2/0.9, lift 11.8)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC9 <= 0.3539585
## PC14 <= 0.08337946
## PC16 > -1.941889
## PC21 > 0.5964558
## PC85 > -0.9423516
## PC94 <= 0.2139674
## -> class 2\|0 [0.986]
##
## Rule 3/158: (79.4/0.4, lift 11.7)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC83 > 0.3446951
## -> class 2\|0 [0.982]
##
## Rule 3/159: (110.1/1.3, lift 11.7)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.60032
## PC4 <= 0.25686
## PC8 > -0.2448918
## PC68 > -0.3420546
## PC78 > -0.4639421
## -> class 2\|0 [0.979]
##
## Rule 3/160: (550.6/10.9, lift 11.7)
## PC8 > 1.706811
## PC11 > -0.9337804
## PC12 > -0.3991949
## PC20 <= -0.08652406
## PC22 <= 1.071706
## PC26 <= 2.837792
## PC28 <= 0.1391531
## PC33 <= 0.5000122
## PC46 <= 1.188833
## PC54 > -2.008829
## PC60 > -0.2222995
## PC83 > -0.6572847
## PC84 > -0.2130711
## PC99 <= 0.4940604
## -> class 2\|0 [0.978]
##
## Rule 3/161: (37.1, lift 11.6)
## PC8 > 1.706811
## PC10 <= -0.1473955
## PC46 > 1.188833
## PC60 > -0.2222995
## PC84 > -0.2130711
## -> class 2\|0 [0.974]
##
## Rule 3/162: (504.4/35.9, lift 11.1)
## PC1 > -4.643776
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 > -0.9337804
## PC21 > -0.2469342
## PC53 <= 0.9556477
## PC68 > 0.6163667
## PC96 > -0.3563694
## -> class 2\|0 [0.927]
##
## Rule 3/163: (10.5/0.4, lift 10.5)
## PC1 <= -4.643776
## PC8 > 1.706811
## PC21 > -0.2469342
## PC60 <= -0.2222995
## -> class 2\|0 [0.884]
##
## Rule 3/164: (50.4/12.3, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC3 > -1.677802
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC12 > 2.326105
## PC47 <= -0.6694815
## -> class 2\|0 [0.746]
##
## Rule 3/165: (21.4/5.4, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC21 <= -0.363508
## PC44 > 0.5258224
## -> class 2\|0 [0.726]
##
## Rule 3/166: (225.8, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC18 <= -0.2351737
## PC20 > -0.4632906
## PC21 <= -0.2469342
## PC40 > -1.511018
## -> class 2\|1 [0.996]
##
## Rule 3/167: (212.6, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 <= -0.9337804
## PC21 > -0.2469342
## -> class 2\|1 [0.995]
##
## Rule 3/168: (103.4, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.04721471
## PC8 <= 1.706811
## PC10 <= -0.07753254
## PC11 > -1.958302
## PC32 <= 1.05426
## PC44 <= 0.5258224
## PC47 > -0.6694815
## PC68 <= -0.4394439
## -> class 2\|1 [0.991]
##
## Rule 3/169: (114, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC12 <= -0.3991949
## PC34 > -0.2263519
## PC60 > -0.2222995
## -> class 2\|1 [0.991]
##
## Rule 3/170: (174.2/0.9, lift 9.6)
## PC1 <= -0.430681
## PC7 > 0.4729115
## PC8 > 1.706811
## PC16 <= 0.3580772
## PC21 <= -0.2469342
## PC26 > -1.36668
## PC40 > -1.511018
## PC70 <= 0.3232791
## -> class 2\|1 [0.989]
##
## Rule 3/171: (85, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC33 > 0.5000122
## -> class 2\|1 [0.989]
##
## Rule 3/172: (68.5, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC38 > 0.978694
## PC65 <= 0.8662381
## -> class 2\|1 [0.986]
##
## Rule 3/173: (61.2, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC22 > 1.071706
## PC70 > 0.05402803
## -> class 2\|1 [0.984]
##
## Rule 3/174: (76.8/0.4, lift 9.5)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.60032
## PC4 <= 0.25686
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC68 <= -0.3420546
## PC83 <= 0.3446951
## -> class 2\|1 [0.982]
##
## Rule 3/175: (147.9/1.8, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC10 > 0.4840528
## PC60 > -0.2222995
## -> class 2\|1 [0.981]
##
## Rule 3/176: (240.7/4, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 > -0.2469342
## PC34 > -0.2263519
## PC84 <= -0.2130711
## -> class 2\|1 [0.979]
##
## Rule 3/177: (105.4/1.3, lift 9.4)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC20 > -0.08652406
## PC21 > -0.2469342
## PC46 <= 1.188833
## PC70 > 0.05402803
## PC83 > -0.6572847
## PC84 > -0.2130711
## -> class 2\|1 [0.978]
##
## Rule 3/178: (43.2, lift 9.4)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC34 > -0.2263519
## PC60 > -0.2222995
## PC70 > 0.05402803
## PC99 > 0.4940604
## -> class 2\|1 [0.978]
##
## Rule 3/179: (59.9/0.4, lift 9.4)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 > -0.2469342
## PC28 > 0.1391531
## -> class 2\|1 [0.977]
##
## Rule 3/180: (94.1/1.3, lift 9.4)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.04721471
## PC8 <= 1.706811
## PC12 > -2.779273
## PC34 <= 0.2205974
## PC44 <= 0.5258224
## PC45 <= -0.01090586
## PC59 > -0.2590934
## PC69 <= 0.2370454
## -> class 2\|1 [0.976]
##
## Rule 3/181: (38.5, lift 9.4)
## PC2 <= -1.025067
## PC4 <= 0.25686
## PC8 > -0.04721471
## PC12 > -2.779273
## PC32 <= 1.05426
## PC47 > -0.6694815
## PC59 > 0.6701341
## PC88 > -0.3389637
## -> class 2\|1 [0.975]
##
## Rule 3/182: (52.4/0.4, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC47 > -0.6694815
## PC55 <= -0.8519135
## -> class 2\|1 [0.973]
##
## Rule 3/183: (34.3, lift 9.4)
## PC2 <= -1.025067
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC38 > 0.2780109
## PC47 <= -0.6694815
## PC63 > -0.01765974
## -> class 2\|1 [0.972]
##
## Rule 3/184: (33, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC12 > -2.779273
## PC32 <= 1.05426
## PC47 > -0.6694815
## PC65 > 0.8662381
## -> class 2\|1 [0.971]
##
## Rule 3/185: (29, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC4 <= -0.4762218
## PC8 <= 1.706811
## PC44 <= 0.3909043
## PC69 <= 0.2370454
## -> class 2\|1 [0.968]
##
## Rule 3/186: (29.2, lift 9.3)
## PC8 > 1.706811
## PC19 > -0.07146794
## PC21 > -0.2469342
## PC53 > 0.9556477
## PC60 <= -0.2222995
## -> class 2\|1 [0.968]
##
## Rule 3/187: (27.4, lift 9.3)
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC12 > -2.779273
## PC21 > 1.952412
## PC45 > -0.01090586
## -> class 2\|1 [0.966]
##
## Rule 3/188: (26.2, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC4 <= 0.25686
## PC8 > -0.2448918
## PC12 > -2.779273
## PC88 > -0.3389637
## PC92 <= -0.5368034
## -> class 2\|1 [0.965]
##
## Rule 3/189: (105.5/3.1, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.04721471
## PC12 > -2.779273
## PC19 > -2.317307
## PC21 <= 1.952412
## PC32 <= 1.05426
## PC44 <= 0.5258224
## PC46 <= -0.386361
## PC69 <= 0.2370454
## -> class 2\|1 [0.962]
##
## Rule 3/190: (24, lift 9.3)
## PC1 > -0.430681
## PC1 <= 11.70365
## PC3 <= -0.078421
## PC9 <= 0.2364534
## PC21 <= 0.5964558
## PC31 > 0.02805567
## PC41 > 0.4274525
## -> class 2\|1 [0.962]
##
## Rule 3/191: (32.4/0.4, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC12 > -2.779273
## PC44 > 0.3909043
## PC44 <= 0.5258224
## PC47 > -0.6694815
## -> class 2\|1 [0.958]
##
## Rule 3/192: (96.4/3.1, lift 9.3)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC34 > -0.2263519
## PC83 <= -0.6572847
## -> class 2\|1 [0.958]
##
## Rule 3/193: (172.3/6.5, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC6 <= 0.3403621
## PC8 > -2.684477
## PC28 > 0.04321957
## PC99 > 1.25466
## -> class 2\|1 [0.957]
##
## Rule 3/194: (130.8/5.3, lift 9.2)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC10 > -0.1473955
## PC21 > -0.2469342
## PC34 > -0.2263519
## PC46 > 1.188833
## -> class 2\|1 [0.952]
##
## Rule 3/195: (18.3, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC44 <= 0.5258224
## PC47 > -0.6694815
## PC100 <= -1.118593
## -> class 2\|1 [0.951]
##
## Rule 3/196: (18.1, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.04721471
## PC8 <= 1.706811
## PC12 > -2.779273
## PC45 > -0.01090586
## PC88 <= -0.3389637
## -> class 2\|1 [0.950]
##
## Rule 3/197: (85.2/3.8, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC28 <= -0.2259787
## -> class 2\|1 [0.945]
##
## Rule 3/198: (484/27.1, lift 9.1)
## PC1 > -4.643776
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 > -0.2469342
## PC53 <= 0.9556477
## PC60 <= -0.2222995
## PC68 <= 0.6163667
## -> class 2\|1 [0.942]
##
## Rule 3/199: (15, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC27 > 0.7279255
## -> class 2\|1 [0.941]
##
## Rule 3/200: (14.4, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC45 > 0.3823274
## PC47 > -0.6694815
## -> class 2\|1 [0.939]
##
## Rule 3/201: (14.3, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC14 <= -0.7641849
## PC32 <= -1.807372
## PC57 <= -0.2006588
## -> class 2\|1 [0.939]
##
## Rule 3/202: (20.9/0.4, lift 9.0)
## PC1 <= -0.430681
## PC6 <= -3.087066
## PC63 > 0.06474769
## PC89 > -0.7323176
## -> class 2\|1 [0.937]
##
## Rule 3/203: (96.3/6.2, lift 8.9)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC26 > 2.837792
## PC96 > -0.3563694
## -> class 2\|1 [0.927]
##
## Rule 3/204: (11.7, lift 9.0)
## PC2 <= -1.025067
## PC4 <= 0.25686
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC44 <= 0.3909043
## PC45 > -0.01090586
## PC55 > -0.8519135
## PC59 <= 0.6701341
## PC69 <= 0.2370454
## PC76 > 0.4272273
## -> class 2\|1 [0.927]
##
## Rule 3/205: (11.2, lift 8.9)
## PC1 <= -0.430681
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC19 <= -2.317307
## PC47 > -0.6694815
## -> class 2\|1 [0.924]
##
## Rule 3/206: (27.4/1.3, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC12 > 5.358043
## -> class 2\|1 [0.921]
##
## Rule 3/207: (56.2/4, lift 8.8)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC54 <= -2.008829
## -> class 2\|1 [0.914]
##
## Rule 3/208: (24.4/1.3, lift 8.8)
## PC1 > -0.430681
## PC2 <= 2.60032
## PC15 > -3.116849
## PC16 > -1.941889
## PC21 > 0.5964558
## PC80 <= 0.06850778
## PC94 > 0.2139674
## -> class 2\|1 [0.912]
##
## Rule 3/209: (72.5/5.8, lift 8.8)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC4 <= -0.07738709
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC12 > -2.779273
## PC20 <= 0.1034476
## PC44 <= 0.3909043
## PC95 <= -0.1269479
## -> class 2\|1 [0.909]
##
## Rule 3/210: (7.4, lift 8.6)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC63 > 0.06474769
## PC63 <= 0.06538293
## -> class 2\|1 [0.894]
##
## Rule 3/211: (59.3/5.8, lift 8.6)
## PC2 <= -1.025067
## PC4 <= 0.25686
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC32 > 1.05426
## PC47 > -0.6694815
## PC69 <= 0.2370454
## -> class 2\|1 [0.890]
##
## Rule 3/212: (24/2.7, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC4 <= -0.07738709
## PC8 > -0.04721471
## PC8 <= 1.706811
## PC12 > -2.779273
## PC44 <= 0.3909043
## PC45 > -0.01090586
## PC100 > 0.4037213
## -> class 2\|1 [0.859]
##
## Rule 3/213: (150/20.6, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC4 <= -0.07738709
## PC8 > -0.04721471
## PC19 > -2.317307
## PC21 <= 1.952412
## PC44 <= 0.3909043
## PC55 > -0.8519135
## PC65 <= 0.8662381
## PC81 <= 0.06276903
## PC93 <= 0.5554105
## PC95 <= -0.1269479
## -> class 2\|1 [0.858]
##
## Rule 3/214: (67/13.7, lift 7.6)
## PC2 <= -1.025067
## PC4 <= 0.25686
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC22 > -0.7064604
## PC44 > 0.5258224
## PC47 > -0.6694815
## -> class 2\|1 [0.787]
##
## Rule 3/215: (29.1/7.4, lift 7.0)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC4 > 0.25686
## PC8 > -0.2448918
## -> class 2\|1 [0.730]
##
## Rule 3/216: (30.5/8.5, lift 6.8)
## PC1 > -0.430681
## PC1 <= 9.434016
## PC15 > -3.116849
## PC21 > 0.5964558
## PC60 <= -0.5242456
## PC80 > 0.06850778
## -> class 2\|1 [0.706]
##
## Rule 3/217: (123.5, lift 10.1)
## PC2 <= -1.025067
## PC4 > -0.4762218
## PC4 <= 0.25686
## PC8 > -0.2448918
## PC8 <= -0.04721471
## PC44 <= 0.5258224
## PC45 <= 0.3823274
## PC47 > -0.6694815
## PC65 <= 0.8662381
## PC69 <= 0.2370454
## PC99 <= 1.874359
## PC100 > -1.118593
## -> class 2\|2 [0.992]
##
## Rule 3/218: (73.7/0.4, lift 10.0)
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC19 > -2.317307
## PC20 > 0.1034476
## PC46 > -0.386361
## PC47 > -0.6694815
## PC93 > 0.5554105
## -> class 2\|2 [0.981]
##
## Rule 3/219: (156/6.7, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC28 > -0.2259787
## PC29 > 0.02692924
## PC35 > -0.6540792
## PC36 > 0.09391297
## PC47 > -0.8867225
## PC63 > -0.3658448
## PC63 <= 0.06474769
## PC67 <= 0.2330309
## PC68 <= 2.029282
## PC83 > -0.9610758
## -> class 2\|2 [0.952]
##
## Rule 3/220: (32.2/3.8, lift 8.7)
## PC1 > -0.430681
## PC1 <= 11.70365
## PC3 <= -0.078421
## PC16 > -1.941889
## PC21 <= 0.5964558
## PC31 <= 0.02805567
## PC38 <= 0.4092434
## PC41 > 0.4274525
## -> class 2\|2 [0.859]
##
## Rule 3/221: (16.8/2.2, lift 8.4)
## PC1 > -0.430681
## PC1 <= 11.70365
## PC2 <= 2.60032
## PC3 <= -0.078421
## PC9 <= 0.2364534
## PC15 > -3.116849
## PC20 <= 0.1808333
## PC41 <= 0.4274525
## PC78 > 0.20412
## -> class 2\|2 [0.828]
##
## Rule 3/222: (13.3/1.8, lift 8.3)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC27 > -0.7057388
## PC36 > 0.04839476
## PC36 <= 0.09391297
## PC62 <= 0.2143113
## PC63 <= 0.06474769
## PC79 <= 0.003055811
## -> class 2\|2 [0.819]
##
## Rule 3/223: (45.1/13.1, lift 7.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC27 <= -0.7057388
## PC63 <= 0.06474769
## PC99 <= 1.25466
## -> class 2\|2 [0.700]
##
## Rule 3/224: (15.8/5.2, lift 6.6)
## PC1 > -0.430681
## PC1 <= 9.434016
## PC9 <= 0.3539585
## PC15 > -3.116849
## PC21 > 0.5964558
## PC85 <= -0.9423516
## -> class 2\|2 [0.654]
##
## Rule 3/225: (8207.5/6314.9, lift 2.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## -> class 2\|2 [0.231]
##
## Rule 3/226: (208.5, lift 8.6)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC19 > -1.545447
## PC46 <= -0.1830866
## PC55 <= 1.596507
## PC75 > 0.268474
## PC91 > -0.6385668
## -> class 2\|3 [0.995]
##
## Rule 3/227: (183.8, lift 8.5)
## PC2 <= 2.60032
## PC8 <= -2.684477
## PC19 > -1.545447
## PC46 <= 0.332321
## PC75 <= 0.268474
## PC85 <= 0.7860593
## PC93 > 0.4416389
## -> class 2\|3 [0.995]
##
## Rule 3/228: (172.7, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC19 > -1.545447
## PC46 <= 0.332321
## PC75 <= 0.268474
## PC96 > 0.290455
## -> class 2\|3 [0.994]
##
## Rule 3/229: (116.1, lift 8.5)
## PC8 <= -2.684477
## PC11 > -4.090669
## PC19 > -1.545447
## PC22 <= -0.7646916
## PC46 <= 0.332321
## PC62 <= -0.3907135
## -> class 2\|3 [0.992]
##
## Rule 3/230: (104.6, lift 8.5)
## PC6 > -0.4848087
## PC8 <= -2.684477
## PC19 > -1.545447
## PC46 <= 0.332321
## PC75 > 0.268474
## PC79 > -0.1123921
## -> class 2\|3 [0.991]
##
## Rule 3/231: (157.8/0.4, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC43 <= -0.118896
## PC46 <= 0.332321
## PC62 > -0.3907135
## PC69 > -0.3454055
## PC75 <= 0.268474
## PC85 <= 0.7860593
## -> class 2\|3 [0.991]
##
## Rule 3/232: (99.6, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC19 > -1.545447
## PC24 > 0.5524306
## PC41 > -0.671379
## PC46 <= 0.332321
## PC69 > -0.3454055
## PC75 <= 0.268474
## PC85 <= 0.7860593
## PC96 <= 0.290455
## -> class 2\|3 [0.990]
##
## Rule 3/233: (75.8, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC10 > -0.2461918
## PC18 > 0.04615716
## PC27 > -0.7057388
## PC63 <= 0.06474769
## PC70 > 0.2094811
## PC88 <= 0.4071077
## PC89 > -0.7323176
## PC91 <= 1.377683
## -> class 2\|3 [0.987]
##
## Rule 3/234: (200.4/1.8, lift 8.5)
## PC2 <= 2.60032
## PC8 <= -2.684477
## PC11 > -4.090669
## PC16 <= 0.4402856
## PC19 > -1.545447
## PC22 <= 0.9148942
## PC24 <= 0.5524306
## PC62 > -0.3907135
## PC75 <= 0.268474
## PC85 <= 0.7860593
## PC98 > -0.1438113
## -> class 2\|3 [0.986]
##
## Rule 3/235: (70.9, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC16 > 0.4402856
## PC46 <= 0.332321
## PC69 > -0.3454055
## PC75 <= 0.268474
## -> class 2\|3 [0.986]
##
## Rule 3/236: (410.5/5.8, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC15 > -2.162155
## PC22 <= 1.28584
## PC27 > -0.7057388
## PC36 <= 0.04839476
## PC57 > -0.2006588
## PC62 <= 0.2143113
## PC63 <= 0.06474769
## PC70 <= 0.2094811
## PC88 <= 0.4071077
## PC89 > -0.7323176
## PC99 <= 1.25466
## -> class 2\|3 [0.984]
##
## Rule 3/237: (58.8, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC11 > -4.090669
## PC19 <= -1.545447
## PC46 <= 0.332321
## PC71 <= 0.6231174
## PC95 <= 0.000589953
## -> class 2\|3 [0.984]
##
## Rule 3/238: (50.2, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC27 > -0.7057388
## PC29 > 0.02692924
## PC35 <= -0.6540792
## PC63 > -0.3658448
## PC63 <= 0.06474769
## PC99 <= 1.25466
## -> class 2\|3 [0.981]
##
## Rule 3/239: (185.2/2.7, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC44 <= 0.8836542
## PC46 > 0.332321
## PC64 <= -0.180197
## -> class 2\|3 [0.980]
##
## Rule 3/240: (63.5/0.4, lift 8.4)
## PC8 <= -2.684477
## PC19 <= -1.545447
## PC94 > 0.8346831
## -> class 2\|3 [0.978]
##
## Rule 3/241: (42.1, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC36 > 0.09391297
## PC57 > -0.2006588
## PC63 <= 0.06474769
## PC83 <= -0.9610758
## PC89 > -0.7323176
## -> class 2\|3 [0.977]
##
## Rule 3/242: (40.7, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC22 <= -1.938803
## PC46 <= 0.332321
## -> class 2\|3 [0.977]
##
## Rule 3/243: (39, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC15 <= -2.162155
## PC28 > -0.2259787
## PC57 > -0.2006588
## PC95 <= 0.1109738
## -> class 2\|3 [0.976]
##
## Rule 3/244: (75.8/0.9, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC16 > 0.674357
## PC46 > 0.332321
## -> class 2\|3 [0.976]
##
## Rule 3/245: (122.1/2.2, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -0.2448918
## PC29 <= 0.02692924
## PC32 <= 1.601086
## PC36 > 0.09391297
## PC57 > -0.2006588
## PC63 <= 0.06474769
## PC81 > -0.497721
## PC89 > -0.7323176
## PC91 <= 1.377683
## -> class 2\|3 [0.974]
##
## Rule 3/246: (68.4/0.9, lift 8.4)
## PC1 > -0.430681
## PC9 <= -2.751183
## PC15 <= -3.116849
## PC43 <= -0.02553178
## PC50 > -0.5004689
## -> class 2\|3 [0.973]
##
## Rule 3/247: (236.5/5.8, lift 8.3)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC10 > -0.2461918
## PC15 > -2.162155
## PC22 <= 1.28584
## PC27 > -0.7057388
## PC36 <= 0.09391297
## PC57 > -0.2006588
## PC62 <= 0.2143113
## PC63 <= 0.06474769
## PC70 <= 0.2094811
## PC79 > 0.003055811
## PC88 <= 0.4071077
## PC89 > -0.7323176
## -> class 2\|3 [0.972]
##
## Rule 3/248: (137.5/3.6, lift 8.3)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC46 > 0.332321
## PC78 <= -0.214207
## -> class 2\|3 [0.967]
##
## Rule 3/249: (25.9, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC27 > -0.7057388
## PC32 <= 1.601086
## PC36 > 0.09391297
## PC47 <= -0.8867225
## PC57 > -0.2006588
## -> class 2\|3 [0.964]
##
## Rule 3/250: (47.8/0.9, lift 8.3)
## PC1 > -0.430681
## PC9 <= -2.751183
## PC15 <= -3.116849
## PC31 <= -0.3329965
## -> class 2\|3 [0.962]
##
## Rule 3/251: (20.7, lift 8.2)
## PC1 > -0.430681
## PC14 > 1.576791
## PC15 <= -3.116849
## PC50 > -0.5004689
## -> class 2\|3 [0.956]
##
## Rule 3/252: (20.9, lift 8.2)
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC32 <= 1.601086
## PC57 > -0.2006588
## PC63 > 0.06474769
## PC85 > 0.9071871
## PC89 > -0.7323176
## PC99 <= 1.25466
## -> class 2\|3 [0.956]
##
## Rule 3/253: (29/0.4, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC4 > 0.0297179
## PC8 <= -0.2448918
## PC11 > -4.090669
## PC19 <= -1.545447
## PC46 <= 0.332321
## -> class 2\|3 [0.953]
##
## Rule 3/254: (73.8/2.7, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC36 > 0.09391297
## PC57 > -0.2006588
## PC63 <= -0.3658448
## PC89 > -0.7323176
## PC91 <= 1.377683
## PC99 <= 1.25466
## -> class 2\|3 [0.952]
##
## Rule 3/255: (377.6/17.4, lift 8.2)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= -1.197344
## PC10 > -0.2461918
## PC15 > -2.162155
## PC22 <= 1.28584
## PC27 > -0.7057388
## PC36 <= 0.09391297
## PC57 > -0.2006588
## PC63 <= 0.06474769
## PC70 <= 0.2094811
## PC88 <= 0.4071077
## PC89 > -0.7323176
## PC91 <= 1.377683
## -> class 2\|3 [0.951]
##
## Rule 3/256: (17.3, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC12 <= 5.358043
## PC28 > -0.2259787
## PC32 <= 1.601086
## PC57 > -0.2006588
## PC63 > 0.06474769
## PC80 > 1.36517
## -> class 2\|3 [0.948]
##
## Rule 3/257: (16, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC12 <= 5.358043
## PC15 > 3.68311
## PC57 > -0.2006588
## PC63 > 0.06474769
## PC99 <= 1.25466
## -> class 2\|3 [0.944]
##
## Rule 3/258: (21.2/0.4, lift 8.1)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC11 > -4.090669
## PC13 > 0.3251544
## PC19 <= -1.545447
## -> class 2\|3 [0.938]
##
## Rule 3/259: (13.8, lift 8.0)
## PC1 <= -0.430681
## PC3 > 0.2067011
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC89 <= -0.7323176
## -> class 2\|3 [0.937]
##
## Rule 3/260: (137/9.5, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC10 <= -0.0008777652
## PC11 > -4.090669
## PC57 > -0.2006588
## PC63 > 0.06474769
## PC80 <= 1.36517
## -> class 2\|3 [0.924]
##
## Rule 3/261: (9.3, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC20 <= -0.4632906
## PC21 <= -0.2469342
## -> class 2\|3 [0.911]
##
## Rule 3/262: (8.8, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC28 <= -0.1319651
## PC57 > -0.2006588
## PC63 > 0.06474769
## PC89 > -0.7323176
## -> class 2\|3 [0.907]
##
## Rule 3/263: (28.2/3.6, lift 7.3)
## PC1 <= -0.430681
## PC8 <= -0.2448918
## PC11 > -4.090669
## PC14 > -0.7641849
## PC19 <= -2.968639
## PC57 <= -0.2006588
## -> class 2\|3 [0.849]
##
## Rule 3/264: (97.4/14.1, lift 7.3)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC32 <= 1.601086
## PC36 > 0.4590788
## PC63 > 0.06474769
## -> class 2\|3 [0.848]
##
## Rule 3/265: (43.9/8.3, lift 6.9)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -0.2448918
## PC8 <= 1.706811
## PC12 <= 2.326105
## PC32 <= -0.9878428
## PC38 <= 0.2780109
## PC47 <= -0.6694815
## -> class 2\|3 [0.798]
##
## Rule 3/266: (405.7/104.3, lift 6.4)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 <= 1.706811
## PC44 > -0.4799319
## PC44 <= 0.5258224
## PC69 > 0.2370454
## -> class 2\|3 [0.742]
##
## Rule 3/267: (196.8/114.2, lift 3.6)
## PC1 > -0.430681
## PC1 <= 11.70365
## PC2 <= 2.60032
## PC3 <= -0.078421
## PC16 > -1.941889
## PC21 <= 0.5964558
## -> class 2\|3 [0.421]
##
## Rule 3/268: (148.4, lift 21.4)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC11 <= -4.090669
## PC22 > -1.056395
## -> class 2\|4 [0.993]
##
## Rule 3/269: (148.1/0.4, lift 21.3)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC46 <= 0.332321
## PC69 <= -0.3454055
## PC100 > -1.260259
## -> class 2\|4 [0.990]
##
## Rule 3/270: (98.2/0.4, lift 21.2)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC19 <= -1.545447
## PC46 <= 0.332321
## PC71 > 0.6231174
## PC95 <= 0.000589953
## -> class 2\|4 [0.986]
##
## Rule 3/271: (170.9/2.7, lift 21.1)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC16 <= 0.4402856
## PC19 > -1.545447
## PC22 > -0.7646916
## PC46 <= 0.332321
## PC62 <= -0.3907135
## PC75 <= 0.268474
## PC96 <= 0.290455
## -> class 2\|4 [0.979]
##
## Rule 3/272: (38.1, lift 21.0)
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC16 <= 0.4402856
## PC22 > 0.9148942
## PC43 > -0.118896
## PC46 <= 0.332321
## PC75 <= 0.268474
## PC93 <= 0.4416389
## -> class 2\|4 [0.975]
##
## Rule 3/273: (97.2/1.8, lift 21.0)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC19 > -1.545447
## PC46 <= 0.332321
## PC75 <= 0.268474
## PC85 > 0.7860593
## -> class 2\|4 [0.972]
##
## Rule 3/274: (217.5/5.8, lift 20.9)
## PC4 <= 0.0297179
## PC8 <= -2.684477
## PC13 <= 0.3251544
## PC19 <= -1.545447
## PC22 > -1.938803
## PC46 <= 0.332321
## PC94 <= 0.8346831
## PC95 > 0.000589953
## -> class 2\|4 [0.969]
##
## Rule 3/275: (87.4/1.8, lift 20.9)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC11 > -4.090669
## PC19 > -1.545447
## PC24 > 0.5524306
## PC41 <= -0.671379
## PC43 > -0.118896
## PC46 <= 0.332321
## PC75 <= 0.268474
## PC93 <= 0.4416389
## PC96 <= 0.290455
## -> class 2\|4 [0.969]
##
## Rule 3/276: (69.2/1.8, lift 20.7)
## PC1 > -0.430681
## PC9 <= -2.751183
## PC14 <= 1.576791
## PC15 <= -3.116849
## PC31 > -0.3329965
## PC43 > -0.02553178
## -> class 2\|4 [0.961]
##
## Rule 3/277: (21.4/0.9, lift 19.8)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC15 <= -2.162155
## PC57 > -0.2006588
## PC95 > 0.1109738
## -> class 2\|4 [0.919]
##
## Rule 3/278: (11.1/0.4, lift 19.2)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC28 > -0.2259787
## PC32 > 1.924789
## PC57 <= -0.2006588
## -> class 2\|4 [0.890]
##
## Rule 3/279: (18.4/1.3, lift 19.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC10 > -0.2461918
## PC18 <= 0.04615716
## PC36 <= 0.09391297
## PC57 > -0.2006588
## PC63 <= 0.06474769
## PC70 > 0.2094811
## PC89 > -0.7323176
## -> class 2\|4 [0.886]
##
## Rule 3/280: (31.8/3.6, lift 18.7)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 <= -0.2448918
## PC10 <= -0.2461918
## PC15 > -2.162155
## PC36 <= 0.09391297
## PC63 <= 0.06474769
## -> class 2\|4 [0.865]
##
## Rule 3/281: (4.9, lift 18.4)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC11 > -4.090669
## PC55 > 1.596507
## PC69 > -0.3454055
## PC75 > 0.268474
## -> class 2\|4 [0.855]
##
## Rule 3/282: (30.8/4.9, lift 17.7)
## PC2 <= 2.60032
## PC8 <= -2.684477
## PC46 > -0.1830866
## PC46 <= 0.332321
## PC75 > 0.268474
## PC79 <= -0.1123921
## -> class 2\|4 [0.821]
##
## Rule 3/283: (305.6/75.5, lift 16.2)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC44 > 0.8836542
## PC88 <= 2.555035
## -> class 2\|4 [0.751]
##
## Rule 3/284: (17.6/5.8, lift 14.1)
## PC1 <= -0.430681
## PC2 <= 2.60032
## PC8 > -2.684477
## PC8 <= -0.2448918
## PC12 <= 5.358043
## PC22 > 1.28584
## PC27 > -0.7057388
## PC57 > -0.2006588
## PC63 <= 0.06474769
## PC91 <= 1.377683
## -> class 2\|4 [0.654]
##
## Rule 3/285: (22.5/9.6, lift 12.2)
## PC1 > -0.430681
## PC1 <= 9.434016
## PC15 > -3.116849
## PC16 > -1.941889
## PC21 > 0.5964558
## PC60 > -0.5242456
## PC80 > 0.06850778
## -> class 2\|4 [0.567]
##
## Default class: 2\|3
##
## ----- Trial 4: -----
##
## Rules:
##
## Rule 4/1: (92.9/1.4, lift 15.7)
## PC2 > 2.231518
## PC3 > -1.149961
## PC3 <= 1.640775
## PC9 <= 0.6609493
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC24 > 0.07643459
## PC27 > -1.178585
## PC52 <= 1.127432
## PC67 <= 0.4216114
## -> class 0\|0 [0.975]
##
## Rule 4/2: (49.8/1, lift 15.4)
## PC4 <= 8.34274
## PC13 <= 6.717022
## PC15 > -0.3703066
## PC18 > 2.052136
## PC18 <= 2.694565
## PC25 <= 0.8085691
## PC31 <= 0.1677662
## PC35 <= 0.4428198
## PC53 <= -0.3839569
## PC67 <= 0.5092735
## PC83 > -0.6185338
## -> class 0\|0 [0.961]
##
## Rule 4/3: (10.6, lift 14.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC32 > 1.976299
## PC42 > -3.974739
## -> class 0\|0 [0.921]
##
## Rule 4/4: (14.4/0.3, lift 14.7)
## PC5 <= 2.297995
## PC13 > 6.717022
## PC18 > 0.6478552
## PC31 > 0.1783828
## PC65 > 1.340178
## -> class 0\|0 [0.918]
##
## Rule 4/5: (104.4/11, lift 14.2)
## PC4 <= 8.34274
## PC12 <= 1.344201
## PC17 <= 3.847573
## PC18 > 0.6478552
## PC24 > 1.43178
## PC35 <= 0.4428198
## PC55 > -0.4350275
## PC55 <= 0.3941867
## PC62 <= 0.2248865
## -> class 0\|0 [0.887]
##
## Rule 4/6: (15.1/1, lift 14.2)
## PC2 > 2.231518
## PC3 <= -1.149961
## PC5 <= 2.297995
## PC13 > -4.293652
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC23 <= -0.2800649
## PC94 > 0.4838837
## -> class 0\|0 [0.882]
##
## Rule 4/7: (37.7/4.8, lift 13.7)
## PC2 > 2.231518
## PC5 <= 2.297995
## PC18 > 0.6478552
## PC37 <= -0.2538081
## PC65 > 1.340178
## PC84 <= 0.9254242
## -> class 0\|0 [0.855]
##
## Rule 4/8: (43.3/6.2, lift 13.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > 0.6478552
## PC96 > 2.656743
## -> class 0\|0 [0.841]
##
## Rule 4/9: (3.6, lift 13.2)
## PC13 > 6.717022
## PC13 <= 6.826949
## PC65 > 1.340178
## -> class 0\|0 [0.822]
##
## Rule 4/10: (26.5/5.2, lift 12.5)
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC30 > 3.793511
## -> class 0\|0 [0.781]
##
## Rule 4/11: (13.6/3.1, lift 11.8)
## PC2 > 2.231518
## PC10 <= -1.226144
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC67 > 0.5365798
## -> class 0\|0 [0.735]
##
## Rule 4/12: (1604.5/572.3, lift 10.3)
## PC2 > 2.231518
## PC5 <= 2.297995
## PC13 <= 6.717022
## PC18 > 2.052136
## -> class 0\|0 [0.643]
##
## Rule 4/13: (232.5/0.3, lift 12.5)
## PC3 <= -1.149961
## PC5 <= 2.297995
## PC13 <= 6.717022
## PC18 > 1.108336
## PC18 <= 2.052136
## PC21 <= 0.4791392
## PC32 <= 1.976299
## PC42 <= 2.638718
## PC94 <= 0.4838837
## -> class 0\|1 [0.994]
##
## Rule 4/14: (174.6/0.3, lift 12.4)
## PC2 > 2.231518
## PC10 <= -1.226144
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC23 > -1.743803
## PC30 <= 3.793511
## PC55 > -0.06528703
## PC60 <= -0.4093583
## PC67 <= 0.5365798
## -> class 0\|1 [0.992]
##
## Rule 4/15: (82.9, lift 12.4)
## PC2 > 2.231518
## PC4 <= 8.34274
## PC12 > 1.344201
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC25 <= 0.8085691
## PC32 <= 0.7004737
## -> class 0\|1 [0.988]
##
## Rule 4/16: (67.5, lift 12.3)
## PC2 > 2.231518
## PC13 <= 6.717022
## PC18 > 2.052136
## PC35 > 0.4428198
## PC42 <= 2.638718
## PC49 > -0.7290412
## PC71 <= 0.7118299
## -> class 0\|1 [0.986]
##
## Rule 4/17: (65, lift 12.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC12 > -0.9735872
## PC18 <= 0.6478552
## PC57 > 0.2684259
## PC78 > 1.749331
## PC79 > -2.303877
## -> class 0\|1 [0.985]
##
## Rule 4/18: (80.1/0.3, lift 12.3)
## PC2 > 2.231518
## PC13 <= 6.717022
## PC18 > 2.052136
## PC31 <= 0.1677662
## PC55 <= -0.4350275
## -> class 0\|1 [0.984]
##
## Rule 4/19: (55.5, lift 12.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.6894831
## PC10 > -1.226144
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC40 > 0.1380526
## PC88 > -7.778881
## -> class 0\|1 [0.983]
##
## Rule 4/20: (138/1.4, lift 12.3)
## PC1 <= -0.5139899
## PC5 <= 2.297995
## PC13 <= 6.717022
## PC18 > 2.052136
## PC18 <= 2.694565
## PC32 <= 0.7004737
## PC53 > -0.3839569
## PC83 > -0.6185338
## -> class 0\|1 [0.983]
##
## Rule 4/21: (73.1/0.3, lift 12.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC15 > 0.9526109
## PC18 > 0.6478552
## PC24 <= 1.43178
## PC35 <= 0.4428198
## PC55 <= 0.3941867
## PC61 <= 0.0853081
## PC64 > -0.2022231
## PC83 > -0.6185338
## -> class 0\|1 [0.982]
##
## Rule 4/22: (227.1/4, lift 12.3)
## PC3 <= -1.149961
## PC5 <= 2.297995
## PC13 > -4.293652
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC21 <= 0.4791392
## PC32 > -1.371858
## PC32 <= 1.976299
## PC42 <= 2.638718
## PC79 <= 0.5565708
## PC94 <= 0.4838837
## -> class 0\|1 [0.978]
##
## Rule 4/23: (43.8, lift 12.3)
## PC4 <= 8.34274
## PC18 > 2.052136
## PC21 <= -0.9512883
## PC62 <= 0.2248865
## PC71 <= 0.7118299
## -> class 0\|1 [0.978]
##
## Rule 4/24: (35.8, lift 12.2)
## PC4 <= 8.34274
## PC13 <= 6.717022
## PC17 <= 3.847573
## PC18 > 2.052136
## PC32 <= 0.7004737
## PC42 <= 2.638718
## PC57 <= -1.367647
## -> class 0\|1 [0.974]
##
## Rule 4/25: (31.4, lift 12.2)
## PC2 > 2.231518
## PC5 <= 2.297995
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC27 <= -1.178585
## -> class 0\|1 [0.970]
##
## Rule 4/26: (28.1, lift 12.1)
## PC2 > 2.231518
## PC3 > -1.149961
## PC3 <= 1.640775
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC24 <= 0.07643459
## -> class 0\|1 [0.967]
##
## Rule 4/27: (57.3/1, lift 12.1)
## PC13 <= 6.717022
## PC18 > 2.052136
## PC21 <= 0.4791392
## PC25 > 0.8085691
## PC60 > -1.396197
## PC93 > -3.250893
## -> class 0\|1 [0.966]
##
## Rule 4/28: (23.5, lift 12.0)
## PC5 > 2.297995
## PC18 > 0.6478552
## PC30 > 4.336929
## PC42 > -3.974739
## -> class 0\|1 [0.961]
##
## Rule 4/29: (61.8/1.7, lift 12.0)
## PC5 <= 2.297995
## PC13 > 6.826949
## PC18 > 0.6478552
## PC31 <= 0.1783828
## PC37 > -0.2538081
## PC65 > 1.340178
## PC84 <= 0.9254242
## -> class 0\|1 [0.958]
##
## Rule 4/30: (20.5, lift 12.0)
## PC2 > 2.231518
## PC5 <= 2.297995
## PC17 <= 3.847573
## PC18 > 0.6478552
## PC33 > 3.523143
## PC83 <= -0.6185338
## -> class 0\|1 [0.956]
##
## Rule 4/31: (27.7/0.3, lift 12.0)
## PC10 <= -1.226144
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC20 > 2.114581
## PC67 <= 0.5365798
## -> class 0\|1 [0.955]
##
## Rule 4/32: (130.7/5.5, lift 11.9)
## PC1 <= -0.5139899
## PC2 > 2.231518
## PC4 <= 8.34274
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC42 <= 2.638718
## PC57 > -1.367647
## PC61 > 0.0853081
## PC62 <= 0.2248865
## -> class 0\|1 [0.951]
##
## Rule 4/33: (285.7/16.4, lift 11.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC10 <= -1.226144
## PC13 <= 1.643236
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC21 > -0.9317714
## PC23 > -1.743803
## PC30 <= 3.793511
## PC47 <= 0.6875997
## PC55 > -0.06528703
## PC67 <= 0.5365798
## PC76 <= 1.039522
## PC89 > -0.2596491
## PC97 > -0.2990219
## -> class 0\|1 [0.939]
##
## Rule 4/34: (13.6, lift 11.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= 0.6478552
## PC94 > 1.080399
## PC96 <= 1.314664
## -> class 0\|1 [0.936]
##
## Rule 4/35: (13.3, lift 11.7)
## PC2 > 2.231518
## PC6 > 0.1386611
## PC6 <= 0.2633233
## PC10 <= -1.226144
## PC13 <= 1.643236
## PC18 > -1.015757
## PC18 <= 0.6478552
## -> class 0\|1 [0.935]
##
## Rule 4/36: (26.7/1, lift 11.6)
## PC2 > 2.231518
## PC7 <= -1.021488
## PC18 > 2.694565
## PC32 <= 0.7004737
## PC42 <= 2.638718
## -> class 0\|1 [0.930]
##
## Rule 4/37: (22/0.7, lift 11.6)
## PC4 <= 8.34274
## PC5 <= 2.297995
## PC7 > -1.021488
## PC13 <= 6.717022
## PC18 > 2.694565
## PC32 <= 0.7004737
## PC55 > 0.3941867
## PC71 <= 0.7118299
## PC83 > -0.6185338
## -> class 0\|1 [0.930]
##
## Rule 4/38: (10.7, lift 11.5)
## PC2 > 2.231518
## PC9 > 0.6609493
## PC18 > 0.6478552
## PC18 <= 2.052136
## -> class 0\|1 [0.921]
##
## Rule 4/39: (65.9/4.5, lift 11.5)
## PC4 > 8.34274
## PC5 <= 2.297995
## PC18 > 0.6478552
## -> class 0\|1 [0.919]
##
## Rule 4/40: (205/16.3, lift 11.5)
## PC3 <= -1.149961
## PC5 <= 2.297995
## PC13 > -4.293652
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC21 <= 0.4791392
## PC23 > -0.2800649
## PC32 > -1.371858
## PC32 <= 1.976299
## -> class 0\|1 [0.917]
##
## Rule 4/41: (9.5, lift 11.4)
## PC2 > 2.231518
## PC3 > -1.149961
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC52 > 1.127432
## -> class 0\|1 [0.913]
##
## Rule 4/42: (8.5, lift 11.3)
## PC5 > 2.297995
## PC10 <= -0.821452
## PC18 > 0.6478552
## -> class 0\|1 [0.904]
##
## Rule 4/43: (11.6/0.3, lift 11.3)
## PC2 > 2.231518
## PC3 > -1.149961
## PC18 > 0.6478552
## PC18 <= 2.052136
## PC67 > 0.4216114
## -> class 0\|1 [0.901]
##
## Rule 4/44: (57.8/5.1, lift 11.2)
## PC5 <= 2.297995
## PC13 <= 6.717022
## PC17 <= 3.847573
## PC18 > 2.052136
## PC21 <= 0.4791392
## PC31 > 0.1677662
## PC71 <= 0.7118299
## PC83 > -0.6185338
## -> class 0\|1 [0.898]
##
## Rule 4/45: (7.6, lift 11.2)
## PC5 <= 2.297995
## PC13 > 6.717022
## PC42 > -3.974739
## PC96 > 1.294732
## -> class 0\|1 [0.896]
##
## Rule 4/46: (135.9/14.4, lift 11.1)
## PC1 <= -0.5139899
## PC2 > 2.231518
## PC4 <= 8.34274
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC32 <= 0.7004737
## PC42 <= 2.638718
## PC62 <= 0.2248865
## PC64 <= -0.2022231
## PC71 <= 0.7118299
## PC83 > -0.6185338
## -> class 0\|1 [0.889]
##
## Rule 4/47: (5.5, lift 10.9)
## PC7 <= -0.7458541
## PC18 <= -1.015757
## PC44 > 1.971034
## PC78 <= 1.749331
## PC96 <= 1.314664
## -> class 0\|1 [0.867]
##
## Rule 4/48: (89.6/11.5, lift 10.8)
## PC1 <= -0.5139899
## PC5 > -0.7533382
## PC5 <= 2.297995
## PC18 > 2.052136
## PC32 <= 0.7004737
## PC35 <= 0.4428198
## PC59 > -0.1885396
## PC62 <= 0.2248865
## PC77 <= -0.02019867
## PC83 > -0.6185338
## -> class 0\|1 [0.864]
##
## Rule 4/49: (35.7/8.6, lift 9.3)
## PC1 <= -0.5139899
## PC2 > 2.231518
## PC5 <= -0.7533382
## PC7 > -1.021488
## PC18 > 0.6478552
## PC71 <= 0.7118299
## -> class 0\|1 [0.745]
##
## Rule 4/50: (58.4, lift 9.6)
## PC3 <= 1.640775
## PC9 <= 0.5237662
## PC16 > -0.3373514
## PC18 <= -1.015757
## PC30 > -3.287082
## PC41 > 0.2012752
## PC42 > -0.9838594
## PC61 > -0.3682593
## PC71 > -0.4756557
## -> class 0\|2 [0.983]
##
## Rule 4/51: (53.6, lift 9.6)
## PC7 > -0.7458541
## PC10 <= -2.28479
## PC18 <= -1.015757
## PC70 <= 1.162519
## PC75 <= -0.2893778
## PC83 <= 1.849678
## PC89 > -1.158267
## -> class 0\|2 [0.982]
##
## Rule 4/52: (53.7, lift 9.6)
## PC9 <= 0.5571359
## PC10 <= -2.28479
## PC16 > -0.3373514
## PC17 <= -0.7931207
## PC30 > -1.46451
## PC61 > -0.3682593
## PC78 <= 1.749331
## PC99 <= -0.2168633
## -> class 0\|2 [0.982]
##
## Rule 4/53: (52.8, lift 9.6)
## PC4 > 9.315482
## PC7 > -0.7458541
## PC18 <= -1.015757
## PC98 > -2.001637
## -> class 0\|2 [0.982]
##
## Rule 4/54: (46.2, lift 9.5)
## PC4 <= -5.58754
## PC11 <= -0.004094944
## PC18 <= 0.6478552
## PC42 > -0.9838594
## PC74 > -0.8125318
## PC88 <= 0.03757021
## PC98 > -2.001637
## -> class 0\|2 [0.979]
##
## Rule 4/55: (89.1/1, lift 9.5)
## PC9 <= 0.5571359
## PC12 > -0.6750504
## PC18 <= -1.015757
## PC32 > -1.10725
## PC38 > -2.00055
## PC39 > -1.561772
## PC61 <= -0.3682593
## PC83 <= 1.849678
## PC89 > -1.158267
## PC96 > -0.7333479
## PC96 <= -0.1064193
## PC97 <= 0.4390439
## -> class 0\|2 [0.978]
##
## Rule 4/56: (34.3, lift 9.5)
## PC2 > 8.098202
## PC12 > -0.6750504
## PC16 > -0.3373514
## PC28 > -1.327588
## PC32 > -1.10725
## PC39 > -1.561772
## PC61 > -0.3682593
## -> class 0\|2 [0.972]
##
## Rule 4/57: (43.8/0.3, lift 9.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC16 > -0.5689859
## PC18 <= 0.6478552
## PC32 > 2.270931
## PC42 > -0.9838594
## PC66 > -4.692316
## -> class 0\|2 [0.971]
##
## Rule 4/58: (75.7/1.4, lift 9.4)
## PC7 <= 0.4319536
## PC10 <= -2.28479
## PC18 <= -1.015757
## PC30 > -1.46451
## PC78 <= 1.749331
## PC81 <= 0.03965403
## PC87 > -0.1069828
## PC99 > -0.2168633
## -> class 0\|2 [0.970]
##
## Rule 4/59: (51.9/0.7, lift 9.4)
## PC4 > -7.664239
## PC10 <= -2.28479
## PC16 > -0.3373514
## PC18 <= -1.015757
## PC42 > -0.9838594
## PC57 > -0.5243457
## PC61 > 0.2620896
## -> class 0\|2 [0.969]
##
## Rule 4/60: (27.8, lift 9.4)
## PC10 <= -2.28479
## PC17 > -0.7931207
## PC18 <= -1.015757
## PC57 > -0.5243457
## -> class 0\|2 [0.966]
##
## Rule 4/61: (161.3/4.8, lift 9.4)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC9 <= 0.5571359
## PC18 <= -1.015757
## PC32 <= -1.10725
## PC39 > -1.561772
## PC87 > -0.5638671
## PC88 > -2.590466
## PC89 > -1.158267
## PC96 > -0.6344218
## PC98 > -2.001637
## -> class 0\|2 [0.965]
##
## Rule 4/62: (29/0.3, lift 9.3)
## PC4 > -7.664239
## PC4 <= -6.572582
## PC18 <= 0.6478552
## PC83 <= 1.849678
## PC90 <= -0.941981
## -> class 0\|2 [0.957]
##
## Rule 4/63: (19.9, lift 9.3)
## PC11 <= -0.004094944
## PC12 > -0.6750504
## PC18 <= -1.015757
## PC32 > -1.10725
## PC42 > -0.9838594
## PC57 > -1.309196
## PC57 <= 1.486717
## PC74 > -0.8125318
## PC88 > 0.03757021
## PC96 <= -0.272664
## PC98 > -2.001637
## -> class 0\|2 [0.954]
##
## Rule 4/64: (104.8/4, lift 9.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC9 > 0.5571359
## PC18 <= -1.015757
## PC50 <= 0.444156
## PC92 <= 1.22431
## -> class 0\|2 [0.954]
##
## Rule 4/65: (25.1/0.3, lift 9.3)
## PC7 > -0.7458541
## PC7 <= 0.4319536
## PC9 <= 0.5237662
## PC10 <= -3.622605
## PC18 <= -1.015757
## PC42 > -0.9838594
## PC78 <= 1.749331
## -> class 0\|2 [0.951]
##
## Rule 4/66: (53/1.7, lift 9.3)
## PC3 <= 1.640775
## PC18 <= -1.015757
## PC39 > -1.561772
## PC53 > -3.282235
## PC66 > -4.692316
## PC78 <= 1.749331
## PC83 > 1.849678
## PC86 > -1.535947
## -> class 0\|2 [0.951]
##
## Rule 4/67: (23/0.7, lift 9.1)
## PC12 > -0.6750504
## PC18 <= -1.015757
## PC57 > -1.309196
## PC57 <= 1.486717
## PC61 > -0.3682593
## PC79 > 2.061678
## PC89 > -1.158267
## -> class 0\|2 [0.933]
##
## Rule 4/68: (90.9/5.3, lift 9.1)
## PC3 <= 1.640775
## PC10 > -2.28479
## PC11 <= -0.004094944
## PC16 > -0.3373514
## PC18 <= -1.015757
## PC42 > -0.9838594
## PC57 > -1.309196
## PC61 > -0.3682593
## PC64 <= 1.101628
## PC83 <= 1.849678
## PC96 > -0.272664
## PC98 > -2.001637
## -> class 0\|2 [0.932]
##
## Rule 4/69: (16.8/0.3, lift 9.0)
## PC2 > 2.231518
## PC3 <= -1.149961
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC18 <= 1.108336
## PC42 > -3.974739
## PC79 > 0.5565708
## PC94 <= 0.4838837
## -> class 0\|2 [0.929]
##
## Rule 4/70: (68.5/4.4, lift 9.0)
## PC3 <= 1.640775
## PC12 > -0.6750504
## PC18 <= -1.015757
## PC28 <= -1.327588
## PC32 > -1.10725
## PC46 <= 0.00863261
## PC57 <= 1.486717
## PC61 > -0.3682593
## PC61 <= 0.6735228
## PC89 > -1.158267
## PC98 > -2.001637
## -> class 0\|2 [0.923]
##
## Rule 4/71: (46.6/3.4, lift 8.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC39 > -1.561772
## PC56 <= -6.408858
## PC78 <= 1.749331
## PC98 > -2.001637
## -> class 0\|2 [0.909]
##
## Rule 4/72: (43.1/3.5, lift 8.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > -2.28479
## PC12 > -0.6750504
## PC16 > -0.3373514
## PC30 > -3.287082
## PC43 <= 1.603265
## PC57 > -1.309196
## PC61 > -0.3682593
## PC64 > 1.101628
## PC83 <= 1.849678
## PC89 > -1.158267
## -> class 0\|2 [0.901]
##
## Rule 4/73: (48.2/4.1, lift 8.7)
## PC3 <= 1.640775
## PC16 > -0.3373514
## PC18 <= -1.015757
## PC39 > -1.561772
## PC57 > 1.486717
## PC61 > -0.3682593
## PC66 > -4.692316
## PC78 <= 1.749331
## PC89 > -1.158267
## -> class 0\|2 [0.897]
##
## Rule 4/74: (110/11, lift 8.7)
## PC4 <= -7.664239
## PC7 > -0.7458541
## PC18 <= -1.015757
## PC43 <= 0.3290616
## -> class 0\|2 [0.893]
##
## Rule 4/75: (64.6/6.3, lift 8.7)
## PC2 > 2.231518
## PC18 <= -1.015757
## PC28 > -1.327588
## PC35 > 0.5716601
## PC57 > -1.309196
## PC57 <= 1.486717
## PC98 > -2.001637
## -> class 0\|2 [0.890]
##
## Rule 4/76: (24.5/2, lift 8.6)
## PC7 > -0.7458541
## PC18 <= 0.6478552
## PC39 > -1.561772
## PC66 <= -4.692316
## PC78 <= 1.749331
## -> class 0\|2 [0.885]
##
## Rule 4/77: (114.1/15.8, lift 8.3)
## PC3 <= 1.640775
## PC12 > -0.6750504
## PC28 > -1.327588
## PC30 <= -3.287082
## PC57 > -1.309196
## PC61 > -0.3682593
## PC89 > -1.158267
## -> class 0\|2 [0.856]
##
## Rule 4/78: (109.4/15.3, lift 8.3)
## PC4 <= -6.572582
## PC10 > -2.28479
## PC16 > -0.3373514
## PC83 > 0.2075875
## PC87 > 0.06182541
## -> class 0\|2 [0.854]
##
## Rule 4/79: (47/7.4, lift 8.1)
## PC3 <= 1.640775
## PC5 > 1.795324
## PC12 > -0.6750504
## PC16 > -0.3373514
## PC18 <= -1.015757
## PC30 > -3.287082
## PC32 > -1.10725
## PC42 > -0.9838594
## PC57 > -1.309196
## PC57 <= 1.486717
## PC83 <= 1.849678
## -> class 0\|2 [0.828]
##
## Rule 4/80: (11.6/1.4, lift 8.0)
## PC2 > 2.231518
## PC4 <= 7.164011
## PC7 > -0.6894831
## PC8 > 0.05960579
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC85 <= -0.56347
## -> class 0\|2 [0.826]
##
## Rule 4/81: (12.3/1.7, lift 7.9)
## PC3 <= 1.640775
## PC16 > -0.3373514
## PC18 <= -1.015757
## PC28 > -1.327588
## PC30 > -3.287082
## PC57 > -1.309196
## PC61 > -0.3682593
## PC70 > 1.162519
## PC78 <= 1.749331
## PC89 > -1.158267
## -> class 0\|2 [0.811]
##
## Rule 4/82: (118.4/23.3, lift 7.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 > -7.664239
## PC18 <= -1.015757
## PC30 > -3.287082
## PC32 > -1.10725
## PC39 > -1.561772
## PC42 > -0.9838594
## PC61 > -0.3682593
## PC74 <= -0.8125318
## PC78 <= 1.749331
## PC83 <= 1.849678
## PC89 > -1.158267
## PC98 > -2.001637
## -> class 0\|2 [0.798]
##
## Rule 4/83: (6767.7/4720.6, lift 2.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## -> class 0\|2 [0.303]
##
## Rule 4/84: (8195.6/6148.6, lift 2.4)
## PC2 > 2.231518
## -> class 0\|2 [0.250]
##
## Rule 4/85: (79.9, lift 10.3)
## PC4 > -7.664239
## PC4 <= 9.315482
## PC16 > -0.3373514
## PC18 <= -1.015757
## PC28 > -1.327588
## PC33 <= 4.897779
## PC42 <= -0.9838594
## PC57 <= 1.486717
## PC61 > -0.3682593
## PC79 <= 2.061678
## -> class 0\|3 [0.988]
##
## Rule 4/86: (59.5, lift 10.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 > -7.664239
## PC4 <= 9.315482
## PC7 > -0.7458541
## PC10 > -2.28479
## PC11 > -0.004094944
## PC18 <= -1.015757
## PC32 > -1.10725
## PC43 <= 1.603265
## PC57 <= 1.486717
## PC61 > -0.3682593
## PC83 > 0.2075875
## PC87 <= 0.06182541
## PC89 > -1.158267
## -> class 0\|3 [0.984]
##
## Rule 4/87: (146.1/1.4, lift 10.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 7.164011
## PC7 > -0.6894831
## PC8 <= 0.05960579
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC69 > -2.290082
## PC85 <= -0.56347
## PC89 <= 1.340255
## -> class 0\|3 [0.984]
##
## Rule 4/88: (55, lift 10.3)
## PC2 > 2.231518
## PC4 <= 7.164011
## PC7 > -0.6894831
## PC10 > -1.226144
## PC16 <= 0.7294956
## PC18 <= 0.6478552
## PC92 <= -1.52676
## -> class 0\|3 [0.982]
##
## Rule 4/89: (52/0.3, lift 10.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.6894831
## PC10 > -1.226144
## PC16 > 0.7294956
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC79 <= 1.226561
## PC85 > -0.56347
## -> class 0\|3 [0.975]
##
## Rule 4/90: (52.4/0.3, lift 10.2)
## PC2 > 2.231518
## PC18 > 0.6478552
## PC42 <= -3.974739
## -> class 0\|3 [0.975]
##
## Rule 4/91: (24.6, lift 10.1)
## PC3 <= 1.640775
## PC15 <= -0.2495917
## PC18 <= -1.015757
## PC57 <= 0.2684259
## PC78 > 1.749331
## -> class 0\|3 [0.962]
##
## Rule 4/92: (23, lift 10.0)
## PC2 > 2.231518
## PC18 > 0.6478552
## PC84 <= -2.878953
## -> class 0\|3 [0.960]
##
## Rule 4/93: (25.7/0.3, lift 10.0)
## PC2 > 2.231518
## PC9 > 0.5571359
## PC18 <= -1.015757
## PC50 > 0.444156
## PC78 <= 1.749331
## -> class 0\|3 [0.952]
##
## Rule 4/94: (21/0.3, lift 9.9)
## PC2 > 2.231518
## PC12 <= -0.9735872
## PC18 <= 0.6478552
## PC78 > 1.749331
## PC79 > -2.303877
## -> class 0\|3 [0.942]
##
## Rule 4/95: (15, lift 9.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.6894831
## PC18 <= 0.6478552
## PC40 <= 0.1380526
## PC89 <= -0.6137685
## -> class 0\|3 [0.941]
##
## Rule 4/96: (60.3/2.7, lift 9.8)
## PC13 > 6.717022
## PC16 > -0.5664835
## PC18 > 0.6478552
## PC27 > 0.3886381
## -> class 0\|3 [0.940]
##
## Rule 4/97: (67.6/3.8, lift 9.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 7.164011
## PC7 > -0.6894831
## PC10 > -1.226144
## PC16 <= 0.7294956
## PC18 > -1.015757
## PC18 <= 0.6478552
## PC68 <= -0.5067189
## -> class 0\|3 [0.931]
##
## Rule 4/98: (10, lift 9.6)
## PC2 > 2.231518
## PC7 <= -0.6894831
## PC88 <= -7.778881
## -> class 0\|3 [0.917]
##
## Rule 4/99: (62.1/4.5, lift 9.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 <= -1.015757
## PC32 <= -1.10725
## PC83 <= 1.849678
## PC89 > -1.158267
## PC96 <= -0.6344218
## -> class 0\|3 [0.914]
##
## Rule 4/100: (16.6/0.7, lift 9.5)
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -1.015757
## PC33 <= -1.389535
## -> class 0\|3 [0.910]
##
## Rule 4/101: (7.3, lift 9.3)
## PC7 <= -0.7458541
## PC18 <= -1.015757
## PC78 > 1.503338
## PC78 <= 1.749331
## -> class 0\|3 [0.893]
##
## Rule 4/102: (21.8/2, lift 9.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 <= -1.015757
## PC22 > 1.937329
## PC78 <= 1.749331
## PC94 <= 1.080399
## PC96 <= 1.314664
## -> class 0\|3 [0.872]
##
## Rule 4/103: (25/2.7, lift 9.0)
## PC18 <= -1.015757
## PC38 > 0.8535601
## PC57 <= 0.2684259
## PC78 > 1.749331
## -> class 0\|3 [0.862]
##
## Rule 4/104: (2509.4/1051, lift 6.1)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC16 > -0.5689859
## PC18 <= -1.015757
## PC33 <= 4.897779
## PC78 <= 1.749331
## -> class 0\|3 [0.581]
##
## Rule 4/105: (519.8/6.3, lift 20.5)
## PC1 > -0.2205359
## PC3 <= 0.6345929
## PC6 <= 5.393637
## PC9 > 0.3598154
## PC62 <= 0.8420492
## PC70 <= 0.308062
## PC98 <= 0.3294852
## -> class 1\|0 [0.986]
##
## Rule 4/106: (61.6, lift 20.5)
## PC3 > 1.640775
## PC26 <= 0.07205261
## PC37 > 0.2996668
## PC50 > -0.2189273
## PC70 > 0.6546383
## PC77 <= 0.6599571
## PC83 <= 0.378292
## -> class 1\|0 [0.984]
##
## Rule 4/107: (49.4, lift 20.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC26 <= -0.891396
## PC33 > -0.5413352
## PC47 > -0.295758
## -> class 1\|0 [0.981]
##
## Rule 4/108: (42.2/0.7, lift 20.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC12 <= -0.07885167
## PC46 > 0.9321272
## PC65 > -0.2818728
## PC94 <= 0.1347898
## -> class 1\|0 [0.962]
##
## Rule 4/109: (67/2.8, lift 19.6)
## PC3 <= 0.7768359
## PC6 > 5.486373
## PC10 <= 0.9677527
## PC14 <= -1.890855
## -> class 1\|0 [0.945]
##
## Rule 4/110: (133.9/7.2, lift 19.5)
## PC3 > 1.640775
## PC8 > -3.618652
## PC15 > 1.021379
## PC26 <= 0.07205261
## PC30 > -0.8608859
## PC31 <= 0.21817
## PC33 > -0.5413352
## PC47 > -0.295758
## PC51 > 0.07648648
## PC66 > -0.4959794
## PC77 <= 0.6599571
## PC94 <= 0.1347898
## -> class 1\|0 [0.940]
##
## Rule 4/111: (90.6/4.6, lift 19.5)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC19 > 2.898044
## -> class 1\|0 [0.939]
##
## Rule 4/112: (13.8, lift 19.5)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC25 > 0.6327937
## PC51 <= 0.1499913
## -> class 1\|0 [0.937]
##
## Rule 4/113: (55.1/3.8, lift 19.0)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC13 <= -0.07400379
## PC16 <= 0.3594292
## PC51 <= 0.1499913
## PC65 > 0.6288375
## -> class 1\|0 [0.916]
##
## Rule 4/114: (7.2, lift 18.5)
## PC2 > 2.231518
## PC3 > 1.640775
## PC14 <= -1.253898
## PC94 <= 0.1347898
## -> class 1\|0 [0.892]
##
## Rule 4/115: (22/2.4, lift 17.8)
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC16 <= 0.3594292
## PC26 <= -0.6537028
## PC51 <= 0.1499913
## PC65 <= 0.6288375
## -> class 1\|0 [0.859]
##
## Rule 4/116: (92.1/0.3, lift 17.4)
## PC2 > 2.231518
## PC8 <= -3.618652
## PC16 <= 0.9959877
## PC50 > -0.2189273
## -> class 1\|1 [0.986]
##
## Rule 4/117: (154.2/2.4, lift 17.2)
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC13 <= -0.07400379
## PC16 <= 0.3594292
## PC26 > -0.6537028
## PC51 <= 0.1499913
## PC65 <= 0.6288375
## PC81 <= 1.281453
## PC90 <= 0.6714778
## PC92 <= 0.2050543
## -> class 1\|1 [0.978]
##
## Rule 4/118: (20.2, lift 16.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.9303704
## PC50 <= -0.2189273
## -> class 1\|1 [0.955]
##
## Rule 4/119: (17.2, lift 16.7)
## PC1 > -0.430681
## PC3 <= 0.5240355
## PC8 > -0.1416677
## PC9 <= 0.3598154
## PC55 <= -1.377527
## -> class 1\|1 [0.948]
##
## Rule 4/120: (21.5/0.3, lift 16.6)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC3 <= 0.7768359
## PC9 > 0.3598154
## PC51 <= 1.23125
## PC70 > 0.308062
## -> class 1\|1 [0.943]
##
## Rule 4/121: (38.1/1.7, lift 16.4)
## PC2 <= 2.231518
## PC3 > 0.8576757
## PC18 > 0.2037355
## PC19 > -1.326658
## PC38 <= 0.1343445
## PC65 <= 0.5363496
## -> class 1\|1 [0.933]
##
## Rule 4/122: (18.5/0.7, lift 16.2)
## PC1 > -0.430681
## PC3 <= 0.7768359
## PC10 > 0.9677527
## PC14 <= -1.890855
## -> class 1\|1 [0.918]
##
## Rule 4/123: (12.9/0.3, lift 16.0)
## PC2 <= 2.231518
## PC3 > 0.5240355
## PC9 <= 0.3598154
## PC84 > 0.9663338
## -> class 1\|1 [0.910]
##
## Rule 4/124: (24.1/1.4, lift 16.0)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC3 <= 0.7768359
## PC6 <= 5.393637
## PC9 > 0.3598154
## PC98 > 0.3294852
## -> class 1\|1 [0.909]
##
## Rule 4/125: (43.9/3.8, lift 15.8)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC3 > 0.5240355
## PC3 <= 0.8576757
## PC9 <= 0.3598154
## PC19 > -1.326658
## PC38 <= 0.1343445
## PC65 <= 0.5363496
## -> class 1\|1 [0.895]
##
## Rule 4/126: (29.7/2.4, lift 15.7)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC6 <= -2.397426
## PC8 <= -0.1416677
## PC19 <= -1.152695
## PC71 > -1.003351
## -> class 1\|1 [0.893]
##
## Rule 4/127: (27.5/2.4, lift 15.6)
## PC1 > -0.430681
## PC12 > 2.986485
## PC16 > 0.3594292
## PC19 <= 2.898044
## -> class 1\|1 [0.883]
##
## Rule 4/128: (97.6/11, lift 15.5)
## PC1 > -0.430681
## PC3 <= 0.7768359
## PC6 > 5.393637
## PC9 > 0.3598154
## PC14 > -1.890855
## PC51 <= 1.23125
## -> class 1\|1 [0.880]
##
## Rule 4/129: (12.5/1, lift 15.2)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC16 > 0.3594292
## PC51 <= -0.5538357
## PC58 > -0.227304
## -> class 1\|1 [0.860]
##
## Rule 4/130: (4.1, lift 14.7)
## PC3 > 9.230502
## PC16 > 0.9959877
## PC25 > 0.5164674
## -> class 1\|1 [0.836]
##
## Rule 4/131: (7.6/0.7, lift 14.5)
## PC3 <= 0.7768359
## PC6 > 5.393637
## PC6 <= 5.486373
## PC14 <= -1.890855
## -> class 1\|1 [0.825]
##
## Rule 4/132: (26.1/4.3, lift 14.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC50 <= -0.2189273
## PC82 > 0.2876726
## -> class 1\|1 [0.812]
##
## Rule 4/133: (37.4/7.9, lift 13.6)
## PC1 > 11.27169
## PC3 <= 0.5240355
## PC9 <= 0.3598154
## PC19 > -1.152695
## -> class 1\|1 [0.773]
##
## Rule 4/134: (80.3/24.5, lift 12.2)
## PC2 <= 2.231518
## PC3 > 0.6345929
## PC3 <= 0.7768359
## PC6 <= 5.393637
## PC51 <= 1.23125
## -> class 1\|1 [0.691]
##
## Rule 4/135: (11.3/5.6, lift 8.9)
## PC1 > -0.430681
## PC1 <= -0.2205359
## PC2 <= 2.231518
## PC9 > 0.3598154
## -> class 1\|1 [0.504]
##
## Rule 4/136: (1428/833.2, lift 7.3)
## PC2 > 2.231518
## PC3 > 1.640775
## -> class 1\|1 [0.417]
##
## Rule 4/137: (67.2/47.8, lift 5.2)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC62 > 0.8420492
## -> class 1\|1 [0.294]
##
## Rule 4/138: (116.2, lift 16.5)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC8 > 2.325726
## PC12 <= 2.986485
## PC16 > 0.3594292
## PC65 <= 0.4924395
## -> class 1\|2 [0.992]
##
## Rule 4/139: (159.2/0.3, lift 16.5)
## PC3 > 9.230502
## PC16 > 0.9959877
## PC25 <= 0.5164674
## -> class 1\|2 [0.992]
##
## Rule 4/140: (108.6, lift 16.5)
## PC3 > 0.5240355
## PC7 > 1.535702
## PC19 <= -1.326658
## -> class 1\|2 [0.991]
##
## Rule 4/141: (76.6, lift 16.4)
## PC3 > 1.640775
## PC6 <= -1.53543
## PC16 > -0.9303704
## PC16 <= 0.9959877
## PC50 <= -0.2189273
## PC82 <= 0.2876726
## -> class 1\|2 [0.987]
##
## Rule 4/142: (58.8, lift 16.4)
## PC3 > 0.5240355
## PC19 <= -1.326658
## PC47 <= -1.103278
## PC99 > -0.8137287
## -> class 1\|2 [0.984]
##
## Rule 4/143: (59.4, lift 16.4)
## PC1 > -0.430681
## PC19 <= -1.326658
## PC45 > -0.4046576
## PC67 > 0.2841622
## -> class 1\|2 [0.984]
##
## Rule 4/144: (52.2, lift 16.4)
## PC1 > -0.430681
## PC3 <= 0.5240355
## PC6 > -2.397426
## PC9 <= 0.3598154
## PC19 <= -1.152695
## PC68 > 0.4801002
## -> class 1\|2 [0.982]
##
## Rule 4/145: (48.3, lift 16.3)
## PC1 > 8.76875
## PC3 <= 0.5240355
## PC6 > -2.397426
## PC8 <= -0.1416677
## PC19 <= -1.152695
## -> class 1\|2 [0.980]
##
## Rule 4/146: (65.8/0.7, lift 16.2)
## PC1 > -0.430681
## PC19 <= -1.326658
## PC21 <= -1.71727
## -> class 1\|2 [0.975]
##
## Rule 4/147: (31.8, lift 16.2)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC16 > 0.3594292
## PC45 <= -0.1787286
## PC46 > 0.7675633
## PC65 <= 0.4924395
## PC100 > -0.004760643
## -> class 1\|2 [0.970]
##
## Rule 4/148: (30.5, lift 16.1)
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC16 > 0.3594292
## PC45 <= -0.1787286
## PC63 <= 0.2485727
## PC65 <= 0.4924395
## PC100 > -0.004760643
## -> class 1\|2 [0.969]
##
## Rule 4/149: (152/4, lift 16.1)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC12 <= 2.092504
## PC16 > 0.3594292
## PC45 > -0.1787286
## PC54 <= 1.381205
## PC63 > 0.1046904
## PC65 <= 0.4924395
## PC100 > -0.004760643
## -> class 1\|2 [0.968]
##
## Rule 4/150: (28.1, lift 16.1)
## PC2 <= 2.231518
## PC3 > 0.5240355
## PC8 > 1.443925
## PC9 <= 0.3598154
## PC84 <= 0.9663338
## -> class 1\|2 [0.967]
##
## Rule 4/151: (37.7/0.3, lift 16.1)
## PC2 > 2.231518
## PC3 > 1.640775
## PC22 <= -2.137337
## PC50 > -0.2189273
## PC72 > -1.307414
## -> class 1\|2 [0.966]
##
## Rule 4/152: (66.1/1.4, lift 16.1)
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC13 <= -0.07400379
## PC90 > 0.6714778
## -> class 1\|2 [0.965]
##
## Rule 4/153: (96.5/2.4, lift 16.1)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC12 <= 2.986485
## PC16 > 0.3594292
## PC51 > -0.5538357
## PC58 > -0.227304
## -> class 1\|2 [0.965]
##
## Rule 4/154: (24.3, lift 16.0)
## PC1 > -0.430681
## PC3 <= 0.7768359
## PC51 > 1.23125
## -> class 1\|2 [0.962]
##
## Rule 4/155: (42.1/0.7, lift 16.0)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC16 <= 0.3594292
## PC19 <= 2.898044
## PC25 <= 0.6327937
## PC26 > -0.6537028
## PC51 <= 0.1499913
## PC65 <= 0.6288375
## PC92 > 0.2050543
## -> class 1\|2 [0.962]
##
## Rule 4/156: (38.9/0.7, lift 16.0)
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC13 <= -0.07400379
## PC16 <= 0.3594292
## PC51 > 0.1499913
## -> class 1\|2 [0.959]
##
## Rule 4/157: (68.6/2.4, lift 15.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > 0.9959877
## PC21 <= 0.1765536
## PC82 <= -0.430374
## -> class 1\|2 [0.952]
##
## Rule 4/158: (19, lift 15.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > 0.9959877
## PC74 <= -1.942143
## -> class 1\|2 [0.952]
##
## Rule 4/159: (47.4/1.7, lift 15.7)
## PC3 > 0.5240355
## PC9 <= 0.3598154
## PC19 <= -1.326658
## PC45 <= -0.4046576
## -> class 1\|2 [0.945]
##
## Rule 4/160: (77.7/3.5, lift 15.7)
## PC2 <= 2.231518
## PC3 > 0.8576757
## PC9 <= 0.3598154
## PC18 <= 0.2037355
## PC19 > -1.326658
## PC38 <= 0.1343445
## PC65 <= 0.5363496
## -> class 1\|2 [0.944]
##
## Rule 4/161: (15.6, lift 15.7)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC16 <= 0.3594292
## PC65 <= 0.6288375
## PC81 > 1.281453
## -> class 1\|2 [0.943]
##
## Rule 4/162: (15, lift 15.7)
## PC2 > 2.231518
## PC8 <= 2.483391
## PC16 > 0.9959877
## PC19 > 0.8386177
## -> class 1\|2 [0.941]
##
## Rule 4/163: (20.2/0.3, lift 15.7)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC8 > -0.1416677
## PC9 <= 0.3598154
## PC43 <= -1.224874
## -> class 1\|2 [0.940]
##
## Rule 4/164: (13.6, lift 15.6)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC65 <= 0.4924395
## PC78 <= -1.319817
## -> class 1\|2 [0.936]
##
## Rule 4/165: (18.5/1, lift 15.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC50 > -0.2189273
## PC72 <= -1.307414
## -> class 1\|2 [0.902]
##
## Rule 4/166: (130.6/14.3, lift 14.7)
## PC1 > -0.430681
## PC3 > 0.5240355
## PC8 <= 1.443925
## PC19 <= -1.326658
## PC68 > 0.4331318
## -> class 1\|2 [0.885]
##
## Rule 4/167: (14.6/1, lift 14.6)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC12 <= 2.986485
## PC16 > 0.3594292
## PC45 <= -0.1787286
## PC100 > -0.004760643
## PC100 <= 0.08349315
## -> class 1\|2 [0.878]
##
## Rule 4/168: (115.5/14.1, lift 14.5)
## PC2 > 2.231518
## PC3 > 1.640775
## PC8 <= 2.483391
## PC16 > 0.9959877
## PC43 > 0.5184354
## -> class 1\|2 [0.872]
##
## Rule 4/169: (86.4/18.6, lift 13.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC83 <= -0.4240223
## PC94 > 0.1347898
## -> class 1\|2 [0.778]
##
## Rule 4/170: (104.4, lift 17.6)
## PC3 > 0.7768359
## PC8 <= 2.325726
## PC9 > 0.3598154
## PC16 > 0.3594292
## PC58 <= -0.227304
## PC78 > -1.319817
## PC100 <= -0.004760643
## -> class 1\|3 [0.991]
##
## Rule 4/171: (73.1/0.3, lift 17.5)
## PC3 > 0.7768359
## PC8 <= 2.325726
## PC16 > 0.3594292
## PC45 <= -0.1787286
## PC46 <= 0.7675633
## PC58 <= -0.227304
## PC63 > 0.2485727
## PC100 > 0.08349315
## -> class 1\|3 [0.982]
##
## Rule 4/172: (90.3/1, lift 17.4)
## PC3 > 0.5240355
## PC7 <= 1.535702
## PC9 <= 0.3598154
## PC19 <= -1.326658
## PC45 > -0.4046576
## PC84 <= 0.9663338
## PC99 <= -0.8137287
## -> class 1\|3 [0.978]
##
## Rule 4/173: (81/1.4, lift 17.3)
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC16 > 0.3594292
## PC65 > 0.4924395
## -> class 1\|3 [0.972]
##
## Rule 4/174: (63.1/1.4, lift 17.1)
## PC1 > -0.430681
## PC1 <= 8.76875
## PC3 <= 0.5240355
## PC8 <= -0.1416677
## PC19 <= -1.152695
## PC68 <= 0.4801002
## -> class 1\|3 [0.964]
##
## Rule 4/175: (51.6/1.4, lift 17.0)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC8 <= 2.325726
## PC12 <= 2.092504
## PC16 > 0.3594292
## PC45 > -0.1787286
## PC54 <= 1.381205
## PC58 <= -0.227304
## PC63 <= 0.1046904
## -> class 1\|3 [0.956]
##
## Rule 4/176: (286.9/19.9, lift 16.5)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC3 > 0.5240355
## PC7 <= 1.535702
## PC8 <= 1.443925
## PC9 <= 0.3598154
## PC19 <= -1.326658
## PC21 > -1.71727
## PC45 > -0.4046576
## PC47 > -1.103278
## PC67 <= 0.2841622
## PC68 <= 0.4331318
## -> class 1\|3 [0.927]
##
## Rule 4/177: (43.8/3.1, lift 16.2)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC3 > 0.5240355
## PC9 <= 0.3598154
## PC19 > -1.326658
## PC38 > 0.1343445
## -> class 1\|3 [0.911]
##
## Rule 4/178: (26.6/4.3, lift 14.5)
## PC1 > -0.430681
## PC8 <= 2.325726
## PC12 > 2.092504
## PC16 > 0.3594292
## PC45 > -0.1787286
## PC58 <= -0.227304
## PC65 <= 0.4924395
## -> class 1\|3 [0.815]
##
## Rule 4/179: (49.4/14.7, lift 12.3)
## PC2 <= 2.231518
## PC3 > 0.7768359
## PC9 > 0.3598154
## PC13 > -0.07400379
## PC16 <= 0.3594292
## -> class 1\|3 [0.694]
##
## Rule 4/180: (487.3/245.4, lift 8.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > 0.9959877
## -> class 1\|3 [0.496]
##
## Rule 4/181: (678.1/1, lift 11.8)
## PC8 > 1.961819
## PC11 > -0.9337804
## PC12 > -1.751479
## PC20 <= 0.07078993
## PC21 > -0.00591894
## PC30 <= 0.1732666
## PC59 <= 0.3535813
## PC60 > -0.5526092
## PC61 > -0.8677605
## PC63 <= 0.1700185
## PC70 <= 0.01552103
## PC71 <= 0.905302
## -> class 2\|0 [0.997]
##
## Rule 4/182: (82.9/0.3, lift 11.6)
## PC8 > 0.02357382
## PC11 > -0.9337804
## PC16 <= -0.3162605
## PC20 <= 0.00393261
## PC21 > -0.00591894
## PC60 <= -0.5526092
## PC88 > -0.1024168
## -> class 2\|0 [0.984]
##
## Rule 4/183: (194.2/4.1, lift 11.5)
## PC8 > 1.961819
## PC20 > -0.4843783
## PC21 > -0.00591894
## PC30 > 0.1732666
## PC30 <= 0.4605063
## PC33 <= 0.4998525
## PC37 <= -0.1446801
## PC41 <= 1.654412
## PC64 <= 0.1214927
## PC65 > -0.1854338
## PC71 <= 0.905302
## PC81 <= 0.2209059
## PC96 > -0.2486748
## -> class 2\|0 [0.974]
##
## Rule 4/184: (846.3/22.9, lift 11.5)
## PC8 > 1.961819
## PC11 > -0.9337804
## PC12 > -1.751479
## PC20 <= 0.07078993
## PC21 > -0.00591894
## PC30 <= 0.1732666
## PC31 > -0.8981806
## PC42 > -0.4200779
## PC59 <= 0.3535813
## PC60 > -0.5526092
## PC61 > -0.8677605
## PC62 <= 0.6718455
## PC63 <= 0.1700185
## PC71 <= 0.905302
## -> class 2\|0 [0.972]
##
## Rule 4/185: (114.2/4, lift 11.3)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC21 > -0.00591894
## PC69 > 0.2913302
## PC71 <= 0.905302
## -> class 2\|0 [0.957]
##
## Rule 4/186: (14.4, lift 11.1)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.231518
## PC8 > 0.02357382
## PC85 > 0.3702624
## -> class 2\|0 [0.939]
##
## Rule 4/187: (10.2, lift 10.8)
## PC2 <= 2.231518
## PC3 <= 0.5240355
## PC8 <= -0.1416677
## PC9 <= 0.3598154
## PC19 > -1.152695
## PC22 > 2.963706
## -> class 2\|0 [0.918]
##
## Rule 4/188: (30.2/1.7, lift 10.8)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.231518
## PC4 <= 0.25686
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC34 <= -0.3792612
## -> class 2\|0 [0.916]
##
## Rule 4/189: (51.2/6, lift 10.3)
## PC2 <= -1.025067
## PC7 > 0.1076993
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC12 > 1.255796
## PC41 <= 0.8772312
## PC44 > 0.5958036
## PC97 <= 0.9677103
## -> class 2\|0 [0.868]
##
## Rule 4/190: (743.6/135.2, lift 9.7)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC10 <= -0.1836163
## -> class 2\|0 [0.817]
##
## Rule 4/191: (691.4/269.2, lift 7.2)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC3 <= 0.5240355
## PC8 > -0.1416677
## PC9 <= 0.3598154
## PC10 <= 0.6600066
## PC62 <= 0.02773176
## PC71 > -0.7803868
## -> class 2\|0 [0.610]
##
## Rule 4/192: (146.8, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC12 <= -1.751479
## PC60 > -0.5526092
## -> class 2\|1 [0.993]
##
## Rule 4/193: (210.9/0.7, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC16 > -0.3162605
## PC21 > -0.00591894
## PC60 <= -0.5526092
## PC69 <= 0.2913302
## -> class 2\|1 [0.992]
##
## Rule 4/194: (103.6/0.3, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC31 > -0.8981806
## PC62 > 0.6718455
## PC70 > 0.01552103
## -> class 2\|1 [0.987]
##
## Rule 4/195: (52.2, lift 9.9)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC71 > 0.905302
## -> class 2\|1 [0.982]
##
## Rule 4/196: (201.5/3.5, lift 9.9)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC11 > -0.9337804
## PC60 <= -0.5526092
## PC88 <= -0.1024168
## -> class 2\|1 [0.978]
##
## Rule 4/197: (36.1/0.3, lift 9.7)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC30 > 0.1732666
## PC37 > -0.1446801
## PC64 <= 0.1214927
## -> class 2\|1 [0.965]
##
## Rule 4/198: (9.5, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC54 > 1.278528
## PC77 <= -0.03168669
## -> class 2\|1 [0.913]
##
## Rule 4/199: (85/7.9, lift 9.1)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC20 > 0.07078993
## PC21 > -0.00591894
## -> class 2\|1 [0.898]
##
## Rule 4/200: (195/23.4, lift 8.9)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC61 <= -0.8677605
## -> class 2\|1 [0.876]
##
## Rule 4/201: (148.3/58.6, lift 6.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -3.143631
## PC58 > 0.8084841
## -> class 2\|1 [0.603]
##
## Rule 4/202: (8523.5/6559, lift 2.3)
## PC2 <= 2.231518
## PC8 > -1.655082
## -> class 2\|1 [0.231]
##
## Rule 4/203: (116.7, lift 10.6)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC14 > -1.915472
## PC29 > -0.2439684
## PC44 <= 0.4351138
## PC63 > 0.1534764
## PC71 > -0.6133955
## -> class 2\|2 [0.992]
##
## Rule 4/204: (390/5.9, lift 10.5)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC26 > -2.258385
## PC57 <= 0.06046228
## PC60 <= -0.2665079
## PC76 <= 0.6715252
## PC87 > -0.8510116
## PC95 > -3.406552
## -> class 2\|2 [0.982]
##
## Rule 4/205: (265.6/6.2, lift 10.4)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC22 <= -0.8992757
## PC44 <= 0.5958036
## PC54 <= 1.278528
## PC77 <= -0.03168669
## PC84 <= 0.3357165
## PC94 > -0.9073437
## -> class 2\|2 [0.973]
##
## Rule 4/206: (58.3/0.7, lift 10.4)
## PC1 <= -0.430681
## PC8 > -3.421005
## PC8 <= -1.655082
## PC19 > -2.848473
## PC23 > 2.019395
## PC23 <= 2.996466
## PC34 <= 0.3351208
## PC98 > -0.1808752
## -> class 2\|2 [0.972]
##
## Rule 4/207: (130.7/2.7, lift 10.4)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.02357382
## PC8 <= 1.287458
## PC33 > -0.1837944
## PC37 > -0.4700274
## PC38 > -0.1902139
## PC38 <= 0.5584649
## PC44 <= 0.5958036
## PC46 > 0.1922994
## PC46 <= 1.275778
## PC47 <= 0.1768818
## PC66 <= 0.6391604
## PC87 > -0.6950347
## PC92 <= 0.09715775
## PC97 > -0.4590119
## -> class 2\|2 [0.972]
##
## Rule 4/208: (32.2, lift 10.3)
## PC1 <= -0.430681
## PC8 > 0.02357382
## PC19 > 3.385398
## PC44 <= 0.5958036
## PC80 <= 1.262911
## -> class 2\|2 [0.971]
##
## Rule 4/209: (43.7/0.3, lift 10.3)
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC12 <= 5.249692
## PC18 > 0.6395017
## PC44 <= 0.4351138
## -> class 2\|2 [0.971]
##
## Rule 4/210: (23.7, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC23 > 1.596539
## PC57 > 0.06046228
## -> class 2\|2 [0.961]
##
## Rule 4/211: (332.3/12.4, lift 10.2)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 > -3.421005
## PC8 <= 0.02357382
## PC15 > -1.162617
## PC31 <= 1.641206
## PC35 <= 0.6482608
## PC42 <= 0.007976791
## PC44 <= 0.06772712
## PC45 <= 0.2726218
## PC77 > -1.99408
## PC87 <= 0.3533733
## -> class 2\|2 [0.960]
##
## Rule 4/212: (47.3/1, lift 10.2)
## PC8 > -3.421005
## PC8 <= -1.655082
## PC31 > 1.641206
## PC85 > -0.08995343
## PC99 > -0.4630782
## -> class 2\|2 [0.959]
##
## Rule 4/213: (29.3/0.3, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC40 <= -1.818058
## PC90 <= 0.6984161
## -> class 2\|2 [0.957]
##
## Rule 4/214: (259.7/10.4, lift 10.2)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC22 <= -0.8992757
## PC34 > -0.09130598
## PC52 > -0.2154247
## PC84 <= 0.1518293
## -> class 2\|2 [0.956]
##
## Rule 4/215: (288.7/11.8, lift 10.2)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC10 > -0.297028
## PC29 > -0.2439684
## PC60 <= 2.7664
## PC69 > -0.2137933
## PC84 <= -0.1881279
## PC100 <= 3.830744
## -> class 2\|2 [0.956]
##
## Rule 4/216: (20.1, lift 10.2)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC12 <= 5.249692
## PC14 <= -1.915472
## PC44 <= 0.4351138
## PC57 > 0.06046228
## -> class 2\|2 [0.955]
##
## Rule 4/217: (479.3/24.4, lift 10.1)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC10 > -0.1156002
## PC12 <= 5.249692
## PC16 > -0.7786198
## PC26 > -2.258385
## PC33 <= 0.5246413
## PC43 <= 1.156461
## PC57 <= 0.06046228
## PC87 > -0.8510116
## PC95 > -3.406552
## PC100 <= 3.830744
## -> class 2\|2 [0.947]
##
## Rule 4/218: (44.2/1.7, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC23 > 2.996466
## -> class 2\|2 [0.942]
##
## Rule 4/219: (20.6/0.3, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -3.421005
## PC8 <= -1.655082
## PC23 <= 2.019395
## PC31 <= 1.641206
## PC43 <= -1.462826
## PC65 <= 0.9432499
## PC72 <= 0.9290846
## PC73 <= 0.8361935
## PC94 > -1.608204
## -> class 2\|2 [0.941]
##
## Rule 4/220: (20/0.3, lift 10.0)
## PC1 <= -0.430681
## PC8 > -3.421005
## PC8 <= -1.655082
## PC31 <= 1.641206
## PC44 <= 0.06772712
## PC73 <= 0.8361935
## PC77 <= -1.99408
## -> class 2\|2 [0.939]
##
## Rule 4/221: (11.8, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC4 <= 0.25686
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC12 <= 1.255796
## PC20 > 0.2233709
## PC44 > 0.5958036
## -> class 2\|2 [0.928]
##
## Rule 4/222: (11, lift 9.8)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC4 <= 0.25686
## PC6 > 2.814535
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC22 > -0.8992757
## -> class 2\|2 [0.923]
##
## Rule 4/223: (26.6/1.4, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC22 > -0.8992757
## PC44 <= 0.5958036
## PC58 > -0.9523199
## PC80 <= 1.262911
## PC97 <= -0.4590119
## -> class 2\|2 [0.918]
##
## Rule 4/224: (9, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > 0.02357382
## PC12 <= 1.255796
## PC24 > 0.8958374
## PC44 > 0.5958036
## -> class 2\|2 [0.909]
##
## Rule 4/225: (14.9/0.7, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC8 <= 1.961819
## PC44 <= 0.5958036
## PC80 <= 1.262911
## PC82 > 0.4047447
## PC97 > -0.4590119
## -> class 2\|2 [0.900]
##
## Rule 4/226: (283.9/30, lift 9.5)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC30 > 0.01702343
## PC44 <= 0.4351138
## PC51 <= 0.4635862
## PC56 <= 0.3746006
## PC74 <= 0.2671531
## -> class 2\|2 [0.892]
##
## Rule 4/227: (19.3/1.4, lift 9.5)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.02357382
## PC8 <= 1.287458
## PC22 > -0.8992757
## PC29 <= -0.1167518
## PC80 <= 1.262911
## PC90 <= 0.6984161
## -> class 2\|2 [0.889]
##
## Rule 4/228: (56/5.5, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC12 <= 5.249692
## PC51 > 0.4635862
## PC71 > -0.6133955
## -> class 2\|2 [0.888]
##
## Rule 4/229: (11.9/0.7, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC28 <= -0.1253675
## PC44 <= 0.4351138
## PC56 <= 0.3746006
## PC84 > -0.1881279
## -> class 2\|2 [0.879]
##
## Rule 4/230: (8.2/0.3, lift 9.3)
## PC1 <= -0.430681
## PC8 <= -3.421005
## PC46 > 0.4135565
## PC58 <= 0.8084841
## PC68 <= -0.4412823
## -> class 2\|2 [0.868]
##
## Rule 4/231: (47.8/7.3, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC56 <= 0.3746006
## PC57 > 0.06046228
## PC71 <= -0.6133955
## PC84 > -0.1881279
## -> class 2\|2 [0.834]
##
## Rule 4/232: (17.5/2.4, lift 8.8)
## PC1 <= -0.430681
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC22 > -0.8992757
## PC31 <= -1.120177
## PC44 <= 0.5958036
## PC58 > -0.9523199
## PC90 <= 0.6984161
## -> class 2\|2 [0.823]
##
## Rule 4/233: (41.9/8.7, lift 8.3)
## PC2 <= -1.025067
## PC4 <= 0.25686
## PC8 > 0.02357382
## PC8 <= 1.961819
## PC44 <= 0.5958036
## PC58 > -0.9523199
## PC66 > 0.6391604
## PC80 <= 1.262911
## PC90 <= 0.6984161
## -> class 2\|2 [0.778]
##
## Rule 4/234: (47.7/13.6, lift 7.5)
## PC2 <= 2.231518
## PC8 > -3.421005
## PC8 <= -1.655082
## PC23 <= 2.019395
## PC94 <= -1.608204
## -> class 2\|2 [0.706]
##
## Rule 4/235: (45/17.3, lift 6.5)
## PC1 > -0.430681
## PC1 <= 11.27169
## PC2 <= 2.231518
## PC3 <= 0.5240355
## PC8 <= -0.1416677
## PC19 > -1.152695
## PC22 <= 2.963706
## PC37 > -9.291889
## PC85 <= -0.4943444
## -> class 2\|2 [0.610]
##
## Rule 4/236: (149.9, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC12 <= 5.249692
## PC18 <= 0.6395017
## PC23 <= 1.596539
## PC28 > -0.1253675
## PC30 <= 0.01702343
## PC51 <= 0.4635862
## PC57 > 0.06046228
## PC63 <= 0.1534764
## PC84 > -0.1881279
## -> class 2\|3 [0.993]
##
## Rule 4/237: (194.9/0.3, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC23 <= 1.596539
## PC29 <= 0.3448451
## PC32 > -3.066327
## PC44 > 0.4351138
## PC51 <= 0.4635862
## PC56 <= 0.3746006
## PC57 > 0.06046228
## PC71 > -0.6133955
## PC84 > -0.1881279
## -> class 2\|3 [0.993]
##
## Rule 4/238: (133.9/0.3, lift 8.3)
## PC2 <= 2.231518
## PC8 <= -1.655082
## PC19 > -2.848473
## PC23 <= 2.019395
## PC31 <= 1.641206
## PC33 > -0.3431576
## PC35 <= 0.6482608
## PC42 <= 0.007976791
## PC43 > -1.462826
## PC44 <= 0.06772712
## PC87 > 0.3533733
## PC94 > -1.608204
## -> class 2\|3 [0.990]
##
## Rule 4/239: (158.6/1, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -3.421005
## PC16 > 0.3730076
## PC58 <= 0.8084841
## -> class 2\|3 [0.987]
##
## Rule 4/240: (47.6/0.7, lift 8.1)
## PC1 <= -0.7454903
## PC8 > -3.421005
## PC8 <= -1.655082
## PC44 > 0.06772712
## PC44 <= 0.164532
## PC54 <= 0.1183208
## PC65 <= 0.9432499
## -> class 2\|3 [0.966]
##
## Rule 4/241: (208.7/11.2, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC14 > -1.915472
## PC18 <= 0.6395017
## PC32 > -3.066327
## PC57 > 0.06046228
## PC74 > 0.2671531
## PC84 > -0.1881279
## -> class 2\|3 [0.942]
##
## Rule 4/242: (14.8, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC16 <= -0.7786198
## PC60 > -0.2665079
## -> class 2\|3 [0.940]
##
## Rule 4/243: (10.9, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC21 <= -0.00591894
## PC25 > 0.4639846
## -> class 2\|3 [0.923]
##
## Rule 4/244: (7.9, lift 7.5)
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC57 > 0.06046228
## PC84 <= -0.1881279
## PC88 <= -0.5087711
## -> class 2\|3 [0.899]
##
## Rule 4/245: (21.2/1.4, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC7 <= 0.1076993
## PC8 > 0.02357382
## PC12 > 1.255796
## PC44 > 0.5958036
## -> class 2\|3 [0.898]
##
## Rule 4/246: (184.7/18.9, lift 7.5)
## PC1 > -0.430681
## PC1 <= 11.27169
## PC2 <= 2.231518
## PC3 <= 0.5240355
## PC8 <= -0.1416677
## PC9 <= 0.3598154
## PC19 > -1.152695
## PC37 > -9.291889
## PC71 <= 0.3922682
## PC85 > -0.4943444
## -> class 2\|3 [0.894]
##
## Rule 4/247: (7.3, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC10 <= -0.297028
## PC57 > 0.06046228
## PC84 <= -0.1881279
## -> class 2\|3 [0.893]
##
## Rule 4/248: (128.5/16, lift 7.3)
## PC2 <= 2.231518
## PC8 <= 0.02357382
## PC10 <= -0.1156002
## PC26 > -2.258385
## PC57 <= 0.06046228
## PC60 > -0.2665079
## PC87 > -0.8510116
## -> class 2\|3 [0.870]
##
## Rule 4/249: (23.1/2.4, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC12 <= 5.249692
## PC43 > 1.156461
## PC60 > -0.2665079
## PC76 <= 0.6715252
## PC87 > -0.8510116
## -> class 2\|3 [0.865]
##
## Rule 4/250: (27/2.9, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC12 <= 5.249692
## PC26 <= -2.258385
## PC33 <= 0.5246413
## PC87 > -0.8510116
## -> class 2\|3 [0.864]
##
## Rule 4/251: (51/9.1, lift 6.8)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 <= 0.02357382
## PC12 <= 5.249692
## PC29 <= 0.3448451
## PC33 > 0.5246413
## PC57 <= 0.06046228
## PC87 > -0.8510116
## -> class 2\|3 [0.810]
##
## Rule 4/252: (11741.4/9353.3, lift 1.7)
## PC2 <= 2.231518
## -> class 2\|3 [0.203]
##
## Rule 4/253: (110.7, lift 24.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC11 <= -4.141527
## PC20 <= 0.3217192
## -> class 2\|4 [0.991]
##
## Rule 4/254: (139.9/0.7, lift 24.0)
## PC4 > -0.3231707
## PC8 <= -1.655082
## PC16 <= 0.3730076
## PC44 > -0.8575628
## PC46 <= 0.4135565
## PC55 <= 0.3119884
## PC71 > -0.42316
## PC74 > -0.3891049
## PC85 > -0.4825295
## PC89 <= 0.6216257
## PC96 <= -0.21405
## -> class 2\|4 [0.988]
##
## Rule 4/255: (77.7, lift 24.0)
## PC1 <= -0.430681
## PC8 <= -3.143631
## PC40 > 0.9512482
## PC58 > 0.8084841
## -> class 2\|4 [0.987]
##
## Rule 4/256: (138.2/1, lift 23.9)
## PC2 <= 2.231518
## PC8 <= -3.421005
## PC18 <= -0.218371
## PC22 > -1.900676
## PC26 <= 3.24851
## PC46 <= 0.4135565
## PC49 <= 0.1087696
## PC54 <= 2.086763
## PC71 > -0.42316
## PC76 <= 0.4847249
## PC85 > -0.4825295
## PC94 <= 0.8244115
## -> class 2\|4 [0.986]
##
## Rule 4/257: (101/1.4, lift 23.7)
## PC1 <= -0.430681
## PC8 <= -3.421005
## PC16 <= 0.3730076
## PC40 > 0.4865859
## PC49 > 0.1087696
## PC76 <= 0.4847249
## -> class 2\|4 [0.977]
##
## Rule 4/258: (64.5/1, lift 23.5)
## PC1 <= -0.430681
## PC8 <= -2.870956
## PC11 > -4.141527
## PC19 > -2.848473
## PC23 <= 2.019395
## PC29 <= 0.3514726
## PC44 > 0.164532
## PC58 <= 0.8084841
## PC85 > 0.7199095
## -> class 2\|4 [0.970]
##
## Rule 4/259: (84.6/1.7, lift 23.5)
## PC1 <= -0.430681
## PC8 <= -3.421005
## PC46 <= 0.4135565
## PC74 <= -0.3891049
## PC85 > -0.4825295
## PC92 <= 0.01612009
## -> class 2\|4 [0.969]
##
## Rule 4/260: (59.4/1, lift 23.5)
## PC1 > -0.430681
## PC1 <= 11.27169
## PC2 <= 2.231518
## PC3 <= 0.5240355
## PC9 <= 0.3598154
## PC10 <= -0.07667993
## PC19 > -1.152695
## PC19 <= 3.673504
## PC71 > 0.3922682
## -> class 2\|4 [0.967]
##
## Rule 4/261: (199.3/7.7, lift 23.2)
## PC4 > -0.3231707
## PC8 <= -3.421005
## PC16 <= -0.2113342
## PC22 > -1.900676
## PC26 <= 3.24851
## PC43 > 0.1442767
## PC49 <= 0.1087696
## PC54 <= 2.086763
## PC55 <= 0.3119884
## PC73 > -0.4513025
## PC76 <= 0.4847249
## PC85 > -0.4825295
## PC89 <= 0.6216257
## -> class 2\|4 [0.957]
##
## Rule 4/262: (41.3/1.4, lift 22.9)
## PC4 > -0.3231707
## PC8 <= -3.421005
## PC26 <= 3.24851
## PC38 <= -0.4032341
## PC43 <= 0.1442767
## PC44 > -0.8575628
## PC54 <= 2.086763
## PC55 <= 0.3119884
## PC73 > -0.4513025
## PC74 > -0.3891049
## PC85 > -0.4825295
## -> class 2\|4 [0.945]
##
## Rule 4/263: (50.9/3.6, lift 22.1)
## PC1 <= -0.430681
## PC8 > -3.421005
## PC8 <= -1.655082
## PC19 <= -2.848473
## PC35 <= 1.99291
## PC56 <= 0.04797471
## -> class 2\|4 [0.913]
##
## Rule 4/264: (7.5, lift 21.7)
## PC1 > -0.430681
## PC37 <= -9.291889
## -> class 2\|4 [0.895]
##
## Rule 4/265: (8.3/0.3, lift 21.1)
## PC2 <= 2.231518
## PC8 > -3.421005
## PC8 <= -1.655082
## PC29 > 0.3514726
## PC94 > -1.608204
## -> class 2\|4 [0.870]
##
## Rule 4/266: (73.1/31.5, lift 13.8)
## PC1 <= -0.430681
## PC8 <= -1.655082
## PC29 <= 0.3514726
## PC31 <= 1.641206
## PC65 > 0.9432499
## PC94 > -1.608204
## -> class 2\|4 [0.568]
##
## Rule 4/267: (33.2/15.2, lift 13.1)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.231518
## PC8 > -1.655082
## PC8 <= 0.02357382
## PC29 > 0.3448451
## -> class 2\|4 [0.541]
##
## Rule 4/268: (30.2/14, lift 13.0)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC8 > -3.421005
## PC8 <= -1.655082
## PC31 <= 1.641206
## PC44 > 0.06772712
## PC44 <= 0.164532
## PC54 > 0.1183208
## -> class 2\|4 [0.535]
##
## Default class: 2\|3
##
## ----- Trial 5: -----
##
## Rules:
##
## Rule 5/1: (197.2, lift 15.9)
## PC2 > 2.433167
## PC12 > -0.9899928
## PC13 <= 6.929861
## PC18 > 2.761912
## PC25 <= 1.063675
## PC60 <= 1.313884
## PC75 > 0.1887068
## -> class 0\|0 [0.995]
##
## Rule 5/2: (61.2, lift 15.7)
## PC3 > -0.6235371
## PC18 > 2.052136
## PC27 <= 1.865097
## -> class 0\|0 [0.984]
##
## Rule 5/3: (49.2, lift 15.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 6.929861
## PC16 <= -1.637456
## PC18 > -0.3695138
## PC25 <= 1.063675
## PC27 > -2.292617
## PC27 <= 1.865097
## PC51 > -1.657019
## PC81 <= -0.4809228
## -> class 0\|0 [0.980]
##
## Rule 5/4: (58.9/0.3, lift 15.6)
## PC13 <= 6.929861
## PC18 > 2.052136
## PC25 <= 1.063675
## PC27 > -2.292617
## PC27 <= 1.865097
## PC60 > 1.336533
## PC89 <= 1.660683
## -> class 0\|0 [0.979]
##
## Rule 5/5: (199.2/5.5, lift 15.5)
## PC2 > 2.433167
## PC13 <= 6.929861
## PC18 > 2.761912
## PC24 <= 3.740935
## PC25 <= 1.063675
## PC42 <= 1.60197
## PC60 <= 1.313884
## PC81 > -0.4809228
## PC91 <= -0.1427792
## -> class 0\|0 [0.968]
##
## Rule 5/6: (6.3, lift 14.0)
## PC13 > 6.929861
## PC14 <= 2.896038
## PC18 > 2.052136
## PC31 > 0.2019131
## PC46 <= 2.26159
## PC69 <= 7.598943
## PC93 <= -0.03721208
## -> class 0\|0 [0.879]
##
## Rule 5/7: (16.3/2.7, lift 12.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC41 > 0.4318216
## PC86 <= -2.895445
## -> class 0\|0 [0.800]
##
## Rule 5/8: (2496.7/1400.2, lift 7.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC18 > -0.3695138
## PC46 <= 2.26159
## PC52 <= 5.510559
## PC67 <= 0.7323884
## PC69 > -2.447945
## -> class 0\|0 [0.439]
##
## Rule 5/9: (116.1, lift 12.3)
## PC3 <= -0.6235371
## PC13 <= 6.929861
## PC14 > -0.5971768
## PC18 > 2.052136
## PC18 <= 2.761912
## PC53 > -0.7846105
## PC70 > -1.115771
## PC80 > -0.5108404
## PC89 > -0.009517741
## PC92 > -0.7149987
## PC95 <= 0.656617
## -> class 0\|1 [0.992]
##
## Rule 5/10: (98.4, lift 12.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 10.99372
## PC6 <= 0.1746644
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC87 > 0.1066178
## -> class 0\|1 [0.990]
##
## Rule 5/11: (73.4, lift 12.2)
## PC2 > 2.433167
## PC6 <= 0.1746644
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC17 > 0.2751059
## PC18 > -0.3695138
## PC18 <= 2.052136
## -> class 0\|1 [0.987]
##
## Rule 5/12: (58.6, lift 12.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 > -0.6150046
## PC18 <= -0.3695138
## PC28 <= 0.1777334
## PC41 > 0.4318216
## PC60 <= -0.299144
## PC86 > -2.895445
## -> class 0\|1 [0.984]
##
## Rule 5/13: (183.4/1.9, lift 12.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 > -1.443306
## PC8 > 0.131999
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC40 <= 2.841514
## PC43 <= 0.5440913
## -> class 0\|1 [0.984]
##
## Rule 5/14: (57, lift 12.2)
## PC14 > -0.5971768
## PC18 > 2.761912
## PC30 <= 0.8017316
## PC47 > -1.618971
## PC60 <= 1.336533
## PC73 <= -0.5556126
## PC75 <= 0.1887068
## PC92 > -0.7149987
## -> class 0\|1 [0.983]
##
## Rule 5/15: (360.8/5.6, lift 12.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 <= 0.1746644
## PC14 <= 0.5727633
## PC18 > 0.1388662
## PC18 <= 2.052136
## PC40 <= 2.841514
## PC43 <= 0.5440913
## PC46 <= 2.26159
## PC52 <= 5.510559
## PC65 > -1.006439
## PC85 <= 1.627723
## PC95 > -0.7743337
## PC97 <= 2.281143
## PC98 <= 0.7320648
## -> class 0\|1 [0.982]
##
## Rule 5/16: (52.9, lift 12.2)
## PC2 > 2.433167
## PC13 > 0.8367534
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC18 > -0.3695138
## PC18 <= 2.052136
## -> class 0\|1 [0.982]
##
## Rule 5/17: (81/0.5, lift 12.2)
## PC14 > -0.5971768
## PC18 > 2.052136
## PC30 <= 0.8017316
## PC70 > -1.115771
## PC75 <= 0.1887068
## PC87 > 0.2649642
## PC92 > -0.7149987
## -> class 0\|1 [0.982]
##
## Rule 5/18: (35.3, lift 12.1)
## PC13 <= 6.929861
## PC14 > -0.5971768
## PC18 > 2.052136
## PC27 <= 1.865097
## PC59 <= -2.102921
## PC70 > -1.115771
## -> class 0\|1 [0.973]
##
## Rule 5/19: (31.8, lift 12.0)
## PC14 > -1.782821
## PC14 <= 2.896038
## PC18 > 2.052136
## PC25 > 1.063675
## PC46 <= 2.26159
## -> class 0\|1 [0.970]
##
## Rule 5/20: (30.4, lift 12.0)
## PC14 > -1.782821
## PC18 > 2.052136
## PC27 <= 1.865097
## PC51 <= -1.657019
## -> class 0\|1 [0.969]
##
## Rule 5/21: (118.2/3.4, lift 12.0)
## PC3 <= -0.6235371
## PC13 <= 6.929861
## PC14 > -0.5971768
## PC18 > 2.052136
## PC18 <= 2.761912
## PC27 <= 1.865097
## PC34 <= 1.982037
## PC53 > -0.7846105
## PC80 > -0.5108404
## PC86 <= 0.08175334
## PC92 > -0.7149987
## -> class 0\|1 [0.963]
##
## Rule 5/22: (119.9/3.7, lift 11.9)
## PC13 <= 6.929861
## PC14 > -0.5971768
## PC16 > -1.637456
## PC18 > 2.052136
## PC60 <= 1.336533
## PC70 > -1.115771
## PC81 <= -0.4809228
## PC87 <= 0.7417881
## PC92 > -0.7149987
## -> class 0\|1 [0.962]
##
## Rule 5/23: (68.8/1.8, lift 11.9)
## PC3 <= 1.640775
## PC6 <= 0.02855038
## PC10 <= -0.9260765
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC95 > 0.1830176
## -> class 0\|1 [0.960]
##
## Rule 5/24: (23.3, lift 11.9)
## PC2 > 2.433167
## PC14 > -1.782821
## PC14 <= 2.896038
## PC18 > 2.052136
## PC41 > 0.186355
## PC92 <= -0.7149987
## -> class 0\|1 [0.960]
##
## Rule 5/25: (19.2, lift 11.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.3695138
## PC22 <= 1.940598
## PC41 <= 0.4318216
## PC94 > 1.003931
## -> class 0\|1 [0.953]
##
## Rule 5/26: (24.5/0.3, lift 11.8)
## PC2 > 2.433167
## PC18 > 2.052136
## PC27 > -2.292617
## PC87 <= 0.7417881
## PC90 > 0.9374611
## PC92 <= -0.7149987
## -> class 0\|1 [0.952]
##
## Rule 5/27: (152.7/6.5, lift 11.8)
## PC2 > 2.433167
## PC6 <= 0.1746644
## PC14 <= 0.5727633
## PC18 > 1.154123
## PC18 <= 2.052136
## PC40 <= 2.841514
## PC52 <= 5.510559
## PC69 > -2.447945
## PC85 <= 1.627723
## -> class 0\|1 [0.951]
##
## Rule 5/28: (23.7/0.3, lift 11.8)
## PC14 > -0.5971768
## PC18 > 2.052136
## PC70 > -1.115771
## PC70 <= -1.043304
## PC81 > -0.4809228
## PC92 > -0.7149987
## -> class 0\|1 [0.951]
##
## Rule 5/29: (18.4, lift 11.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC12 <= -0.9899928
## PC14 > -0.5971768
## PC18 > -0.3695138
## PC92 > -0.7149987
## -> class 0\|1 [0.951]
##
## Rule 5/30: (22.1/0.3, lift 11.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 0.1388662
## PC20 > -4.604566
## PC43 <= 0.5440913
## PC52 <= 5.510559
## PC62 <= -0.5834226
## -> class 0\|1 [0.948]
##
## Rule 5/31: (16.8, lift 11.8)
## PC14 > -1.782821
## PC14 <= 2.896038
## PC18 > 2.052136
## PC24 > 3.740935
## PC46 <= 2.26159
## PC47 > -1.618971
## PC70 > -1.115771
## -> class 0\|1 [0.947]
##
## Rule 5/32: (16.1, lift 11.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 6.929861
## PC14 > -0.5971768
## PC18 > -0.3695138
## PC60 > 0.6610076
## PC70 <= -1.115771
## PC89 <= 1.660683
## -> class 0\|1 [0.945]
##
## Rule 5/33: (66.2/2.9, lift 11.7)
## PC14 > -0.5971768
## PC14 <= 2.896038
## PC18 > 2.052136
## PC27 <= -2.292617
## PC47 > -1.618971
## -> class 0\|1 [0.943]
##
## Rule 5/34: (26.4/0.8, lift 11.6)
## PC18 > 2.052136
## PC21 > -0.870159
## PC30 <= 0.8017316
## PC41 <= -0.01856578
## PC47 > -1.618971
## PC60 <= 1.336533
## PC70 > 0.1094861
## PC75 <= 0.1887068
## PC92 > -0.7149987
## -> class 0\|1 [0.937]
##
## Rule 5/35: (86.1/5, lift 11.6)
## PC14 > -0.5971768
## PC14 <= 2.896038
## PC18 > 2.052136
## PC70 > -1.115771
## PC87 > 0.7417881
## -> class 0\|1 [0.932]
##
## Rule 5/36: (18.8/0.5, lift 11.5)
## PC14 <= 2.896038
## PC18 > 2.761912
## PC27 <= 1.865097
## PC70 > -1.043304
## PC75 <= 0.1887068
## PC89 > 0.4647106
## PC92 > -0.7149987
## -> class 0\|1 [0.927]
##
## Rule 5/37: (11.6, lift 11.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 > 0.1746644
## PC18 <= 2.052136
## PC65 <= 0.9310915
## PC97 > 0.5021749
## -> class 0\|1 [0.926]
##
## Rule 5/38: (35.5/2.1, lift 11.4)
## PC7 > -0.7458541
## PC18 <= -0.3695138
## PC26 > -0.1339708
## PC41 <= 0.4318216
## PC70 <= 2.791212
## PC78 > 2.492486
## -> class 0\|1 [0.916]
##
## Rule 5/39: (144.2/12, lift 11.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 > -1.443306
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC40 <= 2.841514
## PC46 <= 2.26159
## PC69 > -2.447945
## PC85 <= 1.627723
## PC86 <= -0.7616145
## -> class 0\|1 [0.911]
##
## Rule 5/40: (68/5.3, lift 11.3)
## PC13 <= 6.929861
## PC18 > 2.052136
## PC21 <= -0.870159
## PC70 > -1.115771
## PC91 > -0.1427792
## PC92 > -0.7149987
## -> class 0\|1 [0.910]
##
## Rule 5/41: (6.7, lift 11.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC75 > 0.1877152
## PC75 <= 0.1887068
## PC92 > -0.7149987
## -> class 0\|1 [0.885]
##
## Rule 5/42: (47.6/5.5, lift 10.8)
## PC13 <= 6.929861
## PC14 > -1.782821
## PC18 > 2.052136
## PC42 > 1.60197
## PC70 > -1.043304
## PC87 <= 0.7417881
## PC92 > -0.7149987
## -> class 0\|1 [0.869]
##
## Rule 5/43: (24.5/2.9, lift 10.6)
## PC18 > 2.052136
## PC27 <= 1.865097
## PC41 <= -0.01856578
## PC55 > 0.3689474
## PC70 > -1.115771
## PC73 > -0.5556126
## PC75 <= 0.1887068
## PC89 <= 0.4647106
## -> class 0\|1 [0.852]
##
## Rule 5/44: (56.1/11.8, lift 9.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 > -0.9857101
## PC18 <= -0.3695138
## PC22 <= 1.940598
## PC90 > -1.516673
## -> class 0\|1 [0.779]
##
## Rule 5/45: (82/18.9, lift 9.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= -0.4947444
## PC14 > -0.5971768
## PC18 > -0.3695138
## PC21 > -0.870159
## PC30 <= 0.8017316
## PC41 > -0.01856578
## PC75 <= 0.1887068
## PC92 > -0.7149987
## -> class 0\|1 [0.763]
##
## Rule 5/46: (3299.3/1889.8, lift 5.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## -> class 0\|1 [0.427]
##
## Rule 5/47: (80.7, lift 10.5)
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.9857101
## PC22 <= 1.940598
## PC41 <= 0.4318216
## PC55 <= 0.8730468
## PC56 > -0.8121327
## PC90 > -1.516673
## PC94 <= 1.003931
## -> class 0\|2 [0.988]
##
## Rule 5/48: (71.7, lift 10.5)
## PC4 <= -7.83144
## PC18 <= -0.3695138
## PC87 > 0.02911435
## -> class 0\|2 [0.986]
##
## Rule 5/49: (84.7/0.3, lift 10.5)
## PC7 > -0.7458541
## PC10 <= -2.278349
## PC18 <= -1.154317
## PC78 <= 2.492486
## PC86 > 0.6945281
## PC93 <= 0.9257153
## PC94 > 0.3533413
## -> class 0\|2 [0.985]
##
## Rule 5/50: (66.2, lift 10.5)
## PC4 > -7.83144
## PC7 > -0.7458541
## PC10 <= -2.278349
## PC18 <= -1.154317
## PC32 <= 2.436442
## PC58 > 0.9813177
## PC93 <= 0.9257153
## -> class 0\|2 [0.985]
##
## Rule 5/51: (77/0.3, lift 10.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -1.824607
## PC18 <= -1.154317
## PC27 > -2.597364
## PC30 <= 1.385025
## PC41 <= 0.4318216
## PC52 > -1.887242
## PC73 <= 2.295397
## PC80 > 0.2271974
## PC93 <= 0.9257153
## -> class 0\|2 [0.984]
##
## Rule 5/52: (51, lift 10.5)
## PC4 <= -6.926954
## PC7 > -0.7458541
## PC18 > -1.154317
## PC18 <= -0.3695138
## -> class 0\|2 [0.981]
##
## Rule 5/53: (76.5/0.5, lift 10.5)
## PC2 > 2.433167
## PC7 <= -0.3593628
## PC13 > 1.698335
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC46 <= 2.26159
## PC86 <= 4.013646
## -> class 0\|2 [0.981]
##
## Rule 5/54: (62.2/0.3, lift 10.5)
## PC10 > 6.479989
## PC14 > 2.896038
## PC71 <= 0.5490693
## -> class 0\|2 [0.980]
##
## Rule 5/55: (42.5, lift 10.4)
## PC2 > 2.433167
## PC6 > -1.443306
## PC14 <= 0.5727633
## PC18 > 0.1388662
## PC18 <= 2.052136
## PC20 > -4.604566
## PC40 <= 2.841514
## PC98 > 0.7320648
## -> class 0\|2 [0.978]
##
## Rule 5/56: (42.1, lift 10.4)
## PC4 <= -7.032351
## PC18 <= -0.3695138
## PC49 <= 0.6367925
## PC87 > 0.1963015
## -> class 0\|2 [0.977]
##
## Rule 5/57: (41.8, lift 10.4)
## PC4 > -7.83144
## PC4 <= -7.032351
## PC7 > -0.7458541
## PC18 <= -0.3695138
## PC49 <= 0.6367925
## PC90 > 0.2951089
## -> class 0\|2 [0.977]
##
## Rule 5/58: (41.2, lift 10.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC18 <= 2.052136
## PC20 > -4.604566
## PC67 <= 0.7323884
## PC85 <= 1.627723
## PC97 > 2.281143
## -> class 0\|2 [0.977]
##
## Rule 5/59: (40.9, lift 10.4)
## PC4 > 10.99372
## PC40 <= 2.841514
## -> class 0\|2 [0.977]
##
## Rule 5/60: (44.3/0.3, lift 10.4)
## PC2 > 2.433167
## PC11 > -0.05206308
## PC13 > 1.698335
## PC18 > -0.3695138
## PC18 <= 2.052136
## -> class 0\|2 [0.973]
##
## Rule 5/61: (49.8/0.5, lift 10.4)
## PC3 <= 1.640775
## PC16 <= 2.936707
## PC18 <= -0.3695138
## PC27 <= -6.738084
## PC78 <= 2.492486
## -> class 0\|2 [0.971]
##
## Rule 5/62: (37.9/0.3, lift 10.3)
## PC3 <= 1.640775
## PC4 > -7.83144
## PC10 <= -2.278349
## PC18 <= -1.154317
## PC28 > -1.425636
## PC32 <= 2.436442
## PC41 <= 0.4318216
## PC78 <= 2.492486
## PC86 <= 0.6945281
## PC91 > 0.1301098
## -> class 0\|2 [0.968]
##
## Rule 5/63: (107.4/2.5, lift 10.3)
## PC6 > -0.8755581
## PC10 <= -2.278349
## PC18 > -1.884193
## PC18 <= -0.3695138
## PC23 > -1.979556
## PC55 <= 0.1900085
## PC77 > -0.3376521
## PC79 > 0.08883543
## -> class 0\|2 [0.968]
##
## Rule 5/64: (29.2, lift 10.3)
## PC2 > 2.433167
## PC7 > -0.7458541
## PC10 > -0.9260765
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC37 > 1.209525
## -> class 0\|2 [0.968]
##
## Rule 5/65: (28.7, lift 10.3)
## PC13 > 6.929861
## PC18 > 2.052136
## PC93 > -0.03721208
## -> class 0\|2 [0.967]
##
## Rule 5/66: (25.2, lift 10.3)
## PC13 <= 1.698335
## PC18 <= 2.052136
## PC52 > 5.510559
## -> class 0\|2 [0.963]
##
## Rule 5/67: (23.4, lift 10.3)
## PC10 <= -2.278349
## PC15 <= 0.7178741
## PC18 <= -0.3695138
## PC28 > -1.425636
## PC36 > 1.096766
## PC73 <= 2.295397
## -> class 0\|2 [0.961]
##
## Rule 5/68: (36/0.5, lift 10.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC47 <= -1.618971
## -> class 0\|2 [0.960]
##
## Rule 5/69: (21.2, lift 10.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 <= 0.5727633
## PC18 > 0.1388662
## PC18 <= 2.052136
## PC40 <= 2.841514
## PC69 > -2.447945
## PC86 <= 4.013646
## PC95 <= -0.7743337
## -> class 0\|2 [0.957]
##
## Rule 5/70: (21.1, lift 10.2)
## PC2 > 2.433167
## PC14 <= -1.782821
## PC18 > 2.052136
## PC46 <= 2.26159
## -> class 0\|2 [0.957]
##
## Rule 5/71: (90.3/3.2, lift 10.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 > -1.443306
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 1.154123
## PC43 > 0.5440913
## PC67 <= 0.7323884
## -> class 0\|2 [0.955]
##
## Rule 5/72: (21.4/0.3, lift 10.1)
## PC2 > 2.433167
## PC3 > -4.248789
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC10 > -2.278349
## PC18 > -1.824607
## PC18 <= -0.3695138
## PC27 > -2.597364
## PC30 <= 1.385025
## PC72 > -0.02928251
## PC94 > 0.5125971
## -> class 0\|2 [0.946]
##
## Rule 5/73: (66.5/2.8, lift 10.1)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 <= 0.1746644
## PC8 <= 0.131999
## PC13 <= 1.698335
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 0.1388662
## PC40 <= 2.841514
## PC43 <= 0.5440913
## PC62 > -0.5834226
## PC86 > -0.7616145
## PC86 <= 4.013646
## -> class 0\|2 [0.945]
##
## Rule 5/74: (48.4/1.9, lift 10.1)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC41 > 0.4318216
## PC60 > -0.299144
## -> class 0\|2 [0.943]
##
## Rule 5/75: (53.5/2.3, lift 10.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC10 > -2.278349
## PC18 <= -0.3695138
## PC23 <= 1.277671
## PC32 > -1.684031
## PC47 > -0.3958712
## PC49 > 0.6367925
## PC52 > -1.887242
## PC57 <= 1.126196
## PC73 <= 2.295397
## PC93 <= 0.9257153
## -> class 0\|2 [0.940]
##
## Rule 5/76: (14.2, lift 10.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC10 > -0.9260765
## PC17 > 0.4362784
## PC18 <= -0.3695138
## PC37 <= 1.209525
## PC78 <= 2.492486
## -> class 0\|2 [0.938]
##
## Rule 5/77: (13.8, lift 10.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= -0.6150046
## PC41 > 0.4318216
## PC60 <= -0.299144
## -> class 0\|2 [0.937]
##
## Rule 5/78: (159.6/10.4, lift 9.9)
## PC3 <= 1.640775
## PC15 > 0.7178741
## PC18 <= -1.154317
## PC41 <= 0.4318216
## PC78 <= 2.492486
## PC90 <= 2.315367
## PC91 > -0.737647
## -> class 0\|2 [0.930]
##
## Rule 5/79: (74.6/4.4, lift 9.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 <= -0.8755581
## PC18 <= -1.154317
## PC28 > -1.425636
## PC32 <= 2.436442
## PC40 > -2.798079
## PC41 <= 0.4318216
## PC52 > -1.887242
## PC73 <= 2.295397
## -> class 0\|2 [0.929]
##
## Rule 5/80: (55.3/3.1, lift 9.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC10 > -2.278349
## PC18 > -1.824607
## PC18 <= -1.154317
## PC30 <= 1.385025
## PC40 > -2.798079
## PC52 > -1.887242
## PC72 <= -0.02928251
## PC93 <= 0.9257153
## -> class 0\|2 [0.928]
##
## Rule 5/81: (111.4/7.3, lift 9.9)
## PC3 <= 1.640775
## PC14 > -0.9336166
## PC18 <= -1.154317
## PC20 <= 4.851933
## PC28 <= -1.425636
## PC40 > -2.798079
## PC73 <= 2.295397
## -> class 0\|2 [0.927]
##
## Rule 5/82: (11.8, lift 9.9)
## PC13 > 1.698335
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC26 <= -0.7180865
## -> class 0\|2 [0.927]
##
## Rule 5/83: (60.3/3.7, lift 9.9)
## PC4 > -7.83144
## PC15 <= 0.7178741
## PC18 <= -1.154317
## PC20 <= 4.851933
## PC33 > 3.754773
## PC71 <= 0.848321
## PC73 <= 2.295397
## PC93 <= 0.9257153
## -> class 0\|2 [0.924]
##
## Rule 5/84: (39.3/2.1, lift 9.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC20 > -4.604566
## PC46 <= 2.26159
## PC85 > 1.627723
## PC86 <= 4.013646
## -> class 0\|2 [0.924]
##
## Rule 5/85: (39.7/2.3, lift 9.8)
## PC3 <= 1.640775
## PC5 <= 2.881409
## PC15 <= 0.7178741
## PC20 <= 4.851933
## PC27 <= -2.597364
## PC28 > -1.425636
## -> class 0\|2 [0.922]
##
## Rule 5/86: (13.8/0.3, lift 9.8)
## PC2 > 2.433167
## PC6 > 0.02855038
## PC10 <= -0.9260765
## PC18 > -1.154317
## PC18 <= -0.3695138
## -> class 0\|2 [0.920]
##
## Rule 5/87: (39.9/2.3, lift 9.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC14 <= 0.5727633
## PC18 > 0.1388662
## PC18 <= 2.052136
## PC20 > -4.604566
## PC43 <= 0.5440913
## PC65 <= -1.006439
## PC86 <= 4.013646
## -> class 0\|2 [0.920]
##
## Rule 5/88: (44.5/2.9, lift 9.8)
## PC2 > 2.433167
## PC3 > -4.248789
## PC3 <= 1.640775
## PC4 > -7.83144
## PC6 <= -0.8010804
## PC18 <= -1.154317
## PC32 <= 2.436442
## PC40 > -2.798079
## PC41 <= 0.4318216
## PC52 > -1.887242
## PC78 <= 2.492486
## PC93 <= 0.9257153
## -> class 0\|2 [0.916]
##
## Rule 5/89: (9.9, lift 9.8)
## PC2 > 2.433167
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC22 <= 0.2684914
## PC77 <= -1.804982
## -> class 0\|2 [0.916]
##
## Rule 5/90: (8.9, lift 9.7)
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC25 > 1.660998
## -> class 0\|2 [0.908]
##
## Rule 5/91: (41.3/3.1, lift 9.7)
## PC3 <= 1.640775
## PC5 > 2.881409
## PC18 <= -1.154317
## PC78 <= 2.492486
## -> class 0\|2 [0.905]
##
## Rule 5/92: (129.3/11.5, lift 9.7)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC10 <= -0.9260765
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC21 <= 0.153072
## PC37 <= 1.807821
## PC78 <= 2.492486
## PC95 <= 0.1830176
## -> class 0\|2 [0.905]
##
## Rule 5/93: (48.5/4.6, lift 9.5)
## PC2 > 2.433167
## PC7 > -0.7458541
## PC26 > -0.1339708
## PC70 > 2.791212
## PC78 > 2.492486
## -> class 0\|2 [0.889]
##
## Rule 5/94: (6.3, lift 9.4)
## PC10 <= -2.278349
## PC18 <= -0.3695138
## PC52 > -1.887242
## PC57 <= -1.847997
## PC73 <= 2.295397
## -> class 0\|2 [0.880]
##
## Rule 5/95: (31.8/3.2, lift 9.3)
## PC2 > 2.433167
## PC7 > 0.2238975
## PC13 > 1.698335
## PC18 > -0.3695138
## PC18 <= 2.052136
## -> class 0\|2 [0.876]
##
## Rule 5/96: (88/11, lift 9.3)
## PC3 <= -4.248789
## PC4 > -7.83144
## PC16 <= 2.936707
## PC18 <= -1.154317
## PC40 > -2.798079
## PC52 > -1.887242
## PC73 <= 2.295397
## PC93 <= 0.9257153
## -> class 0\|2 [0.867]
##
## Rule 5/97: (74.7/9.4, lift 9.2)
## PC10 > -2.278349
## PC18 <= -1.154317
## PC20 <= 4.851933
## PC30 > 1.385025
## PC40 > -2.798079
## PC41 <= 0.4318216
## PC49 <= 0.6367925
## PC52 > -1.887242
## PC78 <= 2.492486
## PC93 <= 0.9257153
## -> class 0\|2 [0.864]
##
## Rule 5/98: (7.2/0.3, lift 9.2)
## PC10 <= -2.278349
## PC15 <= 0.7178741
## PC18 <= -0.3695138
## PC32 > -1.684031
## PC77 <= -0.7020626
## PC86 <= 0.6945281
## -> class 0\|2 [0.863]
##
## Rule 5/99: (21.4/2.4, lift 9.1)
## PC2 > 2.433167
## PC3 > -4.248789
## PC18 <= -1.154317
## PC27 > -6.738084
## PC41 <= 0.4318216
## PC71 > 0.848321
## PC73 <= 2.295397
## PC93 <= 0.9257153
## -> class 0\|2 [0.855]
##
## Rule 5/100: (4.3, lift 9.0)
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC83 > 4.062682
## -> class 0\|2 [0.842]
##
## Rule 5/101: (64.1/10.4, lift 8.8)
## PC6 > -0.8755581
## PC10 > -2.278349
## PC18 <= -1.154317
## PC20 <= 4.851933
## PC52 > -1.887242
## PC57 > 1.126196
## PC73 <= 2.295397
## PC93 <= 0.9257153
## -> class 0\|2 [0.827]
##
## Rule 5/102: (48.2/7.8, lift 8.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC10 > -0.9260765
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC22 > 0.2684914
## -> class 0\|2 [0.825]
##
## Rule 5/103: (3.4, lift 8.7)
## PC4 <= -6.998941
## PC52 <= -1.887242
## PC73 <= 2.295397
## -> class 0\|2 [0.816]
##
## Rule 5/104: (69.6, lift 10.1)
## PC2 > 2.433167
## PC15 <= 0.7178741
## PC18 <= -1.154317
## PC73 > 2.295397
## PC78 <= 2.492486
## -> class 0\|3 [0.986]
##
## Rule 5/105: (78.5/0.3, lift 10.1)
## PC18 <= -0.3695138
## PC20 > 4.851933
## PC27 > -6.738084
## -> class 0\|3 [0.984]
##
## Rule 5/106: (89/0.5, lift 10.1)
## PC2 > 2.433167
## PC7 > -0.3593628
## PC7 <= 0.2238975
## PC11 <= -0.05206308
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC26 > -0.7180865
## PC47 > -1.618971
## -> class 0\|3 [0.983]
##
## Rule 5/107: (52, lift 10.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC16 > 2.936707
## -> class 0\|3 [0.981]
##
## Rule 5/108: (36.5, lift 10.0)
## PC15 <= 0.7178741
## PC18 <= -0.3695138
## PC28 <= -1.425636
## PC37 <= -1.466527
## -> class 0\|3 [0.974]
##
## Rule 5/109: (155.1/3.4, lift 10.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 > -6.926954
## PC7 > -0.7458541
## PC10 > -0.9260765
## PC17 <= 0.4362784
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC22 <= 0.2684914
## PC25 <= 1.660998
## PC29 <= 2.095582
## PC37 <= 1.209525
## PC55 <= 0.4319229
## PC77 > -1.804982
## PC83 <= 4.062682
## -> class 0\|3 [0.972]
##
## Rule 5/110: (33.2, lift 9.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC46 > 2.26159
## -> class 0\|3 [0.972]
##
## Rule 5/111: (23.8, lift 9.8)
## PC5 <= 2.881409
## PC14 <= -0.9336166
## PC15 <= 0.7178741
## PC18 <= -1.154317
## PC28 <= -1.425636
## -> class 0\|3 [0.961]
##
## Rule 5/112: (19.7, lift 9.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= 2.881409
## PC15 > 0.7178741
## PC18 <= -0.3695138
## PC90 > 2.315367
## -> class 0\|3 [0.954]
##
## Rule 5/113: (49.7/1.6, lift 9.7)
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC20 <= -4.604566
## PC47 > -1.618971
## -> class 0\|3 [0.950]
##
## Rule 5/114: (17.7/0.3, lift 9.6)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -0.3695138
## PC26 <= -0.1339708
## PC78 > 2.492486
## -> class 0\|3 [0.936]
##
## Rule 5/115: (13.1, lift 9.6)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 2.052136
## PC47 > -1.618971
## PC67 > 0.7323884
## -> class 0\|3 [0.934]
##
## Rule 5/116: (93.8/7.3, lift 9.4)
## PC10 <= -0.9260765
## PC18 <= -0.3695138
## PC21 > 0.153072
## PC37 <= 1.807821
## -> class 0\|3 [0.914]
##
## Rule 5/117: (8.5, lift 9.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 > -0.6150046
## PC18 <= -0.3695138
## PC28 > 0.1777334
## PC41 > 0.4318216
## PC60 <= -0.299144
## PC86 > -2.895445
## -> class 0\|3 [0.904]
##
## Rule 5/118: (16.2/0.8, lift 9.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.3695138
## PC22 > 1.940598
## PC41 <= 0.4318216
## -> class 0\|3 [0.902]
##
## Rule 5/119: (8.1, lift 9.2)
## PC10 <= -0.9260765
## PC18 > -1.154317
## PC18 <= -0.3695138
## PC37 > 1.807821
## -> class 0\|3 [0.901]
##
## Rule 5/120: (9.5/0.3, lift 9.1)
## PC7 <= -0.7458541
## PC18 <= -0.3695138
## PC41 <= 0.4318216
## PC90 <= -1.516673
## -> class 0\|3 [0.891]
##
## Rule 5/121: (6.7, lift 9.1)
## PC13 > 6.929861
## PC47 > -1.618971
## PC69 > 7.598943
## -> class 0\|3 [0.885]
##
## Rule 5/122: (35.2/8.8, lift 7.5)
## PC2 > 2.433167
## PC18 > -0.3695138
## PC86 > 4.013646
## -> class 0\|3 [0.737]
##
## Rule 5/123: (73.7/22.4, lift 7.1)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= 2.881409
## PC7 > -0.7458541
## PC15 > 0.7178741
## PC18 <= -0.3695138
## PC32 <= 2.436442
## PC78 <= 2.492486
## PC91 <= -0.737647
## -> class 0\|3 [0.691]
##
## Rule 5/124: (1976.3/624.1, lift 7.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= 2.881409
## PC7 > -0.7458541
## PC15 <= 0.7178741
## PC18 <= -1.154317
## PC28 > -1.425636
## PC32 <= 2.436442
## PC78 <= 2.492486
## -> class 0\|3 [0.684]
##
## Rule 5/125: (277.2/1.9, lift 20.6)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC6 <= 6.346857
## PC9 > 0.3700113
## PC19 > -0.6420646
## PC96 > 0.1793587
## -> class 1\|0 [0.990]
##
## Rule 5/126: (85, lift 20.5)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC11 <= 2.631452
## PC16 <= -0.1836496
## PC29 <= 0.3369401
## PC44 > -0.8625963
## PC68 > -2.002274
## PC85 <= -0.5124825
## -> class 1\|0 [0.989]
##
## Rule 5/127: (403.6/5.8, lift 20.4)
## PC1 > -0.3033008
## PC3 <= 0.589895
## PC6 <= 6.346857
## PC9 > 0.3700113
## PC10 > -0.6825619
## PC10 <= 0.9597409
## PC11 <= 0.8870341
## PC42 <= 1.932246
## PC47 <= 2.192351
## PC54 <= 2.085783
## PC90 <= 0.8516738
## PC98 <= 0.2313149
## -> class 1\|0 [0.983]
##
## Rule 5/128: (55/0.3, lift 20.3)
## PC3 > 1.640775
## PC12 <= -0.05653552
## PC19 > 0.2277115
## PC47 > -0.295758
## PC50 <= 0.4534797
## PC65 > -0.1389549
## PC88 > -0.332183
## -> class 1\|0 [0.978]
##
## Rule 5/129: (44.3, lift 20.3)
## PC2 > 2.433167
## PC3 > 1.640775
## PC47 > 1.119763
## PC64 > -1.42413
## PC65 > -0.1389549
## -> class 1\|0 [0.978]
##
## Rule 5/130: (38.2, lift 20.3)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC9 > 0.3700113
## PC19 > -0.6420646
## PC99 > 1.56498
## -> class 1\|0 [0.975]
##
## Rule 5/131: (183.4/3.8, lift 20.2)
## PC1 > -0.282883
## PC3 > 1.640775
## PC8 > -3.622398
## PC15 > 0.5365294
## PC16 <= -0.8879908
## PC18 <= 0.7304769
## PC25 > -0.02772866
## PC33 > -0.545204
## PC47 > -0.2840592
## PC50 <= 0.4534797
## PC55 <= 0.1319331
## PC59 <= 0.4615932
## PC65 > -0.1389549
## PC77 <= 0.6817007
## PC87 <= 0.2548311
## PC88 > -0.332183
## PC99 <= 1.22902
## -> class 1\|0 [0.974]
##
## Rule 5/132: (35.3, lift 20.2)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC9 > 0.3700113
## PC19 > -0.6420646
## PC40 <= -1.353911
## -> class 1\|0 [0.973]
##
## Rule 5/133: (24.3, lift 20.0)
## PC3 > 0.775887
## PC16 <= -0.1836496
## PC19 > 2.850371
## -> class 1\|0 [0.962]
##
## Rule 5/134: (16.8, lift 19.7)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC8 > -3.76792
## PC50 > 0.5827398
## -> class 1\|0 [0.947]
##
## Rule 5/135: (31.4/1, lift 19.5)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > 2.462215
## -> class 1\|0 [0.939]
##
## Rule 5/136: (235.4/19.7, lift 19.0)
## PC2 > 0.7733353
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC10 > -0.6825619
## -> class 1\|0 [0.913]
##
## Rule 5/137: (9.2, lift 18.9)
## PC2 <= 2.433167
## PC16 <= -2.732392
## PC68 <= -2.002274
## -> class 1\|0 [0.911]
##
## Rule 5/138: (38.1/7.1, lift 16.6)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC11 <= 2.631452
## PC16 <= -0.1836496
## PC17 > 0.2834354
## PC44 > -0.8625963
## -> class 1\|0 [0.798]
##
## Rule 5/139: (135.7, lift 18.4)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.462215
## PC16 <= -0.8879908
## PC65 <= -0.1389549
## -> class 1\|1 [0.993]
##
## Rule 5/140: (212.4/2.3, lift 18.3)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC11 <= 2.631452
## PC16 <= -0.1836496
## PC17 <= 0.2834354
## PC44 > -0.8625963
## PC68 > -2.002274
## PC77 > -1.123795
## PC85 > -0.5124825
## PC92 <= 0.3483158
## PC99 <= 1.762854
## -> class 1\|1 [0.984]
##
## Rule 5/141: (58.5, lift 18.3)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC25 <= -0.02772866
## -> class 1\|1 [0.983]
##
## Rule 5/142: (56.4, lift 18.3)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC47 <= -0.295758
## -> class 1\|1 [0.983]
##
## Rule 5/143: (54.6, lift 18.3)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > -0.7574617
## PC16 > -0.8879908
## PC19 > -0.4057077
## PC39 > 0.009965414
## PC51 > -0.2646658
## -> class 1\|1 [0.982]
##
## Rule 5/144: (47.3, lift 18.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC47 <= 1.119763
## PC87 > 0.2548311
## PC88 > -0.332183
## -> class 1\|1 [0.980]
##
## Rule 5/145: (57/0.3, lift 18.2)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC5 > -5.491686
## PC7 > -5.653081
## PC9 <= 0.3700113
## PC10 > -0.6825619
## PC21 <= 0.9163498
## PC24 <= 0.09102268
## PC35 <= 0.174559
## PC43 > -1.318185
## PC66 <= 0.309032
## -> class 1\|1 [0.979]
##
## Rule 5/146: (42.8, lift 18.2)
## PC2 > 2.433167
## PC8 <= -3.622398
## PC16 <= -0.8879908
## -> class 1\|1 [0.978]
##
## Rule 5/147: (44.4, lift 18.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > 0.5365294
## PC33 <= -0.545204
## -> class 1\|1 [0.978]
##
## Rule 5/148: (72.9/0.8, lift 18.1)
## PC1 > -0.3033008
## PC2 <= 0.7733353
## PC3 <= 0.775887
## PC6 > 6.346857
## PC19 > -0.6420646
## PC40 > -1.353911
## PC99 <= 1.56498
## -> class 1\|1 [0.976]
##
## Rule 5/149: (29.9, lift 18.0)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC19 <= 0.2277115
## PC47 <= -0.2840592
## -> class 1\|1 [0.969]
##
## Rule 5/150: (103.1/2.5, lift 18.0)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.462215
## PC16 <= -0.8879908
## PC47 <= 1.119763
## PC50 > 0.4534797
## -> class 1\|1 [0.967]
##
## Rule 5/151: (40.2/0.5, lift 17.9)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC10 > 0.9597409
## PC19 > -0.6420646
## -> class 1\|1 [0.964]
##
## Rule 5/152: (24, lift 17.9)
## PC2 > 2.433167
## PC3 > 1.640775
## PC12 > -0.05653552
## PC16 <= -0.8879908
## -> class 1\|1 [0.962]
##
## Rule 5/153: (63.6/1.6, lift 17.9)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.462215
## PC16 <= -0.8879908
## PC47 <= 1.119763
## PC88 <= -0.332183
## -> class 1\|1 [0.961]
##
## Rule 5/154: (29.6/0.3, lift 17.8)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC19 <= 0.2277115
## PC47 <= 1.119763
## PC55 > 0.1319331
## PC88 > -0.332183
## -> class 1\|1 [0.960]
##
## Rule 5/155: (21.3, lift 17.8)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC99 > 1.22902
## -> class 1\|1 [0.957]
##
## Rule 5/156: (20.9, lift 17.8)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC18 > 0.7304769
## PC47 <= 1.119763
## -> class 1\|1 [0.956]
##
## Rule 5/157: (18.5, lift 17.7)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.462215
## PC16 <= -0.8879908
## PC47 <= 1.119763
## PC77 > 0.6817007
## -> class 1\|1 [0.951]
##
## Rule 5/158: (15.8, lift 17.5)
## PC2 > -9.236844
## PC2 <= 2.433167
## PC6 <= -4.030584
## PC8 <= -0.2123148
## PC9 <= 0.3700113
## PC21 <= 0.9163498
## PC50 <= 0.5827398
## -> class 1\|1 [0.944]
##
## Rule 5/159: (15.8, lift 17.5)
## PC1 > -0.5890457
## PC3 <= 0.589895
## PC9 > 0.3700113
## PC11 > 0.8870341
## PC19 > -0.6420646
## PC96 <= 0.1793587
## -> class 1\|1 [0.944]
##
## Rule 5/160: (19.9/0.3, lift 17.5)
## PC1 <= -0.282883
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC19 <= 0.2277115
## -> class 1\|1 [0.942]
##
## Rule 5/161: (13, lift 17.3)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 0.5365294
## PC16 <= -0.8879908
## PC19 <= 0.2277115
## -> class 1\|1 [0.933]
##
## Rule 5/162: (36.9/1.9, lift 17.2)
## PC2 <= 2.433167
## PC3 > 0.589895
## PC3 <= 0.775887
## PC6 <= 6.346857
## PC9 > 0.3700113
## PC96 <= 0.1793587
## -> class 1\|1 [0.926]
##
## Rule 5/163: (10.9, lift 17.1)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC5 <= 5.305017
## PC16 > -0.1836496
## PC25 <= -0.05361462
## PC42 <= -0.5318255
## -> class 1\|1 [0.922]
##
## Rule 5/164: (12.9/0.3, lift 17.0)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 > -3.76792
## PC12 > 1.877867
## PC14 > -1.848832
## PC25 > -0.05361462
## PC42 <= -0.5318255
## -> class 1\|1 [0.916]
##
## Rule 5/165: (9.6, lift 17.0)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC8 > -3.76792
## PC19 > -0.6420646
## PC42 > 1.932246
## -> class 1\|1 [0.914]
##
## Rule 5/166: (9.4, lift 16.9)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC19 > -0.6420646
## PC47 > 2.192351
## -> class 1\|1 [0.912]
##
## Rule 5/167: (16.5/0.8, lift 16.8)
## PC3 > 1.640775
## PC6 <= -1.710813
## PC15 > -0.7574617
## PC16 > -0.8879908
## PC23 > 0.6688128
## -> class 1\|1 [0.904]
##
## Rule 5/168: (44.4/3.8, lift 16.7)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC19 <= 0.2277115
## PC59 > 0.4615932
## -> class 1\|1 [0.898]
##
## Rule 5/169: (12.2/0.5, lift 16.6)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC8 > -3.76792
## PC19 > -0.6420646
## PC90 > 0.8516738
## -> class 1\|1 [0.892]
##
## Rule 5/170: (9.5/0.3, lift 16.5)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC11 <= 2.631452
## PC16 <= -0.1836496
## PC29 > 0.3369401
## PC68 > -2.002274
## PC85 <= -0.5124825
## -> class 1\|1 [0.890]
##
## Rule 5/171: (5.9, lift 16.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > -0.7574617
## PC93 <= -1.031247
## -> class 1\|1 [0.873]
##
## Rule 5/172: (25.2/2.9, lift 15.9)
## PC1 > -0.3033008
## PC3 <= 0.775887
## PC9 > 0.3700113
## PC11 <= 0.8870341
## PC96 <= 0.1793587
## PC98 > 0.2313149
## -> class 1\|1 [0.855]
##
## Rule 5/173: (27.6/3.7, lift 15.6)
## PC2 <= 2.433167
## PC5 > 5.305017
## PC82 <= -0.7867185
## -> class 1\|1 [0.841]
##
## Rule 5/174: (17.1/2.3, lift 15.4)
## PC1 > -0.5890457
## PC1 <= -0.3033008
## PC2 <= 2.433167
## PC9 > 0.3700113
## -> class 1\|1 [0.829]
##
## Rule 5/175: (147.4/26, lift 15.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > 0.5349724
## PC23 <= 0.6688128
## PC64 <= -0.09168406
## -> class 1\|1 [0.819]
##
## Rule 5/176: (26.5/4.9, lift 14.8)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC11 <= 0.8870341
## PC42 <= 1.932246
## PC54 > 2.085783
## PC96 <= 0.1793587
## -> class 1\|1 [0.794]
##
## Rule 5/177: (11.7/2.6, lift 13.7)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC10 > -0.6825619
## PC13 > 0.3615772
## PC43 > -1.318185
## -> class 1\|1 [0.737]
##
## Rule 5/178: (29/10.3, lift 11.8)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC5 <= 5.305017
## PC7 <= -4.564553
## PC14 > -1.848832
## PC16 > -0.1836496
## -> class 1\|1 [0.634]
##
## Rule 5/179: (43.3/24.1, lift 8.3)
## PC3 > 0.775887
## PC14 <= -1.848832
## PC16 > -0.1836496
## -> class 1\|1 [0.446]
##
## Rule 5/180: (184.7/0.3, lift 16.3)
## PC2 > 2.433167
## PC6 <= -1.710813
## PC15 > -0.7574617
## PC15 <= 0.5349724
## PC16 > -0.8879908
## PC23 <= 0.6688128
## PC39 <= 0.009965414
## PC93 > -1.031247
## -> class 1\|2 [0.993]
##
## Rule 5/181: (109.3/0.3, lift 16.3)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > -0.7574617
## PC16 > -0.8879908
## PC23 <= 0.6688128
## PC39 <= 0.009965414
## PC64 > -0.09168406
## -> class 1\|2 [0.989]
##
## Rule 5/182: (76.1, lift 16.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= -0.7574617
## PC32 <= 0.1903198
## PC38 <= 0.1873272
## PC46 > -1.441762
## -> class 1\|2 [0.987]
##
## Rule 5/183: (57.7, lift 16.2)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC42 > -0.5318255
## PC53 <= 1.054723
## PC84 > 0.5271546
## -> class 1\|2 [0.983]
##
## Rule 5/184: (58.8/0.3, lift 16.1)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC9 <= 0.3700113
## PC13 <= -0.03395761
## PC43 <= -1.318185
## -> class 1\|2 [0.979]
##
## Rule 5/185: (45.8, lift 16.1)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 > -3.76792
## PC16 > -0.1836496
## PC42 > -0.5318255
## PC98 <= -0.7726843
## -> class 1\|2 [0.979]
##
## Rule 5/186: (38.8, lift 16.0)
## PC3 > 0.775887
## PC10 > -0.6825619
## PC19 <= 2.850371
## PC85 > -0.5124825
## PC99 > 1.762854
## -> class 1\|2 [0.976]
##
## Rule 5/187: (26.8, lift 15.9)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 <= -3.76792
## PC70 <= -0.571225
## -> class 1\|2 [0.965]
##
## Rule 5/188: (23.6, lift 15.8)
## PC3 > 0.775887
## PC10 > -0.6825619
## PC11 > 2.631452
## PC14 <= 1.817043
## PC16 <= -0.1836496
## -> class 1\|2 [0.961]
##
## Rule 5/189: (56.6/1.9, lift 15.6)
## PC3 <= 0.775887
## PC5 <= -5.491686
## PC9 <= 0.3700113
## -> class 1\|2 [0.951]
##
## Rule 5/190: (18.9/0.3, lift 15.5)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC10 > -0.6825619
## PC16 <= -0.1836496
## PC17 <= 0.2834354
## PC19 <= 2.850371
## PC68 > -2.002274
## PC85 > -0.5124825
## PC92 > 0.3483158
## -> class 1\|2 [0.940]
##
## Rule 5/191: (28.8/1.9, lift 14.9)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC10 > -0.6825619
## PC14 <= 1.817043
## PC16 <= -0.1836496
## PC44 <= -0.8625963
## -> class 1\|2 [0.907]
##
## Rule 5/192: (9.8/1, lift 13.6)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 > -0.8879908
## PC19 <= -0.4057077
## PC39 > 0.009965414
## -> class 1\|2 [0.827]
##
## Rule 5/193: (54.2/10.1, lift 13.2)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC10 <= -0.6825619
## PC50 <= -0.5267128
## -> class 1\|2 [0.802]
##
## Rule 5/194: (2.6, lift 12.9)
## PC3 <= 0.775887
## PC7 <= -5.653081
## PC10 > -0.6825619
## -> class 1\|2 [0.783]
##
## Rule 5/195: (100/26.1, lift 12.1)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC9 > 0.3700113
## PC19 <= -0.6420646
## -> class 1\|2 [0.734]
##
## Rule 5/196: (1745.5/844, lift 8.5)
## PC3 > 0.775887
## PC10 > -0.6825619
## PC14 > -1.848832
## PC16 > -0.1836496
## -> class 1\|2 [0.516]
##
## Rule 5/197: (135.6, lift 15.6)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC5 > -5.826404
## PC5 <= 5.305017
## PC11 > -1.446019
## PC16 > -0.1836496
## PC42 > -0.5318255
## PC50 > -0.3837287
## PC53 <= 1.054723
## PC84 <= 0.5271546
## PC87 <= -0.06193828
## PC98 > -0.7726843
## PC100 > -1.181732
## -> class 1\|3 [0.993]
##
## Rule 5/198: (256.9/1.9, lift 15.5)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC4 <= 0.7412579
## PC11 > -1.446019
## PC16 > -0.1836496
## PC42 > -0.1119882
## PC47 <= 1.403853
## PC50 <= -0.3837287
## PC60 > -0.863675
## PC84 <= 0.5271546
## PC98 > -0.7726843
## -> class 1\|3 [0.989]
##
## Rule 5/199: (82.7/1, lift 15.3)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC5 <= 5.305017
## PC7 > -4.564553
## PC13 > -0.3771972
## PC16 > -0.1836496
## PC40 <= 0.004228344
## PC42 > -0.5318255
## PC50 > -0.3837287
## PC53 <= 1.054723
## PC98 > -0.7726843
## -> class 1\|3 [0.976]
##
## Rule 5/200: (157/3.1, lift 15.3)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= -0.7574617
## PC27 <= 0.4645678
## PC38 > 0.1873272
## -> class 1\|3 [0.974]
##
## Rule 5/201: (33.7, lift 15.2)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC5 <= 5.305017
## PC11 > -1.446019
## PC13 > -0.3771972
## PC16 > -0.1836496
## PC42 > -0.5318255
## PC84 <= -0.4729384
## PC98 > -0.7726843
## -> class 1\|3 [0.972]
##
## Rule 5/202: (37.3/0.3, lift 15.2)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC3 <= 0.9762403
## PC4 <= 0.7412579
## PC16 > -0.1836496
## PC42 > -0.5318255
## PC87 > -0.06193828
## -> class 1\|3 [0.968]
##
## Rule 5/203: (78/1.8, lift 15.1)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= -0.7574617
## PC32 > 0.1903198
## -> class 1\|3 [0.965]
##
## Rule 5/204: (25.9/0.5, lift 14.8)
## PC3 > 0.775887
## PC10 > -0.6825619
## PC14 > 1.817043
## PC16 <= -0.1836496
## -> class 1\|3 [0.945]
##
## Rule 5/205: (14, lift 14.7)
## PC2 <= 2.433167
## PC3 > 0.775887
## PC5 <= 5.305017
## PC42 <= -0.5318255
## PC80 <= -1.360059
## -> class 1\|3 [0.937]
##
## Rule 5/206: (13.9, lift 14.7)
## PC3 > 0.775887
## PC5 <= 5.305017
## PC11 <= -1.446019
## PC14 > -0.7315499
## PC16 > -0.1836496
## -> class 1\|3 [0.937]
##
## Rule 5/207: (50.2/3.1, lift 14.4)
## PC3 > 0.775887
## PC5 <= 5.305017
## PC11 > -1.446019
## PC11 <= -1.260302
## PC53 <= 1.054723
## PC98 > -0.7726843
## -> class 1\|3 [0.921]
##
## Rule 5/208: (19.9/0.8, lift 14.4)
## PC3 > 0.775887
## PC5 <= 5.305017
## PC11 <= -1.446019
## PC16 > -0.1836496
## PC65 > 0.2479686
## PC88 > 0.06140692
## -> class 1\|3 [0.919]
##
## Rule 5/209: (9.4, lift 14.3)
## PC3 > 0.775887
## PC5 <= 5.305017
## PC23 > 2.792939
## PC65 > 0.2479686
## -> class 1\|3 [0.912]
##
## Rule 5/210: (7.2, lift 14.0)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC5 <= 5.305017
## PC11 <= -1.446019
## PC51 > 0.2491053
## PC65 > 0.2479686
## -> class 1\|3 [0.891]
##
## Rule 5/211: (45.5/4.7, lift 13.8)
## PC2 > 2.433167
## PC3 > 1.640775
## PC6 > -1.710813
## PC16 > -0.8879908
## PC39 <= 0.009965414
## -> class 1\|3 [0.880]
##
## Rule 5/212: (3.8, lift 12.9)
## PC3 > 0.775887
## PC16 > -0.1836496
## PC98 > -0.7726843
## PC98 <= -0.7400265
## -> class 1\|3 [0.826]
##
## Rule 5/213: (96.7/18.2, lift 12.6)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC9 <= 0.3700113
## PC10 > -0.6825619
## PC13 > -0.03395761
## PC43 <= -1.318185
## -> class 1\|3 [0.806]
##
## Rule 5/214: (63.6/16.8, lift 11.4)
## PC3 > 0.775887
## PC10 > -0.6825619
## PC16 > -2.732392
## PC16 <= -0.1836496
## PC68 <= -2.002274
## -> class 1\|3 [0.728]
##
## Rule 5/215: (775.6/330.9, lift 9.0)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 > -3.76792
## PC10 <= -0.6825619
## PC31 > 0.06491774
## PC50 > -0.5267128
## PC94 <= 0.09293605
## -> class 1\|3 [0.573]
##
## Rule 5/216: (562.7/0.3, lift 13.2)
## PC8 > 2.595427
## PC19 <= -0.03561153
## PC21 > -0.248798
## PC32 > -0.09435069
## PC36 <= 0.347074
## PC42 > -0.3007106
## PC59 <= 0.3014351
## PC60 > -0.5047136
## PC63 <= 0.1868706
## -> class 2\|0 [0.998]
##
## Rule 5/217: (369.6, lift 13.2)
## PC8 > 2.595427
## PC11 > -0.9337804
## PC21 > -0.248798
## PC32 > -0.09435069
## PC42 > -0.3007106
## PC60 > -0.5047136
## PC63 <= 0.1868706
## PC67 > -0.2145332
## PC88 <= 0.1606065
## -> class 2\|0 [0.997]
##
## Rule 5/218: (71.7, lift 13.1)
## PC1 > -0.5890457
## PC8 > -3.76792
## PC9 <= 0.3700113
## PC13 <= 0.3615772
## PC21 > 0.9163498
## PC59 <= 0.2375646
## -> class 2\|0 [0.986]
##
## Rule 5/219: (59.9, lift 13.0)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC9 <= 0.3700113
## PC13 <= 0.3615772
## PC21 > 0.9163498
## PC63 <= -0.08586506
## -> class 2\|0 [0.984]
##
## Rule 5/220: (189.7/2.5, lift 13.0)
## PC1 <= -0.5890457
## PC8 > -0.2057522
## PC10 <= -0.1320915
## PC19 <= -1.411342
## PC54 > -1.136024
## PC73 <= 0.4342559
## -> class 2\|0 [0.982]
##
## Rule 5/221: (29.2, lift 12.8)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC13 <= 0.3615772
## PC21 > 0.9163498
## PC65 > 0.9948497
## -> class 2\|0 [0.968]
##
## Rule 5/222: (45.2/0.8, lift 12.8)
## PC8 > 2.595427
## PC15 <= -2.069242
## PC21 > -0.248798
## -> class 2\|0 [0.962]
##
## Rule 5/223: (573.5/21.9, lift 12.7)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC11 > -0.9337804
## PC16 <= 0.6341237
## PC19 <= -0.3238951
## PC21 > -0.248798
## PC70 <= -0.03741665
## PC71 <= 0.9127713
## PC82 <= 0.5419859
## -> class 2\|0 [0.960]
##
## Rule 5/224: (20.1, lift 12.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 <= -0.1320915
## PC73 > 0.4342559
## -> class 2\|0 [0.955]
##
## Rule 5/225: (588.8/37, lift 12.4)
## PC8 > 2.595427
## PC11 > -0.9337804
## PC16 <= 0.6341237
## PC21 > -0.248798
## PC23 <= 0.1995347
## PC34 <= 0.9708664
## PC46 <= 1.244628
## PC60 > -0.5047136
## PC68 > -2.476314
## PC70 <= 0.155108
## PC71 <= 0.9127713
## PC73 <= 0.433028
## -> class 2\|0 [0.936]
##
## Rule 5/226: (42.9/2.1, lift 12.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC28 <= 0.08376142
## PC31 <= -0.2166641
## PC37 <= 0.03817603
## PC44 > 0.6070068
## -> class 2\|0 [0.930]
##
## Rule 5/227: (45.2/3.4, lift 12.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 <= -0.1320915
## PC32 <= 1.303632
## PC54 <= -1.136024
## PC92 <= 0.3629796
## -> class 2\|0 [0.906]
##
## Rule 5/228: (385.3/55.2, lift 11.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC10 <= -0.1320915
## PC32 > 1.303632
## -> class 2\|0 [0.855]
##
## Rule 5/229: (4.8, lift 11.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC43 <= -0.3795367
## PC44 > 0.6070068
## -> class 2\|0 [0.852]
##
## Rule 5/230: (20.3/6.4, lift 8.8)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC10 > -0.1320915
## PC11 > -2.089843
## PC24 <= 0.9605203
## PC31 > -0.2166641
## PC44 > 0.6070068
## PC79 > 0.158768
## -> class 2\|0 [0.667]
##
## Rule 5/231: (133.2, lift 9.9)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC21 <= -0.248798
## PC22 > -1.120517
## -> class 2\|1 [0.993]
##
## Rule 5/232: (100.5, lift 9.8)
## PC1 <= -0.5890457
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 > -0.1320915
## PC53 <= -1.324708
## PC68 <= 1.367021
## -> class 2\|1 [0.990]
##
## Rule 5/233: (137.7/0.5, lift 9.8)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC19 > -0.03561153
## PC88 > 0.1606065
## -> class 2\|1 [0.989]
##
## Rule 5/234: (80.9, lift 9.8)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 > -0.1320915
## PC32 > 1.053505
## PC92 <= 0.4178481
## -> class 2\|1 [0.988]
##
## Rule 5/235: (82.3, lift 9.8)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC11 <= -0.9337804
## -> class 2\|1 [0.988]
##
## Rule 5/236: (68.7, lift 9.8)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC32 <= -0.09435069
## PC46 > 1.244628
## -> class 2\|1 [0.986]
##
## Rule 5/237: (54.1, lift 9.8)
## PC1 > -0.5890457
## PC10 > -0.6825619
## PC13 <= 0.3615772
## PC21 > 0.9163498
## PC59 > 0.2375646
## PC63 > -0.08586506
## PC65 <= 0.9948497
## -> class 2\|1 [0.982]
##
## Rule 5/238: (75.5/0.5, lift 9.7)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC36 <= 0.347074
## PC70 > 0.155108
## PC73 <= 0.433028
## -> class 2\|1 [0.980]
##
## Rule 5/239: (200.7/3.2, lift 9.7)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC15 > -2.069242
## PC21 > -0.248798
## PC60 <= -0.5047136
## PC69 <= 0.3446607
## PC70 > -0.03741665
## -> class 2\|1 [0.979]
##
## Rule 5/240: (58.4/0.3, lift 9.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC12 > -2.916569
## PC32 <= 1.053505
## PC44 <= 0.6070068
## PC88 <= -0.507089
## -> class 2\|1 [0.979]
##
## Rule 5/241: (226.7/4, lift 9.7)
## PC1 <= -0.5890457
## PC8 > 1.287458
## PC8 <= 2.595427
## PC10 > -0.1320915
## PC12 > -2.916569
## PC20 <= 0.1545295
## PC44 <= 0.6070068
## PC59 > -0.5757471
## PC61 <= 1.54535
## -> class 2\|1 [0.978]
##
## Rule 5/242: (44.2, lift 9.7)
## PC1 <= -0.5890457
## PC8 > -0.2057522
## PC26 <= -3.187758
## PC32 <= 1.053505
## -> class 2\|1 [0.978]
##
## Rule 5/243: (106.4/1.9, lift 9.7)
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 > -0.1320915
## PC12 > -2.916569
## PC21 > 1.912971
## -> class 2\|1 [0.973]
##
## Rule 5/244: (74.6/1, lift 9.7)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC21 > -0.248798
## PC23 > 0.1995347
## PC32 <= -0.09435069
## -> class 2\|1 [0.973]
##
## Rule 5/245: (29.8, lift 9.6)
## PC1 <= -0.5890457
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC19 <= -2.317307
## PC44 <= 0.6070068
## -> class 2\|1 [0.969]
##
## Rule 5/246: (29.9, lift 9.6)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC5 > -5.491686
## PC8 > -0.2123148
## PC9 <= 0.3700113
## PC10 > -0.6825619
## PC21 <= 0.9163498
## PC24 > 0.09102268
## PC43 > -1.318185
## PC75 <= 0.8519075
## -> class 2\|1 [0.969]
##
## Rule 5/247: (148.4/4.3, lift 9.6)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC19 > -0.3238951
## PC60 <= -0.5047136
## -> class 2\|1 [0.964]
##
## Rule 5/248: (32.4/0.3, lift 9.6)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC36 > 0.347074
## PC63 <= 0.1868706
## -> class 2\|1 [0.963]
##
## Rule 5/249: (24.9, lift 9.6)
## PC2 <= -9.236844
## PC8 <= -0.2123148
## PC9 <= 0.3700113
## -> class 2\|1 [0.963]
##
## Rule 5/250: (242.8/8.3, lift 9.6)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 <= -0.1320915
## PC19 > -1.411342
## PC32 <= 1.303632
## PC54 > -1.136024
## PC69 <= 0.1529557
## PC77 > -0.5231497
## PC92 <= 0.3629796
## -> class 2\|1 [0.962]
##
## Rule 5/251: (23.7, lift 9.6)
## PC2 <= 2.433167
## PC28 > 0.1440859
## PC95 > 1.170255
## -> class 2\|1 [0.961]
##
## Rule 5/252: (22.2, lift 9.5)
## PC2 <= 2.433167
## PC8 > -2.62821
## PC43 <= -1.50497
## PC48 > 1.269978
## -> class 2\|1 [0.959]
##
## Rule 5/253: (33.7/0.5, lift 9.5)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC32 <= -0.09435069
## PC60 > -0.5047136
## PC73 > 0.433028
## -> class 2\|1 [0.957]
##
## Rule 5/254: (20.8, lift 9.5)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC71 > 0.9127713
## -> class 2\|1 [0.956]
##
## Rule 5/255: (25.6/0.3, lift 9.5)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC28 <= -0.1979612
## PC57 <= -0.100883
## -> class 2\|1 [0.954]
##
## Rule 5/256: (80.4/3.1, lift 9.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC34 > 0.9708664
## -> class 2\|1 [0.950]
##
## Rule 5/257: (17.8, lift 9.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC43 <= -1.50497
## PC54 <= -2.676949
## PC100 <= 3.246085
## -> class 2\|1 [0.950]
##
## Rule 5/258: (16.1, lift 9.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC20 > 0.1545295
## PC27 <= -0.7269049
## -> class 2\|1 [0.945]
##
## Rule 5/259: (48.9/1.8, lift 9.4)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC60 > -0.5047136
## PC63 > 0.1868706
## -> class 2\|1 [0.944]
##
## Rule 5/260: (236.3/13.4, lift 9.3)
## PC1 <= -0.5890457
## PC3 > -1.571875
## PC6 <= 1.281728
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC9 > -2.879268
## PC10 > -0.1320915
## PC12 > -2.916569
## PC12 <= 2.276712
## PC20 <= 0.1545295
## PC31 > -1.020629
## PC39 <= 0.6850426
## PC44 <= 0.6070068
## PC53 <= 0.732592
## PC59 > -0.5757471
## PC60 <= 1.228063
## PC61 <= 1.54535
## PC63 <= 0.1995853
## PC68 <= 1.367021
## PC87 <= 2.989131
## -> class 2\|1 [0.940]
##
## Rule 5/261: (30.9/1.6, lift 9.2)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC32 > -0.09435069
## PC42 <= -0.3007106
## -> class 2\|1 [0.922]
##
## Rule 5/262: (43.4/2.9, lift 9.1)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC16 > 0.6341237
## -> class 2\|1 [0.915]
##
## Rule 5/263: (44.7/3.1, lift 9.1)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC3 <= -1.571875
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC44 <= 0.6070068
## PC68 <= 1.367021
## -> class 2\|1 [0.912]
##
## Rule 5/264: (81.2/6.6, lift 9.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC12 > -2.916569
## PC20 > 0.1545295
## PC23 <= 1.9903
## PC37 > -0.2784512
## PC59 > 0.4961028
## -> class 2\|1 [0.909]
##
## Rule 5/265: (14.5/1.3, lift 8.6)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.5962217
## PC8 <= -0.2057522
## PC43 > -1.50497
## PC57 > -0.100883
## PC77 <= 2.311802
## PC94 > 0.3633463
## PC95 <= 1.170255
## -> class 2\|1 [0.861]
##
## Rule 5/266: (89.7/13.1, lift 8.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC10 > -0.1320915
## PC12 > -2.916569
## PC20 > 0.1545295
## PC23 <= 1.9903
## PC30 <= -0.07971685
## PC44 <= 0.6070068
## -> class 2\|1 [0.846]
##
## Rule 5/267: (274.7/113, lift 5.8)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 > -0.1320915
## PC44 > 0.6070068
## -> class 2\|1 [0.588]
##
## Rule 5/268: (331.8/0.5, lift 10.6)
## PC1 <= -0.5890457
## PC2 > -9.063782
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC9 > -4.402143
## PC32 <= 1.546562
## PC57 <= -0.100883
## PC64 > 0.03916697
## PC90 > -0.6953092
## PC100 <= 1.694908
## -> class 2\|2 [0.995]
##
## Rule 5/269: (108.2/0.3, lift 10.6)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.5962217
## PC32 <= 0.5030831
## PC45 <= 0.221448
## PC56 > 0.1827861
## PC75 > 0.2045518
## PC100 <= 3.246085
## -> class 2\|2 [0.989]
##
## Rule 5/270: (91.6/0.5, lift 10.5)
## PC2 <= 2.433167
## PC5 > 0.1581358
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC15 > -0.8904131
## PC28 <= 0.1440859
## PC32 <= 1.577389
## PC95 > 1.170255
## PC100 <= 3.246085
## -> class 2\|2 [0.984]
##
## Rule 5/271: (73.6/0.3, lift 10.5)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC19 > -2.317307
## PC23 > 1.9903
## PC32 <= 1.053505
## -> class 2\|2 [0.983]
##
## Rule 5/272: (60.1/0.3, lift 10.5)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC21 <= -1.146495
## PC32 <= 0.5030831
## PC45 <= 0.221448
## PC75 > 0.2045518
## -> class 2\|2 [0.980]
##
## Rule 5/273: (160.1/2.8, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC19 > -2.317307
## PC20 > 0.1545295
## PC27 > -0.7269049
## PC37 <= -0.2784512
## PC53 > -1.324708
## -> class 2\|2 [0.977]
##
## Rule 5/274: (59.3/0.5, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC24 > 0.6721288
## PC57 > -0.100883
## PC75 > 0.2045518
## -> class 2\|2 [0.975]
##
## Rule 5/275: (85/1.3, lift 10.4)
## PC1 <= -0.5890457
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 > -0.1320915
## PC12 <= -2.916569
## PC26 > -3.187758
## PC32 <= 1.053505
## PC44 <= 0.6070068
## -> class 2\|2 [0.974]
##
## Rule 5/276: (34.5, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC19 > -2.317307
## PC21 <= 1.912971
## PC61 > 1.54535
## PC88 > -0.507089
## -> class 2\|2 [0.973]
##
## Rule 5/277: (33.3/0.3, lift 10.3)
## PC2 <= 2.433167
## PC8 <= -0.2057522
## PC31 <= 1.244208
## PC56 <= -1.552383
## PC85 <= -0.4751406
## -> class 2\|2 [0.964]
##
## Rule 5/278: (81.6/2.1, lift 10.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -1.225654
## PC8 <= -0.2057522
## PC16 <= -0.2072645
## PC18 > -0.4440501
## PC19 > -4.045866
## PC32 <= 1.577389
## -> class 2\|2 [0.962]
##
## Rule 5/279: (400.5/15.5, lift 10.3)
## PC1 <= -0.5890457
## PC2 > -9.063782
## PC2 <= 2.433167
## PC6 <= 7.141766
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC9 > -4.402143
## PC32 <= 1.546562
## PC51 > -0.1145023
## PC57 <= -0.100883
## PC60 <= 0.001931978
## PC81 <= 0.4810416
## PC90 > -0.6953092
## PC100 <= 1.694908
## -> class 2\|2 [0.959]
##
## Rule 5/280: (21.6, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 1.287458
## PC20 <= 0.1545295
## PC21 <= 1.912971
## PC32 <= 1.053505
## PC53 > 0.732592
## PC68 <= 1.367021
## -> class 2\|2 [0.958]
##
## Rule 5/281: (94.5/3.2, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC40 <= -0.8195521
## PC75 > 0.2045518
## PC95 <= 1.170255
## PC99 <= 1.25466
## -> class 2\|2 [0.957]
##
## Rule 5/282: (184.6/6.9, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC43 <= -1.50497
## PC45 <= 0.4667475
## PC48 <= 1.269978
## PC54 > -2.676949
## PC62 > -4.324138
## PC72 <= 15.48027
## -> class 2\|2 [0.957]
##
## Rule 5/283: (20.8, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC32 <= 1.053505
## PC44 <= 0.6070068
## PC53 > -1.324708
## PC58 > -0.9523199
## PC60 > 1.228063
## -> class 2\|2 [0.956]
##
## Rule 5/284: (19.4, lift 10.2)
## PC1 <= -0.5890457
## PC8 > -1.225654
## PC8 <= -0.5962217
## PC18 > -0.4440501
## PC19 > -4.045866
## PC57 > -0.100883
## PC57 <= -0.04728599
## -> class 2\|2 [0.953]
##
## Rule 5/285: (64.7/2.1, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -1.225654
## PC8 <= -0.2057522
## PC14 > 1.58628
## PC75 <= 0.2045518
## PC95 <= 1.170255
## -> class 2\|2 [0.953]
##
## Rule 5/286: (19.3, lift 10.2)
## PC2 <= 2.433167
## PC3 > -1.571875
## PC8 <= 1.287458
## PC10 > -0.1320915
## PC20 <= 0.1545295
## PC21 <= 1.912971
## PC32 <= 1.053505
## PC39 > 0.6850426
## PC59 > -0.5757471
## PC68 <= 1.367021
## -> class 2\|2 [0.953]
##
## Rule 5/287: (29.1/0.5, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC38 > -1.641967
## PC50 <= -0.877485
## PC62 > -1.202249
## PC75 > 0.2045518
## -> class 2\|2 [0.951]
##
## Rule 5/288: (17.5, lift 10.1)
## PC1 <= -0.5890457
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 1.287458
## PC12 > 2.276712
## PC44 <= 0.6070068
## PC53 > -1.324708
## PC63 <= 0.1995853
## -> class 2\|2 [0.949]
##
## Rule 5/289: (124.1/6, lift 10.1)
## PC1 <= -0.5890457
## PC6 > 1.281728
## PC8 > -0.2057522
## PC8 <= 1.287458
## PC10 > -0.1320915
## PC21 <= 1.912971
## -> class 2\|2 [0.945]
##
## Rule 5/290: (14.1, lift 10.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.5962217
## PC21 > -1.146495
## PC32 <= 0.5030831
## PC36 > 0.5487258
## PC75 > 0.2045518
## -> class 2\|2 [0.938]
##
## Rule 5/291: (68.3/3.4, lift 10.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC25 > 0.1849871
## PC32 <= 0.5030831
## PC45 <= 0.221448
## PC75 > 0.2045518
## -> class 2\|2 [0.938]
##
## Rule 5/292: (12.9, lift 10.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC32 <= 0.5030831
## PC54 > 1.332712
## PC62 > -1.202249
## PC75 > 0.2045518
## -> class 2\|2 [0.933]
##
## Rule 5/293: (10.8, lift 9.9)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC31 > 1.244208
## PC39 > 0.266601
## PC46 <= 0.4310211
## -> class 2\|2 [0.922]
##
## Rule 5/294: (9.8, lift 9.8)
## PC1 > -0.5890457
## PC3 <= 0.775887
## PC6 > -4.030584
## PC8 <= -0.2123148
## PC10 > -0.6825619
## PC24 > 0.09102268
## PC41 > 0.6103151
## PC67 > -0.404483
## -> class 2\|2 [0.915]
##
## Rule 5/295: (10.8/0.3, lift 9.6)
## PC1 <= -0.5890457
## PC8 > -2.62821
## PC8 <= -0.5962217
## PC45 <= 0.221448
## PC62 > -1.202249
## PC62 <= -0.9711971
## PC75 > 0.2045518
## -> class 2\|2 [0.902]
##
## Rule 5/296: (295.3/28.9, lift 9.6)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC19 > -2.317307
## PC20 > 0.1545295
## PC27 > -0.7269049
## PC30 > -0.07971685
## PC44 <= 0.6070068
## PC58 > -0.9523199
## PC59 <= 0.4961028
## -> class 2\|2 [0.899]
##
## Rule 5/297: (6.9, lift 9.5)
## PC1 <= -0.5890457
## PC8 > 2.595427
## PC21 <= -0.248798
## PC22 <= -1.120517
## -> class 2\|2 [0.888]
##
## Rule 5/298: (6.4, lift 9.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC10 <= -0.1320915
## PC20 > 0.224894
## -> class 2\|2 [0.882]
##
## Rule 5/299: (10.8/0.5, lift 9.4)
## PC1 <= -0.5890457
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 1.287458
## PC9 <= -2.879268
## PC44 <= 0.6070068
## -> class 2\|2 [0.881]
##
## Rule 5/300: (72.1/8.2, lift 9.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.5962217
## PC8 <= -0.2057522
## PC18 > -0.4440501
## PC38 > -0.1959764
## PC43 > -1.50497
## PC94 <= 0.3633463
## PC99 <= 1.25466
## -> class 2\|2 [0.875]
##
## Rule 5/301: (63.5/7.8, lift 9.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.5962217
## PC29 <= 0.2709426
## PC40 > -0.8195521
## PC45 > 0.221448
## PC57 > -0.100883
## PC62 > -1.202249
## PC75 > 0.2045518
## PC95 <= 1.170255
## PC99 <= 1.25466
## -> class 2\|2 [0.866]
##
## Rule 5/302: (147.6/21.9, lift 9.1)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= -0.2057522
## PC46 > 0.4310211
## PC60 <= -0.7104926
## -> class 2\|2 [0.847]
##
## Rule 5/303: (250.7/42.1, lift 8.9)
## PC1 <= -0.5890457
## PC3 > -1.571875
## PC8 > -0.2057522
## PC8 <= 1.287458
## PC10 > -0.1320915
## PC21 <= 1.912971
## PC32 <= 1.053505
## PC44 <= 0.6070068
## PC53 > -1.324708
## PC53 <= 0.732592
## PC63 > 0.1995853
## PC88 > -0.507089
## -> class 2\|2 [0.829]
##
## Rule 5/304: (40.6/7.2, lift 8.6)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC8 > -0.2123148
## PC9 <= 0.3700113
## PC21 <= 0.9163498
## PC75 > 0.8519075
## -> class 2\|2 [0.809]
##
## Rule 5/305: (6.2/0.8, lift 8.4)
## PC7 > -0.7601892
## PC8 <= -2.62821
## PC31 > 1.244208
## PC46 <= 0.4310211
## -> class 2\|2 [0.782]
##
## Rule 5/306: (6.7/1, lift 8.2)
## PC1 <= -0.5890457
## PC8 > -1.225654
## PC8 <= -0.5962217
## PC11 <= -3.588177
## -> class 2\|2 [0.764]
##
## Rule 5/307: (10.2/2.1, lift 8.0)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC19 > 2.625054
## PC46 > 0.4310211
## PC60 > -0.7104926
## -> class 2\|2 [0.747]
##
## Rule 5/308: (8.3/3, lift 6.5)
## PC8 > -1.225654
## PC8 <= -1.216225
## -> class 2\|2 [0.608]
##
## Rule 5/309: (39.3/17.9, lift 5.8)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC19 > -4.045866
## PC32 > 1.577389
## PC43 > -1.50497
## PC57 > -0.100883
## -> class 2\|2 [0.542]
##
## Rule 5/310: (70.4/42.4, lift 4.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC69 > 0.1529557
## PC73 <= 0.4342559
## -> class 2\|2 [0.400]
##
## Rule 5/311: (529.1/324.9, lift 4.1)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC92 > 0.4178481
## -> class 2\|2 [0.386]
##
## Rule 5/312: (127.5, lift 7.9)
## PC1 <= -0.5890457
## PC7 <= -0.7601892
## PC8 <= -2.62821
## PC31 > 1.244208
## PC39 <= 0.266601
## -> class 2\|3 [0.992]
##
## Rule 5/313: (137.2/0.5, lift 7.9)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC11 > -4.141527
## PC16 > -0.09176695
## PC23 > -0.4546537
## PC25 > -0.2111154
## PC46 <= 0.4310211
## PC85 > -0.4751406
## PC85 <= 0.8082542
## -> class 2\|3 [0.989]
##
## Rule 5/314: (49.5, lift 7.8)
## PC1 <= -0.5890457
## PC6 > 7.141766
## -> class 2\|3 [0.981]
##
## Rule 5/315: (34.4, lift 7.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= -0.2057522
## PC29 > 0.3448451
## PC38 > -1.641967
## PC49 > 0.2127022
## -> class 2\|3 [0.973]
##
## Rule 5/316: (43.1/0.3, lift 7.7)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 <= -3.76792
## PC45 > 0.06872771
## -> class 2\|3 [0.972]
##
## Rule 5/317: (42/0.3, lift 7.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= -0.2057522
## PC31 <= 1.244208
## PC40 <= 0.7687145
## PC46 <= 0.4310211
## PC78 <= -0.1773245
## PC79 > 0.171454
## -> class 2\|3 [0.971]
##
## Rule 5/318: (124.5/3.7, lift 7.7)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 <= -3.76792
## PC70 > -0.571225
## PC83 <= 0.4963029
## PC85 <= 0.4262402
## -> class 2\|3 [0.963]
##
## Rule 5/319: (23.3, lift 7.6)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -0.2057522
## PC8 <= 2.595427
## PC10 > -0.1320915
## PC31 <= -0.2166641
## PC37 > 0.03817603
## PC44 > 0.6070068
## -> class 2\|3 [0.960]
##
## Rule 5/320: (149.5/5.4, lift 7.6)
## PC1 <= -0.5890457
## PC8 > -1.216225
## PC8 <= -0.5962217
## PC11 > -3.588177
## PC14 > -2.01098
## PC14 <= 1.58628
## PC16 > -0.2072645
## PC29 <= 0.3448451
## PC32 <= 1.577389
## PC43 > -1.50497
## PC57 > -0.04728599
## PC67 <= 0.5476908
## PC75 <= 0.2045518
## PC99 <= 1.25466
## -> class 2\|3 [0.957]
##
## Rule 5/321: (21.1, lift 7.6)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= -0.2057522
## PC38 > -1.641967
## PC43 > -1.50497
## PC57 <= -0.100883
## PC77 <= 2.311802
## PC100 > 1.694908
## -> class 2\|3 [0.957]
##
## Rule 5/322: (22.2/0.3, lift 7.5)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= -0.2057522
## PC25 <= -0.2111154
## PC46 <= 0.4310211
## PC85 > -0.4751406
## PC94 > 0.4433861
## -> class 2\|3 [0.948]
##
## Rule 5/323: (49.8/1.8, lift 7.5)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC43 > -1.50497
## PC57 <= -0.100883
## PC60 > 0.001931978
## PC62 <= 1.499938
## PC100 <= 3.246085
## -> class 2\|3 [0.945]
##
## Rule 5/324: (429.1/23.6, lift 7.5)
## PC1 <= -0.5890457
## PC8 > -2.62821
## PC8 <= -1.225654
## PC18 > -0.4440501
## PC19 > -4.045866
## PC29 <= 0.3448451
## PC32 <= 1.577389
## PC43 > -1.50497
## PC57 > -0.100883
## PC75 <= 0.2045518
## PC95 <= 1.170255
## PC96 <= 1.260355
## -> class 2\|3 [0.943]
##
## Rule 5/325: (156.4/9.9, lift 7.4)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC19 <= 2.625054
## PC46 > 0.4310211
## PC60 > -0.7104926
## -> class 2\|3 [0.931]
##
## Rule 5/326: (303.6/21.6, lift 7.4)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC19 > -3.052557
## PC44 <= 2.923087
## PC46 <= 0.4310211
## PC56 > -1.552383
## PC85 <= -0.4751406
## -> class 2\|3 [0.926]
##
## Rule 5/327: (14.3/0.3, lift 7.3)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 > -3.76792
## PC10 <= -0.6825619
## PC31 <= 0.06491774
## -> class 2\|3 [0.922]
##
## Rule 5/328: (10.2, lift 7.3)
## PC1 > -0.5890457
## PC8 <= -3.76792
## PC19 > 3.673504
## -> class 2\|3 [0.918]
##
## Rule 5/329: (124.1/9.6, lift 7.3)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC5 > -5.491686
## PC6 > -4.030584
## PC8 <= -0.2123148
## PC10 > -0.6825619
## PC21 <= 0.9163498
## PC41 <= 0.6103151
## PC43 > -1.318185
## PC67 > -0.404483
## -> class 2\|3 [0.916]
##
## Rule 5/330: (89/8.7, lift 7.1)
## PC8 <= -2.62821
## PC12 > 1.073398
## PC23 > -0.4546537
## PC31 <= -0.6573016
## PC95 <= 0.1615379
## -> class 2\|3 [0.894]
##
## Rule 5/331: (6.7, lift 7.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC5 <= 0.1581358
## PC43 > -1.50497
## PC57 > -0.100883
## PC95 > 1.170255
## -> class 2\|3 [0.885]
##
## Rule 5/332: (5.4, lift 6.9)
## PC72 > 15.48027
## -> class 2\|3 [0.865]
##
## Rule 5/333: (7764.2/5519.9, lift 2.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## -> class 2\|3 [0.289]
##
## Rule 5/334: (96.8, lift 22.6)
## PC8 <= -2.62821
## PC12 > 1.073398
## PC25 > -0.2111154
## PC31 > -0.6573016
## PC78 <= -0.1773245
## PC85 > -0.4751406
## PC95 <= 0.1615379
## -> class 2\|4 [0.990]
##
## Rule 5/335: (93, lift 22.6)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC11 <= -4.141527
## PC20 <= 0.3217192
## -> class 2\|4 [0.989]
##
## Rule 5/336: (99.2/0.3, lift 22.6)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC16 <= -0.09176695
## PC40 > 0.7687145
## PC85 > -0.4751406
## -> class 2\|4 [0.988]
##
## Rule 5/337: (169.7/1.3, lift 22.5)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 <= -3.76792
## PC19 <= 3.673504
## PC45 <= 0.06872771
## PC70 > -0.571225
## PC85 > 0.4262402
## -> class 2\|4 [0.987]
##
## Rule 5/338: (56.6, lift 22.5)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC25 <= -0.2111154
## PC31 <= 1.244208
## PC46 <= 0.4310211
## PC85 > -0.4751406
## PC94 <= 0.4433861
## -> class 2\|4 [0.983]
##
## Rule 5/339: (96.1/0.8, lift 22.4)
## PC2 <= 2.433167
## PC8 <= -2.62821
## PC23 <= -0.4546537
## PC31 <= 1.244208
## PC46 <= 0.4310211
## PC75 <= 0.1006773
## PC85 > -0.4751406
## -> class 2\|4 [0.982]
##
## Rule 5/340: (163.6/6.4, lift 21.8)
## PC8 <= -2.62821
## PC9 > -2.382922
## PC11 > -4.141527
## PC16 <= -0.09176695
## PC46 <= 0.4310211
## PC76 <= 0.5425289
## PC78 <= -0.1773245
## PC79 <= 0.171454
## PC85 > -0.4751406
## PC95 > 0.1615379
## -> class 2\|4 [0.955]
##
## Rule 5/341: (27.3/0.5, lift 21.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= -0.2057522
## PC24 <= 0.6721288
## PC34 <= 0.2257029
## PC40 > -0.8195521
## PC43 > -1.50497
## PC62 <= -1.202249
## PC75 > 0.2045518
## PC99 <= 1.25466
## -> class 2\|4 [0.948]
##
## Rule 5/342: (98.8/4.4, lift 21.6)
## PC1 > -0.5890457
## PC8 <= -3.76792
## PC70 > -0.571225
## PC83 > 0.4963029
## -> class 2\|4 [0.946]
##
## Rule 5/343: (11.8, lift 21.2)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC16 <= -0.09176695
## PC23 > -0.4546537
## PC64 > 0.2719906
## PC78 <= -0.1773245
## PC85 > -0.4751406
## -> class 2\|4 [0.927]
##
## Rule 5/344: (20.7/0.8, lift 21.1)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.62821
## PC8 <= -0.2057522
## PC29 > 0.3448451
## PC38 > -1.641967
## PC49 <= 0.2127022
## -> class 2\|4 [0.922]
##
## Rule 5/345: (91.2/6.5, lift 21.0)
## PC1 <= -0.5890457
## PC8 <= -2.62821
## PC25 > -0.2111154
## PC31 <= 1.244208
## PC46 <= 0.4310211
## PC85 > 0.8082542
## -> class 2\|4 [0.920]
##
## Rule 5/346: (8.1, lift 20.6)
## PC2 <= 2.433167
## PC8 > -2.62821
## PC40 > 3.326823
## PC43 > -1.50497
## PC57 <= -0.100883
## -> class 2\|4 [0.901]
##
## Rule 5/347: (35.4/2.9, lift 20.5)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.775887
## PC5 > -5.491686
## PC21 <= 0.9163498
## PC43 > -1.318185
## PC67 <= -0.404483
## -> class 2\|4 [0.895]
##
## Rule 5/348: (64.6/6.1, lift 20.4)
## PC8 <= -2.62821
## PC9 > 4.333619
## PC46 <= 0.4310211
## PC85 > -0.4751406
## PC85 <= 0.8082542
## -> class 2\|4 [0.894]
##
## Rule 5/349: (5.1, lift 19.6)
## PC8 <= -2.62821
## PC16 <= -0.09176695
## PC46 <= 0.4310211
## PC78 <= -0.1773245
## PC85 <= 0.8082542
## PC88 <= -0.5015736
## -> class 2\|4 [0.858]
##
## Rule 5/350: (3.8, lift 18.9)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= -0.2057522
## PC43 <= -1.50497
## PC45 > 0.4667475
## -> class 2\|4 [0.826]
##
## Rule 5/351: (12.5/1.6, lift 18.8)
## PC1 <= -3.725634
## PC8 <= -2.62821
## PC16 <= -0.09176695
## PC46 <= 0.4310211
## PC78 <= -0.1773245
## PC85 > -0.4751406
## PC95 <= 0.1615379
## -> class 2\|4 [0.824]
##
## Rule 5/352: (115.6/20.8, lift 18.6)
## PC1 <= -0.5890457
## PC8 <= -0.2057522
## PC19 <= -4.045866
## PC43 > -1.50497
## -> class 2\|4 [0.815]
##
## Rule 5/353: (27.4/17.4, lift 8.5)
## PC2 <= 2.433167
## PC43 <= -1.50497
## PC62 <= -4.324138
## -> class 2\|4 [0.373]
##
## Default class: 0\|3
##
## ----- Trial 6: -----
##
## Rules:
##
## Rule 6/1: (196.4, lift 14.9)
## PC2 <= 6.665872
## PC7 > -0.8794407
## PC13 <= 8.296689
## PC18 > 2.090086
## PC19 <= 0.008498676
## PC26 <= 0.4859709
## PC45 <= 1.486699
## PC62 <= 0.175533
## PC86 > -0.7933379
## PC94 > 0.3544931
## PC97 <= 0.2751642
## PC98 <= 2.113333
## -> class 0\|0 [0.995]
##
## Rule 6/2: (125.4/0.2, lift 14.8)
## PC13 <= 8.296689
## PC17 > -0.1491582
## PC18 > 2.090086
## PC19 <= 0.008498676
## PC45 <= 1.486699
## PC54 <= -1.027696
## PC55 > -0.4774561
## PC69 > -3.067323
## -> class 0\|0 [0.991]
##
## Rule 6/3: (266.8/1.8, lift 14.8)
## PC7 > -0.8794407
## PC13 <= 8.296689
## PC17 > -0.1491582
## PC18 > 2.090086
## PC19 <= 0.008498676
## PC25 <= 1.063675
## PC26 <= 0.4859709
## PC45 <= 1.486699
## PC55 > -0.4774561
## PC62 > 0.175533
## PC69 > -3.067323
## PC91 <= 3.033534
## PC98 <= 2.113333
## -> class 0\|0 [0.989]
##
## Rule 6/4: (78.4/0.2, lift 14.7)
## PC2 <= 6.665872
## PC13 <= 8.296689
## PC18 > 2.090086
## PC26 <= 0.4859709
## PC27 > -2.199644
## PC28 <= 3.478025
## PC55 > -0.4774561
## PC62 <= 0.175533
## PC92 > 0.7316652
## PC98 <= 2.113333
## -> class 0\|0 [0.985]
##
## Rule 6/5: (54, lift 14.7)
## PC2 <= 6.665872
## PC7 > -0.8794407
## PC17 > -0.1491582
## PC18 > 2.090086
## PC26 <= 0.4859709
## PC27 > -2.199644
## PC45 <= 1.486699
## PC47 <= 3.659497
## PC72 <= 0.6159824
## PC97 > 0.2751642
## PC100 <= -0.2495408
## -> class 0\|0 [0.982]
##
## Rule 6/6: (41.9, lift 14.6)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.8794407
## PC17 > -0.1491582
## PC21 > -0.906265
## PC26 <= 0.4859709
## PC94 <= -0.08214165
## -> class 0\|0 [0.977]
##
## Rule 6/7: (27.5, lift 14.5)
## PC1 > -0.6783488
## PC18 > 2.090086
## PC26 > 0.4859709
## PC45 > 0.08719801
## -> class 0\|0 [0.966]
##
## Rule 6/8: (28.7/0.2, lift 14.4)
## PC2 > 2.433167
## PC18 > 2.090086
## PC28 <= 3.478025
## PC37 <= -2.548816
## PC47 <= 3.659497
## PC52 > -6.357232
## PC69 > -3.067323
## -> class 0\|0 [0.961]
##
## Rule 6/9: (46.6/1, lift 14.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= 2.286966
## PC13 <= 1.698335
## PC17 > -2.358524
## PC18 > -0.3695138
## PC71 > 0.6632112
## -> class 0\|0 [0.959]
##
## Rule 6/10: (535.4/20.8, lift 14.4)
## PC2 <= 6.665872
## PC7 > -0.8794407
## PC13 <= 8.296689
## PC17 > -0.1491582
## PC18 > 2.686299
## PC19 <= 0.008498676
## PC20 > -3.341997
## PC26 <= 0.4859709
## PC45 <= 1.486699
## PC55 > -0.21133
## PC80 <= 0.5679721
## PC86 > -0.7933379
## PC91 <= 3.033534
## PC97 <= 0.2751642
## PC98 > -1.468846
## -> class 0\|0 [0.959]
##
## Rule 6/11: (146.2/5.9, lift 14.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > 0.5380675
## PC18 > -0.3695138
## PC32 > 0.5580033
## -> class 0\|0 [0.954]
##
## Rule 6/12: (17.6, lift 14.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC41 > 0.3743201
## PC68 > 0.2152283
## PC86 <= -2.895445
## -> class 0\|0 [0.949]
##
## Rule 6/13: (19.5/0.2, lift 14.1)
## PC2 > 2.433167
## PC7 <= -0.8794407
## PC18 > 2.090086
## PC21 > -0.906265
## PC51 <= -0.8452698
## -> class 0\|0 [0.944]
##
## Rule 6/14: (72.4/3.2, lift 14.1)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= 2.286966
## PC13 <= 1.698335
## PC14 > 0.5380675
## PC24 > 2.044182
## -> class 0\|0 [0.943]
##
## Rule 6/15: (18.3/0.2, lift 14.1)
## PC13 <= 8.296689
## PC18 > 2.090086
## PC26 <= 0.4859709
## PC45 > 1.486699
## PC52 > -6.357232
## PC80 <= -0.3391208
## PC91 <= 3.033534
## -> class 0\|0 [0.941]
##
## Rule 6/16: (21/0.4, lift 14.1)
## PC1 <= -0.6783488
## PC2 > 2.433167
## PC13 <= 8.296689
## PC18 > 2.090086
## PC45 > 0.08719801
## PC52 > -6.357232
## PC70 <= -0.812196
## PC91 <= 3.033534
## PC99 <= 2.407546
## -> class 0\|0 [0.939]
##
## Rule 6/17: (41.5/1.9, lift 14.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.8794407
## PC17 > -0.1491582
## PC21 > -0.906265
## PC26 <= 0.4859709
## PC84 <= 0.05393788
## PC98 <= 2.113333
## -> class 0\|0 [0.933]
##
## Rule 6/18: (133.5/11.2, lift 13.6)
## PC8 > 0.2319815
## PC18 > 2.090086
## PC19 <= 0.008498676
## PC21 > -0.906265
## PC51 > -0.8452698
## -> class 0\|0 [0.910]
##
## Rule 6/19: (9.1/0.2, lift 13.4)
## PC13 <= 8.296689
## PC18 > 2.090086
## PC26 > 0.4859709
## PC28 <= 3.478025
## PC47 <= 3.659497
## PC54 <= -0.7808664
## PC99 <= 2.407546
## -> class 0\|0 [0.892]
##
## Rule 6/20: (196.3/26.1, lift 12.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > 0.5380675
## PC18 > -0.3695138
## PC48 > 0.4310752
## -> class 0\|0 [0.863]
##
## Rule 6/21: (78.7/11.8, lift 12.6)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -0.3695138
## -> class 0\|0 [0.841]
##
## Rule 6/22: (289.8/48.2, lift 12.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= 2.286966
## PC13 <= 1.698335
## PC16 <= -0.04468431
## PC18 > -0.3695138
## PC21 <= 0.4837864
## PC47 > -0.9638503
## PC71 <= 0.6632112
## PC74 > 0.3204462
## -> class 0\|0 [0.831]
##
## Rule 6/23: (28.4/6.4, lift 11.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= 2.286966
## PC14 <= 0.5380675
## PC18 > -0.3695138
## PC47 <= -0.9638503
## -> class 0\|0 [0.756]
##
## Rule 6/24: (10/4.3, lift 8.4)
## PC13 > 8.296689
## PC18 > 2.090086
## PC39 <= -2.491796
## -> class 0\|0 [0.560]
##
## Rule 6/25: (81, lift 13.2)
## PC7 <= -0.8794407
## PC8 <= 0.2319815
## PC13 <= 8.296689
## PC18 > 2.090086
## PC51 > -0.8452698
## PC84 > 0.05393788
## PC94 > -0.08214165
## -> class 0\|1 [0.988]
##
## Rule 6/26: (70.1, lift 13.1)
## PC17 > -0.1491582
## PC18 > 2.090086
## PC62 <= 0.175533
## PC92 <= 0.7316652
## PC97 > 0.2751642
## PC99 <= 0.4426394
## PC100 > -0.2495408
## -> class 0\|1 [0.986]
##
## Rule 6/27: (54.1, lift 13.1)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC41 > 0.3743201
## PC54 > -1.273943
## PC68 > 0.2152283
## PC86 > -2.895445
## -> class 0\|1 [0.982]
##
## Rule 6/28: (31.6, lift 12.9)
## PC13 <= 8.296689
## PC17 > -0.1491582
## PC18 > 2.090086
## PC20 <= -3.341997
## PC62 <= 0.175533
## PC69 > -3.067323
## PC94 <= 0.3544931
## -> class 0\|1 [0.970]
##
## Rule 6/29: (49.1/0.6, lift 12.9)
## PC2 > 6.665872
## PC7 > -0.8794407
## PC13 <= 8.296689
## PC18 > 2.090086
## PC27 > -2.199644
## PC45 <= 1.486699
## PC54 > -1.027696
## PC62 <= 0.175533
## PC69 > -3.067323
## -> class 0\|1 [0.969]
##
## Rule 6/30: (24.4, lift 12.8)
## PC2 > 2.433167
## PC7 <= -0.8794407
## PC17 > -0.1491582
## PC21 <= -0.906265
## PC26 <= 0.4859709
## PC54 > -1.027696
## -> class 0\|1 [0.962]
##
## Rule 6/31: (21.3, lift 12.7)
## PC13 <= 8.296689
## PC18 > 2.090086
## PC25 > 1.063675
## PC28 <= 3.478025
## -> class 0\|1 [0.957]
##
## Rule 6/32: (19.7, lift 12.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.7373997
## PC31 <= -0.05764481
## PC41 <= 0.3743201
## PC83 > -0.9768923
## PC97 > 1.442386
## -> class 0\|1 [0.954]
##
## Rule 6/33: (11.1, lift 12.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.7373997
## PC18 <= -0.3695138
## PC31 > -0.05764481
## PC41 <= 0.3743201
## -> class 0\|1 [0.924]
##
## Rule 6/34: (176.1/31.6, lift 10.9)
## PC2 > 2.433167
## PC7 <= -0.7373997
## PC22 <= 2.238775
## PC31 <= -0.05764481
## PC41 <= 0.3743201
## PC42 <= -0.9799368
## PC97 <= 1.442386
## -> class 0\|1 [0.817]
##
## Rule 6/35: (156/44.3, lift 9.5)
## PC3 <= 1.640775
## PC10 <= -0.9260765
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC25 <= -0.2307203
## -> class 0\|1 [0.713]
##
## Rule 6/36: (3304.6/1985.4, lift 5.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## -> class 0\|1 [0.399]
##
## Rule 6/37: (136.9, lift 9.6)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.7373997
## PC18 <= -0.3695138
## PC22 <= 2.238775
## PC31 <= -0.05764481
## PC42 > -0.9799368
## PC83 > -0.9768923
## PC97 <= 1.442386
## -> class 0\|2 [0.993]
##
## Rule 6/38: (76.9, lift 9.5)
## PC3 <= 1.640775
## PC10 <= -0.9260765
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC21 <= 0.153072
## PC37 <= 1.807821
## PC55 <= 0.09161823
## -> class 0\|2 [0.987]
##
## Rule 6/39: (97.4/0.4, lift 9.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 > 2.286966
## PC13 <= 1.698335
## PC17 > -2.358524
## PC18 > -0.3695138
## PC18 <= 2.090086
## PC25 <= 1.854754
## PC34 > -3.291107
## PC39 > -3.16887
## PC47 <= 3.659497
## PC78 <= 1.395172
## -> class 0\|2 [0.986]
##
## Rule 6/40: (58.3, lift 9.5)
## PC4 > -4.410575
## PC8 <= 0.0857164
## PC13 > 8.296689
## PC18 > 2.090086
## PC18 <= 3.718587
## PC47 <= 3.659497
## PC82 <= 2.403962
## -> class 0\|2 [0.983]
##
## Rule 6/41: (72.5/0.4, lift 9.4)
## PC10 <= -1.31686
## PC18 <= -0.3695138
## PC27 <= -1.544505
## -> class 0\|2 [0.981]
##
## Rule 6/42: (45.3, lift 9.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC8 > 0.01915445
## PC10 > -1.31686
## PC18 <= -0.3695138
## PC41 <= 0.3743201
## PC47 <= -0.8960021
## -> class 0\|2 [0.979]
##
## Rule 6/43: (52.8/0.2, lift 9.4)
## PC2 > 2.433167
## PC4 > -7.83144
## PC8 > 0.01915445
## PC10 > -1.31686
## PC18 <= -1.136285
## PC58 <= -0.3665802
## PC78 > -0.01788935
## -> class 0\|2 [0.978]
##
## Rule 6/44: (43.6, lift 9.4)
## PC3 <= 1.640775
## PC8 > 0.01915445
## PC10 > -1.31686
## PC18 <= -1.136285
## PC30 > 1.407807
## PC55 <= 0.6982836
## -> class 0\|2 [0.978]
##
## Rule 6/45: (66.7/0.6, lift 9.4)
## PC10 <= -1.31686
## PC18 <= -0.3695138
## PC55 <= 0.6982836
## PC58 > 1.224094
## PC63 <= 1.020558
## PC71 <= 0.5482254
## PC78 <= 2.786675
## PC94 <= 0.5050467
## -> class 0\|2 [0.977]
##
## Rule 6/46: (40.6, lift 9.4)
## PC3 <= 1.640775
## PC8 > 0.01915445
## PC18 <= -1.136285
## PC41 <= 0.0955352
## PC42 <= -0.2419943
## PC58 > -0.3665802
## PC78 > -0.01788935
## -> class 0\|2 [0.977]
##
## Rule 6/47: (45.3/0.2, lift 9.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC8 > 0.01915445
## PC18 <= -1.136285
## PC30 <= 1.407807
## PC65 <= -0.3545989
## -> class 0\|2 [0.975]
##
## Rule 6/48: (30.9, lift 9.3)
## PC2 > 2.433167
## PC10 <= 1.290517
## PC13 > 1.698335
## PC18 > -0.3695138
## PC18 <= 2.090086
## -> class 0\|2 [0.970]
##
## Rule 6/49: (27, lift 9.3)
## PC7 > -0.7373997
## PC10 <= -0.9260765
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC39 <= -0.8756989
## PC78 <= 2.786675
## -> class 0\|2 [0.966]
##
## Rule 6/50: (163.5/4.7, lift 9.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 > -0.6947209
## PC6 <= 0.1375022
## PC8 <= 0.1625164
## PC11 <= 0.09254056
## PC14 <= 0.5380675
## PC16 > -0.04468431
## PC17 > -2.358524
## PC18 > -0.3695138
## PC18 <= 2.090086
## PC32 <= 0.4652493
## PC60 > -0.4183349
## PC81 <= 0.7883417
## PC93 <= 0.584595
## -> class 0\|2 [0.966]
##
## Rule 6/51: (37.9/0.4, lift 9.3)
## PC3 <= 1.640775
## PC10 > -1.31686
## PC18 <= -0.3695138
## PC29 > 1.794778
## PC55 > 0.03366827
## PC67 > -0.6157832
## -> class 0\|2 [0.965]
##
## Rule 6/52: (25.7, lift 9.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 > -0.6947209
## PC14 <= 0.5380675
## PC16 > 0.6438745
## PC17 > -2.358524
## PC18 > -0.3695138
## PC60 > -0.4183349
## PC67 <= 0.7323884
## PC93 <= 0.584595
## -> class 0\|2 [0.964]
##
## Rule 6/53: (23.9, lift 9.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC8 > 0.01915445
## PC18 <= -0.3695138
## PC51 > 0.8956629
## PC78 <= -0.01788935
## -> class 0\|2 [0.961]
##
## Rule 6/54: (23.3, lift 9.2)
## PC7 > -0.7373997
## PC33 > 5.278334
## PC41 <= 0.3743201
## -> class 0\|2 [0.960]
##
## Rule 6/55: (21.8, lift 9.2)
## PC18 > 2.090086
## PC28 > 3.478025
## PC47 <= 3.659497
## -> class 0\|2 [0.958]
##
## Rule 6/56: (103.7/3.6, lift 9.2)
## PC2 > 6.408321
## PC13 > 1.698335
## PC18 > -0.3695138
## PC18 <= 2.090086
## PC20 > -6.981035
## PC47 <= 3.659497
## PC86 <= 4.013646
## -> class 0\|2 [0.956]
##
## Rule 6/57: (81.4/2.9, lift 9.2)
## PC2 > 2.433167
## PC7 > -0.7373997
## PC8 > 0.01915445
## PC10 > -1.31686
## PC18 <= -0.3695138
## PC41 > 0.0955352
## PC78 > -0.01788935
## -> class 0\|2 [0.954]
##
## Rule 6/58: (19.5, lift 9.2)
## PC11 > 0.09254056
## PC16 > -0.04468431
## PC16 <= 0.6438745
## PC18 <= 2.090086
## PC34 <= -1.2838
## PC60 > -0.4183349
## PC71 <= 0.6632112
## PC93 <= 0.584595
## -> class 0\|2 [0.953]
##
## Rule 6/59: (18.1, lift 9.1)
## PC3 <= 1.640775
## PC17 <= -2.517098
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC94 > 0.7455989
## -> class 0\|2 [0.950]
##
## Rule 6/60: (17.1, lift 9.1)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC5 <= 2.286966
## PC14 <= 0.5380675
## PC18 > -0.3695138
## PC18 <= 2.090086
## PC21 > 0.4837864
## -> class 0\|2 [0.948]
##
## Rule 6/61: (15.8, lift 9.1)
## PC13 > 1.698335
## PC18 > -0.3695138
## PC18 <= 2.090086
## PC21 > -0.7275655
## PC27 <= -1.313878
## PC46 > -0.2220724
## -> class 0\|2 [0.944]
##
## Rule 6/62: (25.8/0.6, lift 9.1)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC55 <= 0.6982836
## PC78 <= 2.786675
## PC100 > 1.686289
## -> class 0\|2 [0.943]
##
## Rule 6/63: (104.3/5.1, lift 9.1)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 > -0.7373997
## PC10 > -0.9260765
## PC15 > -1.052828
## PC17 > -2.517098
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC28 <= 0.08386644
## PC31 <= 0.3466559
## PC43 <= 1.463638
## -> class 0\|2 [0.943]
##
## Rule 6/64: (17.5/0.2, lift 9.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC41 > 0.3743201
## PC54 <= -1.273943
## PC68 > 0.2152283
## -> class 0\|2 [0.938]
##
## Rule 6/65: (11.8, lift 8.9)
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC55 > 0.03366827
## PC55 <= 0.6982836
## PC78 <= 2.786675
## PC97 > 2.006778
## -> class 0\|2 [0.928]
##
## Rule 6/66: (113.1/8.6, lift 8.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC10 > -0.9260765
## PC17 > -2.517098
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC76 > 0.4272273
## -> class 0\|2 [0.917]
##
## Rule 6/67: (12.3/0.2, lift 8.8)
## PC2 > 2.433167
## PC18 <= -1.136285
## PC55 <= 0.6982836
## PC78 <= 2.786675
## PC86 <= -3.594746
## -> class 0\|2 [0.916]
##
## Rule 6/68: (165.9/13.4, lift 8.8)
## PC4 <= -7.83144
## PC7 > -0.7373997
## PC18 <= -0.3695138
## PC34 > -0.7852964
## -> class 0\|2 [0.914]
##
## Rule 6/69: (98.8/9.7, lift 8.6)
## PC4 > 7.163725
## PC10 > -1.31686
## PC18 <= -0.3695138
## PC22 > -0.4520492
## PC55 <= 0.6982836
## -> class 0\|2 [0.894]
##
## Rule 6/70: (7.1, lift 8.6)
## PC18 <= -0.3695138
## PC55 > 0.03366827
## PC55 <= 0.6982836
## PC58 <= -4.45924
## -> class 0\|2 [0.890]
##
## Rule 6/71: (6.6, lift 8.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC9 > 0.3468141
## PC10 > -1.31686
## -> class 0\|2 [0.884]
##
## Rule 6/72: (6.4, lift 8.5)
## PC2 > 2.433167
## PC2 <= 6.408321
## PC13 > 1.698335
## PC18 > -0.3695138
## PC21 <= -0.7275655
## PC47 <= 3.659497
## -> class 0\|2 [0.881]
##
## Rule 6/73: (22.1/2.2, lift 8.3)
## PC8 > 0.01915445
## PC10 > -1.31686
## PC10 <= -0.5803861
## PC18 <= -1.136285
## PC41 <= 0.3743201
## PC78 > -0.01788935
## -> class 0\|2 [0.865]
##
## Rule 6/74: (117.4/18.4, lift 8.1)
## PC4 <= -7.005993
## PC8 <= 0.01915445
## PC10 > -1.31686
## PC55 <= 0.6982836
## -> class 0\|2 [0.837]
##
## Rule 6/75: (40.6/6.4, lift 8.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC33 > -1.35394
## PC41 > 0.3743201
## PC68 <= 0.2152283
## -> class 0\|2 [0.828]
##
## Rule 6/76: (13.3/2.2, lift 7.6)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC10 > -1.31686
## PC18 <= -1.136285
## PC55 > 0.03366827
## PC81 > 1.713855
## -> class 0\|2 [0.791]
##
## Rule 6/77: (16.6/4, lift 7.0)
## PC2 > 2.433167
## PC7 > -0.7373997
## PC18 <= -1.136285
## PC55 <= 0.6982836
## PC67 <= -0.6157832
## PC78 <= 2.786675
## -> class 0\|2 [0.729]
##
## Rule 6/78: (24/7.6, lift 6.4)
## PC2 > 2.433167
## PC18 > 2.090086
## PC99 > 2.407546
## -> class 0\|2 [0.670]
##
## Rule 6/79: (1131.4/460.1, lift 5.7)
## PC3 <= 1.640775
## PC10 <= -1.31686
## PC18 <= -1.136285
## PC33 <= 5.278334
## PC55 <= 0.6982836
## PC80 > -0.151904
## -> class 0\|2 [0.593]
##
## Rule 6/80: (35.4/14.7, lift 5.6)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC17 <= -2.358524
## PC18 > -0.3695138
## PC47 <= 3.659497
## PC67 <= 0.7323884
## PC86 <= 4.013646
## -> class 0\|2 [0.580]
##
## Rule 6/81: (151/0.4, lift 10.8)
## PC4 > -7.83144
## PC10 <= -1.31686
## PC14 <= 0.753905
## PC18 <= -2.283772
## PC21 > -0.9475972
## PC22 <= -0.4344081
## PC38 > -0.3513062
## PC39 > -0.7399827
## PC58 <= 1.224094
## PC78 > -1.121003
## PC83 > -0.03699437
## PC88 <= 0.8262866
## PC91 <= 0.1457238
## PC94 <= 0.5050467
## -> class 0\|3 [0.991]
##
## Rule 6/82: (90.6, lift 10.8)
## PC10 <= -1.31686
## PC18 <= -2.283772
## PC21 > -0.9475972
## PC27 > -1.544505
## PC39 > -0.7399827
## PC58 <= 1.224094
## PC63 <= 1.020558
## PC71 <= 0.5482254
## PC79 <= 1.496052
## PC83 <= -0.03715117
## PC88 <= 0.8262866
## PC94 <= 0.5050467
## PC95 > -0.7304326
## -> class 0\|3 [0.989]
##
## Rule 6/83: (102.1/0.8, lift 10.7)
## PC2 > 2.433167
## PC4 > -7.83144
## PC7 > -0.7373997
## PC8 > 0.01915445
## PC10 > -1.31686
## PC18 <= -1.136285
## PC30 <= 1.407807
## PC47 > -0.8960021
## PC51 <= 0.8956629
## PC65 > -0.3545989
## PC78 <= -0.01788935
## -> class 0\|3 [0.983]
##
## Rule 6/84: (46.6, lift 10.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 <= 2.090086
## PC39 <= -3.16887
## -> class 0\|3 [0.979]
##
## Rule 6/85: (52.6/0.2, lift 10.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC10 > -0.9260765
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC22 <= -0.3080649
## PC28 > 0.08386644
## PC76 <= 0.4272273
## -> class 0\|3 [0.978]
##
## Rule 6/86: (119.9/1.7, lift 10.7)
## PC2 <= 6.408321
## PC10 > 1.290517
## PC13 > 1.698335
## PC18 <= 2.090086
## PC21 > -0.7275655
## PC27 > -1.313878
## PC46 > -0.2220724
## -> class 0\|3 [0.978]
##
## Rule 6/87: (55.9/0.4, lift 10.6)
## PC7 > -0.7373997
## PC17 <= -2.517098
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC94 <= 0.7455989
## -> class 0\|3 [0.976]
##
## Rule 6/88: (61.7/0.6, lift 10.6)
## PC7 > -0.7373997
## PC9 <= 0.6749936
## PC10 <= -1.31686
## PC18 <= -1.136285
## PC21 > -0.9475972
## PC39 <= -0.7774941
## PC78 <= 2.786675
## PC79 <= 1.496052
## PC94 <= 0.5050467
## -> class 0\|3 [0.975]
##
## Rule 6/89: (45/0.2, lift 10.6)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 > -0.7373997
## PC18 <= -1.136285
## PC55 > 0.6982836
## -> class 0\|3 [0.974]
##
## Rule 6/90: (480.8/12.3, lift 10.6)
## PC3 <= 1.640775
## PC4 > -7.005993
## PC4 <= 7.163725
## PC8 <= 0.01915445
## PC10 > -1.31686
## PC18 <= -1.136285
## PC55 <= 0.03366827
## PC67 > -0.6157832
## PC86 > -3.594746
## -> class 0\|3 [0.972]
##
## Rule 6/91: (32.1, lift 10.6)
## PC3 <= 1.640775
## PC9 <= 0.6749936
## PC18 <= -1.136285
## PC21 > -0.9475972
## PC27 > -1.544505
## PC32 > -1.555318
## PC63 <= 1.020558
## PC78 <= 2.786675
## PC79 <= 1.496052
## PC98 > 1.540557
## -> class 0\|3 [0.971]
##
## Rule 6/92: (96.6/2.2, lift 10.5)
## PC2 > 2.433167
## PC2 <= 5.310691
## PC3 <= 1.640775
## PC7 > -0.7373997
## PC16 <= 0.4190365
## PC18 <= -1.136285
## PC63 <= 1.020558
## PC64 > -0.4586444
## PC71 <= 0.5482254
## PC95 > -0.7304326
## -> class 0\|3 [0.967]
##
## Rule 6/93: (32.5/0.2, lift 10.5)
## PC18 <= -1.136285
## PC34 <= -2.068042
## PC63 <= 1.020558
## PC71 <= 0.5482254
## PC79 <= 1.496052
## PC80 > -0.151904
## PC94 <= 0.5050467
## PC95 > -0.7304326
## -> class 0\|3 [0.965]
##
## Rule 6/94: (28.4/0.2, lift 10.5)
## PC3 <= 1.640775
## PC10 <= -1.31686
## PC18 <= -1.136285
## PC21 > -0.9475972
## PC27 > -1.544505
## PC41 <= 0.3743201
## PC71 <= 0.5482254
## PC80 <= -0.151904
## -> class 0\|3 [0.960]
##
## Rule 6/95: (648.5/24.7, lift 10.5)
## PC3 <= 1.640775
## PC4 > -7.005993
## PC4 <= 7.163725
## PC8 <= 0.01915445
## PC9 <= 0.3468141
## PC10 > -1.31686
## PC18 <= -1.136285
## PC29 <= 1.794778
## PC33 <= 5.278334
## PC58 > -4.45924
## PC81 <= 1.713855
## PC86 > -3.594746
## PC97 <= 2.006778
## PC100 <= 1.686289
## -> class 0\|3 [0.960]
##
## Rule 6/96: (31.7/0.4, lift 10.4)
## PC2 > 2.433167
## PC7 > -0.7373997
## PC10 > -0.9260765
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC43 > 1.463638
## -> class 0\|3 [0.958]
##
## Rule 6/97: (20.5, lift 10.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC33 <= -1.35394
## PC41 > 0.3743201
## PC68 <= 0.2152283
## -> class 0\|3 [0.956]
##
## Rule 6/98: (20.2, lift 10.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC15 <= -1.052828
## PC17 > -2.517098
## PC18 > -1.136285
## PC18 <= -0.3695138
## -> class 0\|3 [0.955]
##
## Rule 6/99: (19.1/0.2, lift 10.3)
## PC2 > 6.408321
## PC18 <= 2.090086
## PC20 <= -6.981035
## -> class 0\|3 [0.943]
##
## Rule 6/100: (15, lift 10.3)
## PC2 > 2.433167
## PC41 <= 0.3743201
## PC67 <= -0.4478913
## PC78 > 2.786675
## -> class 0\|3 [0.941]
##
## Rule 6/101: (34.5/1.2, lift 10.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC47 > 3.659497
## -> class 0\|3 [0.940]
##
## Rule 6/102: (188.8/11, lift 10.2)
## PC3 <= 1.640775
## PC4 <= 7.163725
## PC7 > -0.7373997
## PC10 > -0.5803861
## PC18 <= -1.136285
## PC30 <= 1.407807
## PC41 <= 0.0955352
## PC42 > -0.2419943
## PC58 > -0.3665802
## PC65 > -0.3545989
## PC82 > -0.5234695
## -> class 0\|3 [0.937]
##
## Rule 6/103: (13.5, lift 10.2)
## PC10 <= -1.31686
## PC18 <= -1.136285
## PC21 > -0.9475972
## PC27 > -1.544505
## PC32 > -1.555318
## PC80 <= -0.0290131
## PC94 > 0.5050467
## -> class 0\|3 [0.935]
##
## Rule 6/104: (47.1/2.3, lift 10.2)
## PC2 > 2.433167
## PC2 <= 5.310691
## PC7 > -0.7373997
## PC9 <= 0.6749936
## PC18 <= -1.136285
## PC27 > -1.544505
## PC67 > -0.1428713
## PC72 > 0.1615954
## PC79 <= 1.496052
## PC80 > -0.151904
## -> class 0\|3 [0.932]
##
## Rule 6/105: (22.9/0.8, lift 10.1)
## PC2 <= 5.310691
## PC3 <= 1.640775
## PC9 <= 0.6749936
## PC18 > -2.283772
## PC18 <= -1.136285
## PC50 > 0.4456837
## PC63 <= 1.020558
## PC94 <= 0.5050467
## -> class 0\|3 [0.928]
##
## Rule 6/106: (11.1, lift 10.1)
## PC3 <= 1.640775
## PC9 <= 0.6749936
## PC10 <= -1.31686
## PC18 > -2.283772
## PC18 <= -1.136285
## PC67 <= -0.1428713
## PC71 <= 0.5482254
## PC78 <= 2.786675
## PC79 <= 1.496052
## -> class 0\|3 [0.924]
##
## Rule 6/107: (10.4, lift 10.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.7373997
## PC18 <= -0.3695138
## PC22 > 2.238775
## PC41 <= 0.3743201
## -> class 0\|3 [0.919]
##
## Rule 6/108: (7.2, lift 9.7)
## PC4 > -7.83144
## PC10 <= -1.31686
## PC18 <= -1.136285
## PC27 > -1.544505
## PC89 > 0.1731298
## PC94 > 0.5050467
## -> class 0\|3 [0.891]
##
## Rule 6/109: (6.2, lift 9.6)
## PC10 <= -0.9260765
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC37 > 1.807821
## -> class 0\|3 [0.878]
##
## Rule 6/110: (47.3/5.4, lift 9.5)
## PC2 > 2.433167
## PC2 <= 5.310691
## PC7 > -0.7373997
## PC9 > 0.3565271
## PC9 <= 0.6749936
## PC18 <= -0.3695138
## PC64 > -0.4586444
## PC94 <= 0.5050467
## -> class 0\|3 [0.869]
##
## Rule 6/111: (29.6/3.6, lift 9.3)
## PC4 > 7.163725
## PC10 > -1.31686
## PC18 <= -1.136285
## PC22 <= -0.4520492
## -> class 0\|3 [0.854]
##
## Rule 6/112: (4.8, lift 9.3)
## PC10 <= -0.9260765
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC21 > 0.153072
## -> class 0\|3 [0.853]
##
## Rule 6/113: (4.8, lift 9.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC31 > 0.3466559
## -> class 0\|3 [0.853]
##
## Rule 6/114: (14.5/2.9, lift 8.3)
## PC2 > 2.433167
## PC7 <= -0.7373997
## PC18 <= -0.3695138
## PC41 <= 0.3743201
## PC83 <= -0.9768923
## -> class 0\|3 [0.762]
##
## Rule 6/115: (27/6.7, lift 8.0)
## PC2 > 2.433167
## PC18 > -0.3695138
## PC86 > 4.013646
## -> class 0\|3 [0.733]
##
## Rule 6/116: (67.5/27.3, lift 6.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 <= 2.090086
## PC67 > 0.7323884
## -> class 0\|3 [0.593]
##
## Rule 6/117: (168, lift 20.1)
## PC3 > 0.8975353
## PC19 > 1.915938
## PC38 <= -0.2308132
## -> class 1\|0 [0.994]
##
## Rule 6/118: (90.6/0.2, lift 20.0)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC19 <= 0.2743928
## PC26 <= 0.04810011
## PC38 > -0.3107335
## PC41 <= 0.4214479
## PC48 <= -0.1460233
## PC51 > 0.07648648
## PC65 > -0.1356659
## PC66 > -0.505701
## PC67 <= 0.3560769
## PC94 <= 0.03668053
## -> class 1\|0 [0.987]
##
## Rule 6/119: (97.4/0.6, lift 19.9)
## PC7 > 2.235017
## PC10 <= 1.291804
## PC11 <= 0.05224631
## PC12 > 2.702868
## PC88 <= 0.02500982
## -> class 1\|0 [0.984]
##
## Rule 6/120: (289.8/3.8, lift 19.9)
## PC1 > -0.5890457
## PC6 <= 7.447846
## PC10 <= 1.291804
## PC11 <= 1.249153
## PC12 > 2.702868
## PC54 > -2.561413
## PC75 <= 0.7424248
## PC79 > -0.08564577
## -> class 1\|0 [0.984]
##
## Rule 6/121: (55.9, lift 19.9)
## PC2 <= 2.433167
## PC3 > 0.7432103
## PC17 <= -1.357115
## PC58 > -1.588592
## PC68 <= -0.4762601
## -> class 1\|0 [0.983]
##
## Rule 6/122: (52.8, lift 19.9)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC40 > 0.5521411
## PC43 <= 0.6239929
## -> class 1\|0 [0.982]
##
## Rule 6/123: (50.1, lift 19.9)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC43 <= 0.6239929
## PC51 > 0.07648648
## PC96 > 0.8960416
## -> class 1\|0 [0.981]
##
## Rule 6/124: (69.6/0.8, lift 19.8)
## PC2 > 2.501299
## PC19 <= 0.2743928
## PC26 <= 0.04810011
## PC38 > -0.3107335
## PC44 > 0.3389072
## PC71 > 1.296077
## PC77 <= 0.6904395
## PC91 <= 1.234356
## PC92 <= 0.4899847
## -> class 1\|0 [0.975]
##
## Rule 6/125: (29.6, lift 19.6)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > 2.210645
## PC43 <= 0.6239929
## PC51 > 0.07648648
## -> class 1\|0 [0.968]
##
## Rule 6/126: (33.4/0.2, lift 19.6)
## PC3 > 0.7432103
## PC48 > 0.6985834
## PC61 > -0.7022358
## PC62 <= -0.1312172
## -> class 1\|0 [0.966]
##
## Rule 6/127: (31.2/0.4, lift 19.4)
## PC1 > -0.5890457
## PC8 > -3.591267
## PC12 > 2.702868
## PC46 > 2.568
## -> class 1\|0 [0.958]
##
## Rule 6/128: (339.2/18.3, lift 19.1)
## PC1 > -0.5890457
## PC3 <= 0.7432103
## PC6 <= 4.247671
## PC9 > 0.2354248
## PC10 > -0.7035123
## PC35 > -0.78012
## PC43 > -1.318185
## PC68 <= 1.082112
## PC82 > -0.524808
## PC88 <= 0.3243824
## -> class 1\|0 [0.943]
##
## Rule 6/129: (21.3/0.4, lift 19.0)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC41 > 0.4214479
## PC43 <= 0.6239929
## PC51 > 0.07648648
## -> class 1\|0 [0.940]
##
## Rule 6/130: (12.9, lift 18.9)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC8 > -3.591267
## PC50 > 0.5827398
## -> class 1\|0 [0.933]
##
## Rule 6/131: (9.8, lift 18.5)
## PC3 > 0.8975353
## PC12 > 1.585007
## PC21 > 0.3476662
## PC68 <= 1.194112
## -> class 1\|0 [0.915]
##
## Rule 6/132: (94.3, lift 19.9)
## PC3 > 0.7432103
## PC3 <= 0.8975353
## PC10 > -0.7514341
## PC41 > 0.06627246
## PC57 <= 0.3234659
## -> class 1\|1 [0.990]
##
## Rule 6/133: (88.3, lift 19.8)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.210645
## PC16 <= -0.8879908
## PC65 <= -0.1356659
## PC66 > -0.505701
## -> class 1\|1 [0.989]
##
## Rule 6/134: (81.3/0.2, lift 19.8)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC26 <= 0.04810011
## PC48 > -0.1460233
## PC65 > -0.1356659
## PC71 <= 1.296077
## PC77 <= 0.6904395
## PC94 <= 0.03668053
## PC96 <= 0.8960416
## -> class 1\|1 [0.986]
##
## Rule 6/135: (60.3, lift 19.7)
## PC6 > 7.447846
## PC12 > 2.702868
## PC46 <= 2.568
## -> class 1\|1 [0.984]
##
## Rule 6/136: (81.5/0.4, lift 19.7)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC43 > 0.6239929
## -> class 1\|1 [0.983]
##
## Rule 6/137: (54.5, lift 19.7)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 0.9959877
## PC23 > -1.156328
## PC39 > 0.004992982
## -> class 1\|1 [0.982]
##
## Rule 6/138: (50.8, lift 19.7)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC40 <= 0.5521411
## PC94 > 0.03668053
## PC96 <= 0.8960416
## -> class 1\|1 [0.981]
##
## Rule 6/139: (43.7, lift 19.6)
## PC2 <= 2.433167
## PC3 > 0.7432103
## PC17 <= -1.357115
## PC68 > -0.4762601
## -> class 1\|1 [0.978]
##
## Rule 6/140: (40.5, lift 19.6)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC26 <= 0.04810011
## PC66 <= -0.505701
## -> class 1\|1 [0.976]
##
## Rule 6/141: (33.7, lift 19.5)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC97 > 1.535991
## -> class 1\|1 [0.972]
##
## Rule 6/142: (33, lift 19.5)
## PC1 > -0.5890457
## PC8 > -3.591267
## PC11 > 1.249153
## PC12 > 2.702868
## -> class 1\|1 [0.971]
##
## Rule 6/143: (32.3, lift 19.5)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.210645
## PC16 <= -0.8879908
## PC92 > 0.4899847
## -> class 1\|1 [0.971]
##
## Rule 6/144: (31.3, lift 19.5)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC8 > -0.3437947
## PC12 <= 2.702868
## PC43 > -1.318185
## PC80 > 0.6370728
## -> class 1\|1 [0.970]
##
## Rule 6/145: (50.1/0.6, lift 19.4)
## PC1 > -0.5890457
## PC3 <= 0.7432103
## PC6 > 4.247671
## PC9 > 0.2354248
## PC12 <= 2.702868
## PC15 <= 0.03520995
## PC43 > -1.318185
## -> class 1\|1 [0.969]
##
## Rule 6/146: (35.2/0.2, lift 19.4)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC19 > 0.2743928
## PC26 <= 0.04810011
## PC38 > -0.3107335
## PC43 <= 0.6239929
## PC77 <= 0.6904395
## PC94 <= 0.03668053
## PC96 <= 0.8960416
## -> class 1\|1 [0.968]
##
## Rule 6/147: (33.6/0.2, lift 19.4)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.210645
## PC16 <= -0.8879908
## PC38 <= -0.3107335
## PC41 <= 0.4214479
## -> class 1\|1 [0.966]
##
## Rule 6/148: (38.8/0.4, lift 19.4)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC26 <= 0.04810011
## PC44 <= 0.3389072
## PC48 > -0.1460233
## PC51 > 0.07648648
## PC96 <= 0.8960416
## -> class 1\|1 [0.966]
##
## Rule 6/149: (27.1, lift 19.4)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 0.9959877
## PC22 > 0.5648835
## -> class 1\|1 [0.966]
##
## Rule 6/150: (38.2/0.4, lift 19.4)
## PC3 > 0.7432103
## PC17 > -1.357115
## PC48 > 0.6985834
## PC61 > -0.7022358
## PC62 > -0.1312172
## -> class 1\|1 [0.965]
##
## Rule 6/151: (40.3/0.8, lift 19.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC67 > 0.3560769
## -> class 1\|1 [0.957]
##
## Rule 6/152: (20.4, lift 19.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC39 <= 0.004992982
## PC67 <= -0.04013975
## -> class 1\|1 [0.955]
##
## Rule 6/153: (19.2, lift 19.1)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC7 <= 2.235017
## PC12 > 2.702868
## PC79 <= -0.08564577
## -> class 1\|1 [0.953]
##
## Rule 6/154: (56.8/1.8, lift 19.1)
## PC1 > 11.01179
## PC3 <= 0.7432103
## PC9 <= 0.2354248
## PC10 > -0.7514341
## PC43 > -1.318185
## PC50 <= 0.5827398
## PC82 <= 0.5142318
## -> class 1\|1 [0.952]
##
## Rule 6/155: (18.4, lift 19.1)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC9 > 0.2354248
## PC35 <= -0.78012
## -> class 1\|1 [0.951]
##
## Rule 6/156: (31.9/0.8, lift 19.0)
## PC2 <= 2.433167
## PC3 > 0.7432103
## PC45 > -0.488315
## PC48 <= 0.6985834
## PC50 > -0.1093939
## PC52 > 0.3830603
## PC68 <= 1.194112
## -> class 1\|1 [0.947]
##
## Rule 6/157: (16.3, lift 19.0)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.210645
## PC16 <= -0.8879908
## PC77 > 0.6904395
## -> class 1\|1 [0.945]
##
## Rule 6/158: (15.8, lift 18.9)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC12 > 2.702868
## PC54 > -2.561413
## PC79 <= -0.08564577
## PC88 > 0.02500982
## -> class 1\|1 [0.944]
##
## Rule 6/159: (81.3/3.8, lift 18.9)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= 2.210645
## PC16 <= -0.8879908
## PC26 > 0.04810011
## PC40 <= 0.5521411
## PC41 <= 0.4214479
## -> class 1\|1 [0.942]
##
## Rule 6/160: (14.4, lift 18.8)
## PC1 > -0.5890457
## PC3 <= 0.7432103
## PC9 > 0.2354248
## PC12 <= 2.702868
## PC43 > -1.318185
## PC68 > 1.082112
## -> class 1\|1 [0.939]
##
## Rule 6/161: (13.8, lift 18.8)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 > -0.8879908
## PC58 <= -0.9120947
## -> class 1\|1 [0.937]
##
## Rule 6/162: (12.5, lift 18.7)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC10 > -0.7514341
## PC43 > -1.318185
## PC82 <= -0.524808
## -> class 1\|1 [0.931]
##
## Rule 6/163: (15/0.8, lift 17.9)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC6 <= -2.042047
## PC12 <= 2.702868
## PC43 <= -1.318185
## -> class 1\|1 [0.894]
##
## Rule 6/164: (6.9, lift 17.8)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC6 <= 7.447846
## PC10 > 1.291804
## PC12 > 2.702868
## -> class 1\|1 [0.888]
##
## Rule 6/165: (31.6/3.2, lift 17.5)
## PC2 <= 2.433167
## PC3 > 0.7432103
## PC19 <= 1.915938
## PC64 > 0.5050352
## PC68 > 1.194112
## -> class 1\|1 [0.875]
##
## Rule 6/166: (21/2.4, lift 17.1)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC19 <= -0.8935584
## -> class 1\|1 [0.852]
##
## Rule 6/167: (4.6, lift 17.0)
## PC2 > 2.433167
## PC2 <= 2.501299
## PC3 > 1.640775
## PC26 <= 0.04810011
## PC43 <= 0.6239929
## PC96 <= 0.8960416
## -> class 1\|1 [0.850]
##
## Rule 6/168: (4.2, lift 16.8)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC91 > 1.234356
## -> class 1\|1 [0.840]
##
## Rule 6/169: (59.2/10.5, lift 16.3)
## PC1 > -0.5890457
## PC11 > 0.05224631
## PC12 > 2.702868
## PC79 <= -0.08564577
## -> class 1\|1 [0.812]
##
## Rule 6/170: (22.5/6.2, lift 14.2)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC8 > -3.591267
## PC12 <= 2.702868
## PC19 > -1.35993
## PC43 <= -1.318185
## -> class 1\|1 [0.706]
##
## Rule 6/171: (26.3/13.1, lift 10.1)
## PC2 <= 2.433167
## PC8 > -3.591267
## PC10 <= -0.7514341
## PC60 <= -1.055769
## -> class 1\|1 [0.501]
##
## Rule 6/172: (225.7/0.4, lift 14.1)
## PC2 > 2.433167
## PC3 > 1.640775
## PC12 <= 0.475891
## PC15 > -1.599951
## PC16 > 0.9959877
## PC53 > -0.1709909
## PC58 > -0.9120947
## -> class 1\|2 [0.994]
##
## Rule 6/173: (139.5, lift 14.1)
## PC2 <= 2.433167
## PC3 > 0.7432103
## PC12 <= 2.702868
## PC17 > -1.357115
## PC48 <= 0.6985834
## PC50 <= -0.1093939
## PC97 > 0.7988389
## PC100 > 0.1066988
## -> class 1\|2 [0.993]
##
## Rule 6/174: (100.7/1.8, lift 13.8)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 0.9959877
## PC19 > -0.8935584
## PC22 <= 0.5648835
## PC39 <= 0.004992982
## PC67 > -0.04013975
## PC97 <= 1.535991
## -> class 1\|2 [0.972]
##
## Rule 6/175: (29.1, lift 13.8)
## PC3 > 1.640775
## PC15 > -1.599951
## PC16 > 0.9959877
## PC53 <= -0.1709909
## PC58 > -0.9120947
## PC91 > -0.1814085
## -> class 1\|2 [0.968]
##
## Rule 6/176: (25.7, lift 13.7)
## PC3 > 1.640775
## PC96 <= -4.783025
## -> class 1\|2 [0.964]
##
## Rule 6/177: (21.2, lift 13.6)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC16 > 8.750003
## PC45 > -0.488315
## -> class 1\|2 [0.957]
##
## Rule 6/178: (58.7/2.4, lift 13.4)
## PC1 > 1.128336
## PC2 > 2.433167
## PC16 > 0.9959877
## -> class 1\|2 [0.944]
##
## Rule 6/179: (10.7, lift 13.1)
## PC3 > 1.640775
## PC16 > -0.8879908
## PC23 <= -1.156328
## PC39 > 0.004992982
## -> class 1\|2 [0.922]
##
## Rule 6/180: (4426.2/3390.8, lift 3.3)
## PC1 > -0.5890457
## PC2 <= 2.433167
## -> class 1\|2 [0.234]
##
## Rule 6/181: (112.3, lift 17.2)
## PC1 <= 1.128336
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= -1.599951
## PC96 > -4.783025
## -> class 1\|3 [0.991]
##
## Rule 6/182: (358.7/3.4, lift 17.2)
## PC2 <= 2.433167
## PC3 > 0.8975353
## PC4 <= 0.8575985
## PC16 <= 8.750003
## PC17 > -1.357115
## PC19 <= 1.915938
## PC21 <= 0.3476662
## PC32 > -0.8016902
## PC36 > -0.661726
## PC45 > -0.488315
## PC50 <= -0.1093939
## PC56 <= 0.3922195
## PC60 > -0.7020851
## PC61 > -0.799757
## PC97 <= 0.7988389
## PC100 <= 0.5561683
## -> class 1\|3 [0.988]
##
## Rule 6/183: (63.1/0.2, lift 17.1)
## PC2 > -0.9005437
## PC2 <= 2.433167
## PC13 > -0.02991638
## PC19 <= 1.915938
## PC32 <= -0.8016902
## PC50 <= -0.1093939
## PC68 <= 1.194112
## PC97 <= 0.7988389
## -> class 1\|3 [0.982]
##
## Rule 6/184: (42.6, lift 17.0)
## PC2 > -0.9005437
## PC3 > 0.7432103
## PC8 > -3.591267
## PC10 > -0.7514341
## PC16 > -1.267831
## PC19 <= 1.915938
## PC43 <= -0.4895483
## PC50 > -0.1093939
## PC68 <= 1.194112
## -> class 1\|3 [0.978]
##
## Rule 6/185: (66/0.6, lift 17.0)
## PC2 <= 2.433167
## PC3 > 0.04344784
## PC8 > -3.591267
## PC10 <= -0.7514341
## PC18 > -0.492968
## PC32 <= 0.7807105
## PC60 > -1.055769
## PC68 > -2.164598
## -> class 1\|3 [0.976]
##
## Rule 6/186: (113.4/1.9, lift 17.0)
## PC2 <= 2.433167
## PC3 > 0.8975353
## PC4 > -1.327739
## PC12 <= 1.585007
## PC17 > -1.357115
## PC21 > 0.3476662
## PC45 > -0.488315
## PC68 <= 1.194112
## -> class 1\|3 [0.975]
##
## Rule 6/187: (36.2/0.4, lift 16.8)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > -1.599951
## PC16 > 0.9959877
## PC53 <= -0.1709909
## PC91 <= -0.1814085
## -> class 1\|3 [0.963]
##
## Rule 6/188: (29.2/0.2, lift 16.7)
## PC3 > 0.7432103
## PC16 > -1.267831
## PC50 > -0.1093939
## PC68 <= 1.194112
## PC75 > 1.649806
## -> class 1\|3 [0.961]
##
## Rule 6/189: (14.5, lift 16.3)
## PC9 > 0.2354248
## PC10 > -0.7514341
## PC10 <= -0.7035123
## -> class 1\|3 [0.939]
##
## Rule 6/190: (29.1/1, lift 16.3)
## PC2 > -0.9005437
## PC2 <= 2.433167
## PC16 > -1.267831
## PC45 > -0.488315
## PC50 > -0.1093939
## PC52 <= 0.3830603
## PC90 <= -0.4697377
## -> class 1\|3 [0.936]
##
## Rule 6/191: (14.4/0.4, lift 15.9)
## PC2 > -0.9005437
## PC9 > 1.678394
## PC12 <= 2.702868
## PC19 <= 1.915938
## PC32 <= -0.8016902
## PC50 <= -0.1093939
## PC68 <= 1.194112
## -> class 1\|3 [0.915]
##
## Rule 6/192: (6.9/0.2, lift 15.1)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC19 <= 1.915938
## PC45 > -0.488315
## PC68 <= 1.194112
## PC97 > 0.7988389
## PC100 <= 0.1066988
## -> class 1\|3 [0.865]
##
## Rule 6/193: (5.3, lift 15.0)
## PC1 > -0.5890457
## PC12 > 2.702868
## PC75 > 0.7424248
## -> class 1\|3 [0.863]
##
## Rule 6/194: (54.6/9.7, lift 14.1)
## PC2 > 2.433167
## PC3 > 1.640775
## PC12 > 0.475891
## PC16 > 0.9959877
## -> class 1\|3 [0.810]
##
## Rule 6/195: (3.7/0.2, lift 13.7)
## PC1 > -0.5890457
## PC8 <= -3.591267
## PC13 <= 0.6334361
## PC19 <= -1.380552
## -> class 1\|3 [0.788]
##
## Rule 6/196: (52.1/13, lift 12.9)
## PC2 <= 2.433167
## PC3 > 0.7432103
## PC3 <= 0.8975353
## PC41 <= 0.06627246
## -> class 1\|3 [0.740]
##
## Rule 6/197: (29.9/9.7, lift 11.6)
## PC1 > -0.5890457
## PC8 > -3.591267
## PC12 <= 2.702868
## PC15 <= -3.045276
## PC19 <= 1.915938
## PC21 <= 0.3476662
## PC68 <= 1.194112
## -> class 1\|3 [0.664]
##
## Rule 6/198: (250.3/2.6, lift 13.5)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC10 <= -0.1560069
## PC68 > 0.5208737
## -> class 2\|0 [0.986]
##
## Rule 6/199: (66.8/0.4, lift 13.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC10 <= 0.1907428
## PC21 <= 1.617817
## PC34 <= -0.6045018
## PC56 <= 0.5283641
## -> class 2\|0 [0.980]
##
## Rule 6/200: (45, lift 13.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC10 <= -0.1560069
## PC77 <= -0.8103676
## -> class 2\|0 [0.979]
##
## Rule 6/201: (37.3, lift 13.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 <= -0.1560069
## PC57 > 0.8008868
## -> class 2\|0 [0.975]
##
## Rule 6/202: (26.5, lift 13.2)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC5 > -4.853271
## PC10 > -0.7514341
## PC67 <= -0.5398086
## -> class 2\|0 [0.965]
##
## Rule 6/203: (411.4/13.9, lift 13.2)
## PC8 > 2.7084
## PC10 <= 0.1907428
## PC19 <= 1.08119
## PC21 > 1.617817
## PC56 <= 0.5283641
## PC58 <= 0.7272768
## -> class 2\|0 [0.964]
##
## Rule 6/204: (58.1/1.6, lift 13.1)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC8 > -0.3437947
## PC9 <= 0.2354248
## PC12 <= 2.702868
## PC59 <= 0.04371605
## -> class 2\|0 [0.956]
##
## Rule 6/205: (26.1/1, lift 12.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC4 > 0.1271644
## PC8 > 0.281837
## PC10 <= -0.1560069
## -> class 2\|0 [0.929]
##
## Rule 6/206: (33.5/2.8, lift 12.2)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 > -0.1560069
## PC31 <= -0.4724667
## PC44 > 0.6014566
## -> class 2\|0 [0.893]
##
## Rule 6/207: (6.2/0.2, lift 11.7)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC2 <= 2.433167
## PC8 > -3.591267
## PC8 <= -0.3437947
## PC19 > -2.019373
## PC56 > 2.073715
## -> class 2\|0 [0.853]
##
## Rule 6/208: (1402.1/559.2, lift 8.2)
## PC1 <= -0.5890457
## PC8 > 2.7084
## -> class 2\|0 [0.601]
##
## Rule 6/209: (739.5/360, lift 7.0)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 > -3.591267
## PC10 <= -0.7514341
## PC32 > 0.7807105
## PC68 > -2.164598
## -> class 2\|0 [0.513]
##
## Rule 6/210: (176.1, lift 9.5)
## PC1 <= -0.5890457
## PC8 > 1.526527
## PC8 <= 2.7084
## PC10 > -0.1560069
## PC36 > -0.3502766
## PC40 > -1.48402
## PC44 <= 0.6014566
## PC49 > -0.5609685
## PC62 > -1.103371
## PC70 <= 0.2946905
## PC71 <= -0.04672362
## PC83 <= 1.037833
## -> class 2\|1 [0.994]
##
## Rule 6/211: (102.4, lift 9.4)
## PC1 <= -0.5890457
## PC8 > 2.7084
## PC19 > 1.08119
## -> class 2\|1 [0.990]
##
## Rule 6/212: (81, lift 9.4)
## PC8 > 2.7084
## PC21 <= 1.617817
## PC38 > -0.6547016
## PC94 > 0.5125971
## -> class 2\|1 [0.988]
##
## Rule 6/213: (76.8, lift 9.4)
## PC2 <= -6.886415
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 <= 0.8184493
## PC21 > -1.450372
## PC62 > -1.103371
## PC93 > -0.3001563
## -> class 2\|1 [0.987]
##
## Rule 6/214: (60.9, lift 9.4)
## PC2 <= -9.599361
## -> class 2\|1 [0.984]
##
## Rule 6/215: (56, lift 9.4)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 > -0.1560069
## PC44 <= 0.6014566
## PC62 <= -1.103371
## PC95 <= 0.06346072
## -> class 2\|1 [0.983]
##
## Rule 6/216: (52.8, lift 9.4)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC21 <= -1.450372
## PC23 <= 0.8331635
## -> class 2\|1 [0.982]
##
## Rule 6/217: (45.2, lift 9.3)
## PC1 <= -0.5890457
## PC8 > 2.7084
## PC10 > 0.1907428
## PC20 > -0.04816378
## PC84 > 0.02137185
## -> class 2\|1 [0.979]
##
## Rule 6/218: (35.3, lift 9.3)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC10 <= 0.1907428
## PC19 <= 1.08119
## PC56 > 0.5283641
## -> class 2\|1 [0.973]
##
## Rule 6/219: (189.4/4.4, lift 9.3)
## PC3 <= -0.02776481
## PC8 > 2.7084
## PC10 <= 0.1907428
## PC15 > -2.180516
## PC19 > -1.409464
## PC21 <= 1.617817
## PC33 > -0.4755037
## PC34 > -0.6045018
## PC37 > -0.6067919
## PC44 <= 1.090151
## PC54 <= 1.35991
## PC55 > -0.8018664
## PC69 <= 0.313289
## PC81 > -0.3697231
## -> class 2\|1 [0.972]
##
## Rule 6/220: (37.7/0.4, lift 9.2)
## PC1 <= -0.5890457
## PC8 > 2.7084
## PC16 > 0.5445666
## PC21 <= 1.617817
## -> class 2\|1 [0.965]
##
## Rule 6/221: (83/2.1, lift 9.2)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC8 > -0.3437947
## PC9 <= 0.2354248
## PC10 > -0.7514341
## PC21 > -0.2623605
## PC52 > 0.03497877
## PC59 > 0.04371605
## PC67 > -0.5398086
## PC75 <= 1.339
## PC80 <= 0.6370728
## -> class 2\|1 [0.963]
##
## Rule 6/222: (75.1/2.1, lift 9.1)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC3 > -2.057374
## PC6 <= -0.5545787
## PC8 > -2.879138
## PC8 <= 0.281837
## PC28 > 0.0711863
## PC33 > 0.223094
## PC40 <= -0.1200228
## PC57 > -0.116783
## -> class 2\|1 [0.959]
##
## Rule 6/223: (21.1, lift 9.1)
## PC8 > 0.281837
## PC21 > 1.617817
## PC58 > 0.7272768
## -> class 2\|1 [0.957]
##
## Rule 6/224: (167.4/6.3, lift 9.1)
## PC1 <= -0.5890457
## PC8 > 2.7084
## PC10 > 0.1907428
## PC84 <= 0.02137185
## -> class 2\|1 [0.957]
##
## Rule 6/225: (306.9/17.4, lift 9.0)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 > -0.1542242
## PC20 <= 0.4922743
## PC21 > -1.450372
## PC40 > -1.48402
## PC44 <= 0.6014566
## PC62 > -1.103371
## PC71 > -0.04672362
## PC85 > -1.243067
## -> class 2\|1 [0.940]
##
## Rule 6/226: (256.5/17.6, lift 8.8)
## PC1 <= -0.5890457
## PC3 > -1.031149
## PC8 > 0.281837
## PC8 <= 1.488642
## PC10 <= 0.8184493
## PC12 > -2.219162
## PC19 <= 3.330179
## PC23 <= 1.044799
## PC29 <= 0.1647431
## PC36 > -0.3502766
## PC41 <= 1.458959
## PC44 <= 0.6014566
## PC52 > -0.08225534
## PC62 > -1.103371
## PC85 <= 0.7008537
## PC93 > -0.3001563
## -> class 2\|1 [0.928]
##
## Rule 6/227: (147.1/10.2, lift 8.8)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 > -0.05467589
## PC24 <= 1.019644
## PC31 > -0.4724667
## PC32 > -3.066327
## PC44 > 0.6014566
## -> class 2\|1 [0.925]
##
## Rule 6/228: (28.8/1.4, lift 8.8)
## PC1 <= -0.5890457
## PC8 > 2.7084
## PC19 <= -1.409464
## PC21 <= 1.617817
## PC56 > 0.220751
## -> class 2\|1 [0.921]
##
## Rule 6/229: (9.9, lift 8.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC23 > 0.8331635
## PC29 > 0.2621103
## -> class 2\|1 [0.916]
##
## Rule 6/230: (12.1/0.2, lift 8.7)
## PC8 > 0.281837
## PC10 <= 0.1907428
## PC19 <= -1.409464
## PC21 <= 1.617817
## PC38 <= -0.6547016
## -> class 2\|1 [0.915]
##
## Rule 6/231: (9.5, lift 8.7)
## PC1 > 11.01179
## PC3 <= 0.7432103
## PC8 > -3.591267
## PC43 > -1.318185
## PC82 > 0.5142318
## -> class 2\|1 [0.913]
##
## Rule 6/232: (68.4/7.6, lift 8.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC3 > -2.057374
## PC6 <= -0.5545787
## PC8 > -0.2924296
## PC8 <= 0.281837
## PC9 <= 11.4065
## PC28 > 0.0711863
## PC57 > -0.116783
## -> class 2\|1 [0.878]
##
## Rule 6/233: (313/37.6, lift 8.4)
## PC1 <= -0.5890457
## PC4 <= 0.1271644
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 <= -0.1560069
## PC11 > -2.740309
## PC57 <= 0.8008868
## PC68 <= 0.5208737
## PC77 > -0.8103676
## -> class 2\|1 [0.877]
##
## Rule 6/234: (5.7, lift 8.3)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC9 > 0.2354248
## PC88 > 0.3243824
## -> class 2\|1 [0.871]
##
## Rule 6/235: (33.5/11.5, lift 6.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC6 <= 7.437534
## PC8 > -2.879138
## PC9 <= 11.4065
## PC45 > 0.3060665
## PC57 <= -0.116783
## -> class 2\|1 [0.647]
##
## Rule 6/236: (85.9/31.1, lift 6.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC19 > -3.372171
## PC32 > 1.601086
## PC57 > -0.116783
## -> class 2\|1 [0.634]
##
## Rule 6/237: (51/19.3, lift 5.9)
## PC2 <= 2.433167
## PC6 <= 7.437534
## PC9 > -4.402143
## PC9 <= 11.4065
## PC28 > -0.1345458
## PC46 <= -0.303809
## PC57 <= -0.116783
## PC91 > 0.1406806
## -> class 2\|1 [0.618]
##
## Rule 6/238: (22.3/9.4, lift 5.5)
## PC2 <= 2.433167
## PC8 > -2.879138
## PC57 <= -0.116783
## PC87 > 3.563973
## -> class 2\|1 [0.573]
##
## Rule 6/239: (154.8/122.3, lift 2.0)
## PC8 > -2.879138
## PC9 > 11.4065
## -> class 2\|1 [0.214]
##
## Rule 6/240: (144.5, lift 10.8)
## PC8 > -2.879138
## PC8 <= 0.281837
## PC9 > 7.567295
## PC29 > -0.2631929
## PC31 <= 1.98081
## PC32 <= 1.601086
## PC87 <= 4.054516
## PC96 > -1.318192
## PC100 <= 3.830744
## -> class 2\|2 [0.993]
##
## Rule 6/241: (59.3, lift 10.7)
## PC2 <= 2.433167
## PC6 <= -0.3276084
## PC8 <= -2.879138
## PC13 > -1.104129
## PC34 > -0.1946163
## PC37 <= 0.7552123
## PC43 <= -0.2442445
## PC64 > -0.4155906
## PC73 <= 0.6333374
## PC76 <= 0.290032
## -> class 2\|2 [0.984]
##
## Rule 6/242: (123.7/1.4, lift 10.6)
## PC8 > -2.879138
## PC8 <= 0.281837
## PC9 > 11.4065
## PC68 <= 3.504594
## PC100 <= 3.830744
## -> class 2\|2 [0.981]
##
## Rule 6/243: (78.6/0.6, lift 10.6)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC19 > -3.372171
## PC23 > 2.370828
## PC29 > -0.2631929
## -> class 2\|2 [0.980]
##
## Rule 6/244: (39, lift 10.6)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC8 <= 1.526527
## PC10 > -0.1560069
## PC44 <= 0.6014566
## PC62 > -1.103371
## PC71 <= -0.04672362
## PC83 <= 1.037833
## PC93 <= -0.3001563
## -> class 2\|2 [0.976]
##
## Rule 6/245: (40.2/0.2, lift 10.5)
## PC2 <= 2.433167
## PC4 <= 0.2633905
## PC8 > -2.879138
## PC8 <= 0.281837
## PC38 <= 0.4308956
## PC44 <= 0.4737972
## PC51 > -0.2868612
## PC71 > 1.15888
## PC96 > -1.318192
## PC100 <= 3.830744
## -> class 2\|2 [0.972]
##
## Rule 6/246: (460.9/12.2, lift 10.5)
## PC1 <= -0.5890457
## PC2 > -9.599361
## PC2 <= 2.433167
## PC6 <= 7.437534
## PC8 > -2.879138
## PC8 <= 0.281837
## PC19 > -3.372171
## PC26 <= 2.961563
## PC28 > -0.1271087
## PC45 <= 0.3060665
## PC46 > -0.303809
## PC57 <= -0.116783
## PC60 <= -0.1070707
## PC76 <= 0.6005656
## PC81 <= 0.5237178
## PC87 <= 3.563973
## -> class 2\|2 [0.971]
##
## Rule 6/247: (35.7/0.2, lift 10.5)
## PC1 <= -0.5890457
## PC2 > -6.886415
## PC2 <= 2.433167
## PC8 > 0.281837
## PC8 <= 1.526527
## PC20 <= 0.4922743
## PC23 > 1.044799
## PC44 <= 0.6014566
## PC71 <= -0.04672362
## PC83 <= 1.037833
## -> class 2\|2 [0.968]
##
## Rule 6/248: (423.3/13.7, lift 10.5)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC6 <= 7.437534
## PC8 > -2.879138
## PC8 <= 0.281837
## PC16 > -0.765205
## PC19 > -3.372171
## PC26 <= 2.961563
## PC28 > -0.1271087
## PC33 <= 0.437591
## PC45 <= 0.3060665
## PC46 > -0.303809
## PC57 <= -0.116783
## PC76 <= 0.6005656
## PC81 <= 0.5237178
## PC87 <= 3.563973
## -> class 2\|2 [0.966]
##
## Rule 6/249: (93.3/2.2, lift 10.5)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC15 <= -0.8998862
## PC19 > -3.372171
## PC44 <= 0.4737972
## PC76 <= 0.3063357
## PC93 > 0.5879023
## -> class 2\|2 [0.966]
##
## Rule 6/250: (32.1/0.2, lift 10.5)
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC29 > -0.2631929
## PC32 <= 1.601086
## PC45 <= 0.3723633
## PC65 <= -1.51268
## PC96 > -1.318192
## PC100 <= 3.830744
## -> class 2\|2 [0.965]
##
## Rule 6/251: (59.3/1.4, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC6 <= -0.5545787
## PC8 > -2.879138
## PC8 <= -0.2924296
## PC19 > -3.372171
## PC28 > 0.0711863
## PC33 <= 0.223094
## PC55 > -1.643115
## PC57 > -0.116783
## PC100 <= 3.830744
## -> class 2\|2 [0.960]
##
## Rule 6/252: (171/6.1, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC11 > -1.913164
## PC19 > -3.372171
## PC28 <= 0.0711863
## PC29 > -0.2631929
## PC40 <= -0.7292283
## PC45 <= 0.3723633
## PC96 > -1.318192
## -> class 2\|2 [0.959]
##
## Rule 6/253: (79.3/2.4, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= 0.281837
## PC15 > -0.8998862
## PC15 <= 3.862999
## PC28 <= 0.0711863
## PC38 > 0.4308956
## PC51 > -0.2868612
## PC65 <= 0.912097
## PC76 <= 0.3063357
## -> class 2\|2 [0.958]
##
## Rule 6/254: (22, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC28 <= 0.0711863
## PC29 > -0.2631929
## PC44 <= 0.4737972
## PC51 <= -0.7118331
## -> class 2\|2 [0.958]
##
## Rule 6/255: (17.9, lift 10.3)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC19 > 3.330179
## PC44 <= 0.6014566
## PC71 <= -0.04672362
## -> class 2\|2 [0.950]
##
## Rule 6/256: (28.9/0.6, lift 10.3)
## PC1 <= -0.5890457
## PC2 > -6.886415
## PC3 <= -1.031149
## PC8 > 0.281837
## PC8 <= 1.526527
## PC44 <= 0.6014566
## PC62 > -1.103371
## -> class 2\|2 [0.948]
##
## Rule 6/257: (20.6/0.2, lift 10.3)
## PC1 <= -0.5890457
## PC2 > -6.886415
## PC8 > 0.281837
## PC8 <= 1.526527
## PC10 > -0.1560069
## PC52 <= -0.08225534
## PC93 > -0.3001563
## -> class 2\|2 [0.947]
##
## Rule 6/258: (16.1, lift 10.3)
## PC1 <= -0.5890457
## PC8 > 1.488642
## PC8 <= 1.526527
## PC10 > -0.1560069
## PC44 <= 0.6014566
## PC71 <= -0.04672362
## -> class 2\|2 [0.945]
##
## Rule 6/259: (15.1, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC20 > 0.4922743
## PC21 > -1.450372
## PC44 <= 0.6014566
## -> class 2\|2 [0.941]
##
## Rule 6/260: (15, lift 10.2)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC5 > -4.853271
## PC8 > -0.3437947
## PC9 <= 0.2354248
## PC21 <= -0.2623605
## PC43 > -1.318185
## -> class 2\|2 [0.941]
##
## Rule 6/261: (14.5, lift 10.2)
## PC1 <= -0.5890457
## PC2 > -6.886415
## PC8 > 0.281837
## PC8 <= 1.526527
## PC44 <= 0.6014566
## PC62 > -1.103371
## PC71 <= -0.04672362
## PC83 <= 1.037833
## PC85 > 0.7008537
## -> class 2\|2 [0.940]
##
## Rule 6/262: (12.6, lift 10.1)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC5 > -4.853271
## PC8 > -3.591267
## PC9 <= 0.2354248
## PC10 > -0.7514341
## PC43 > -1.318185
## PC52 <= 0.03497877
## PC59 > 0.04371605
## -> class 2\|2 [0.932]
##
## Rule 6/263: (15.1/0.2, lift 10.1)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC6 > -0.5545787
## PC8 > -2.879138
## PC8 <= 0.281837
## PC28 > 0.0711863
## PC64 > 0.1902735
## -> class 2\|2 [0.930]
##
## Rule 6/264: (398.4/27.2, lift 10.1)
## PC1 <= -0.5890457
## PC2 > -9.599361
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC16 > -0.5452234
## PC28 > -0.1345458
## PC37 <= 1.408006
## PC57 <= -0.116783
## PC76 <= 0.6005656
## PC81 <= 0.5237178
## PC87 <= 3.563973
## PC91 <= 0.1406806
## -> class 2\|2 [0.930]
##
## Rule 6/265: (46.6/2.4, lift 10.1)
## PC1 <= -0.5890457
## PC2 > -6.886415
## PC2 <= 2.433167
## PC8 > 0.281837
## PC8 <= 1.526527
## PC29 > 0.1647431
## PC44 <= 0.6014566
## PC62 > -1.103371
## PC71 <= -0.04672362
## -> class 2\|2 [0.929]
##
## Rule 6/266: (178.7/13.3, lift 10.0)
## PC2 <= 2.433167
## PC4 <= 0.2633905
## PC8 > -2.879138
## PC8 <= 0.281837
## PC15 > -0.8998862
## PC44 <= 0.4737972
## PC47 <= 0.3664965
## PC55 > 0.4662306
## PC76 <= 0.3063357
## PC96 > -1.318192
## -> class 2\|2 [0.921]
##
## Rule 6/267: (18.1/0.6, lift 10.0)
## PC1 <= -0.5890457
## PC8 > 1.526527
## PC8 <= 2.7084
## PC10 > -0.1560069
## PC44 <= 0.6014566
## PC49 <= -0.5609685
## PC71 <= -0.04672362
## -> class 2\|2 [0.920]
##
## Rule 6/268: (32.6/1.8, lift 10.0)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 > 0.8184493
## PC40 > -1.48402
## PC44 <= 0.6014566
## PC71 <= -0.04672362
## -> class 2\|2 [0.919]
##
## Rule 6/269: (12.6/0.2, lift 10.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC19 > -3.372171
## PC29 > -0.2631929
## PC32 > 1.570666
## PC32 <= 1.601086
## -> class 2\|2 [0.918]
##
## Rule 6/270: (244.6/19.7, lift 9.9)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC10 > -0.3763258
## PC15 > -0.8998862
## PC15 <= 3.289732
## PC19 > -3.372171
## PC28 <= 0.0711863
## PC43 > -1.170159
## PC44 > -0.9005636
## PC44 <= 0.4737972
## PC47 <= 0.3664965
## PC51 > -0.2868612
## PC52 <= 0.1611216
## PC55 > -0.7171825
## PC55 <= 0.4662306
## PC57 > -0.116783
## PC61 > -1.441893
## PC65 <= 0.912097
## PC76 <= 0.2717692
## PC77 <= 0.5674579
## PC78 > -0.06927336
## -> class 2\|2 [0.916]
##
## Rule 6/271: (9.6, lift 9.9)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC8 <= 2.7084
## PC21 > -1.450372
## PC40 <= -1.48402
## PC44 <= 0.6014566
## PC62 > -1.103371
## -> class 2\|2 [0.914]
##
## Rule 6/272: (9.1, lift 9.9)
## PC1 <= -0.5890457
## PC4 <= 0.2633905
## PC6 > 5.915107
## PC8 <= 0.281837
## PC15 <= 3.862999
## -> class 2\|2 [0.910]
##
## Rule 6/273: (8.7, lift 9.8)
## PC2 <= 2.433167
## PC8 > 0.281837
## PC8 <= 2.7084
## PC10 <= 0.8184493
## PC44 <= 0.6014566
## PC71 <= -0.04672362
## PC83 > 1.037833
## -> class 2\|2 [0.907]
##
## Rule 6/274: (75.5/7.2, lift 9.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC8 <= 1.526527
## PC12 <= -2.219162
## PC44 <= 0.6014566
## PC71 <= -0.04672362
## PC83 <= 1.037833
## -> class 2\|2 [0.894]
##
## Rule 6/275: (86.9/8.5, lift 9.7)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > 0.281837
## PC21 <= -1.450372
## PC23 > 0.8331635
## -> class 2\|2 [0.894]
##
## Rule 6/276: (7.6/0.2, lift 9.5)
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC32 <= 1.601086
## PC44 > 0.4737972
## PC57 > -0.116783
## PC57 <= -0.07767463
## -> class 2\|2 [0.875]
##
## Rule 6/277: (45.1/5, lift 9.5)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC2 <= 2.433167
## PC3 <= 0.7432103
## PC5 > -4.853271
## PC8 > -3.591267
## PC8 <= -0.3437947
## PC10 > -0.7514341
## PC11 <= 2.046466
## PC56 <= 2.073715
## PC83 <= -0.130059
## -> class 2\|2 [0.874]
##
## Rule 6/278: (5.3, lift 9.4)
## PC1 <= -0.5890457
## PC8 > 0.281837
## PC10 <= -0.1560069
## PC11 <= -2.740309
## -> class 2\|2 [0.864]
##
## Rule 6/279: (4.5, lift 9.2)
## PC1 <= -0.5890457
## PC8 <= 0.281837
## PC19 <= -3.372171
## PC40 <= -1.119929
## -> class 2\|2 [0.846]
##
## Rule 6/280: (22.6/3.4, lift 8.9)
## PC8 > 0.281837
## PC8 <= 1.526527
## PC12 > -2.219162
## PC29 <= 0.1647431
## PC41 > 1.458959
## PC44 <= 0.6014566
## PC71 <= -0.04672362
## -> class 2\|2 [0.819]
##
## Rule 6/281: (19.4/7.9, lift 6.3)
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC9 <= 7.567295
## PC23 <= -1.569168
## PC44 > 0.4737972
## PC100 <= 3.830744
## -> class 2\|2 [0.585]
##
## Rule 6/282: (17.7/7.6, lift 6.1)
## PC1 <= -0.5890457
## PC8 > 1.526527
## PC8 <= 2.7084
## PC21 > -1.450372
## PC44 <= 0.6014566
## PC70 > 0.2946905
## -> class 2\|2 [0.565]
##
## Rule 6/283: (10.3/5.3, lift 5.3)
## PC10 > -0.1560069
## PC10 <= -0.1542242
## -> class 2\|2 [0.485]
##
## Rule 6/284: (109.9, lift 8.2)
## PC1 <= -0.5890457
## PC15 > 3.862999
## PC28 <= 0.0711863
## PC40 > -0.7292283
## PC45 <= 0.3723633
## PC57 > -0.116783
## -> class 2\|3 [0.991]
##
## Rule 6/285: (80.7, lift 8.2)
## PC2 <= 2.433167
## PC8 <= 0.281837
## PC9 <= 7.567295
## PC38 <= 0.4308956
## PC40 > -0.7292283
## PC44 > -0.9005636
## PC45 <= 0.3723633
## PC52 <= 0.1611216
## PC77 > 0.5674579
## PC78 > -0.06927336
## -> class 2\|3 [0.988]
##
## Rule 6/286: (91.6/0.2, lift 8.2)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 <= 0.281837
## PC9 <= 11.4065
## PC55 <= -1.643115
## PC100 <= 3.830744
## -> class 2\|3 [0.987]
##
## Rule 6/287: (64.4, lift 8.1)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 <= -3.591267
## PC19 > -1.380552
## PC43 <= -0.1397224
## -> class 2\|3 [0.985]
##
## Rule 6/288: (66.3, lift 8.2)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC3 <= 0.7432103
## PC8 > -3.591267
## PC8 <= -0.3437947
## PC9 <= 0.2354248
## PC10 > -0.7514341
## PC19 > -2.019373
## PC43 > -1.318185
## PC67 > -0.404483
## PC83 > -0.130059
## -> class 2\|3 [0.985]
##
## Rule 6/289: (79.4/0.2, lift 8.2)
## PC8 <= -2.879138
## PC13 <= -1.104129
## -> class 2\|3 [0.985]
##
## Rule 6/290: (60.9, lift 8.1)
## PC1 > -0.5890457
## PC8 <= -3.591267
## PC14 > 1.479784
## PC19 > -1.380552
## -> class 2\|3 [0.984]
##
## Rule 6/291: (84.7/0.4, lift 8.1)
## PC2 <= 2.433167
## PC4 <= 0.2633905
## PC8 <= 0.281837
## PC9 <= 7.567295
## PC15 > -0.8998862
## PC28 <= 0.0711863
## PC29 > -0.2631929
## PC32 <= 1.601086
## PC51 > -0.7118331
## PC51 <= -0.2868612
## PC57 > -0.116783
## -> class 2\|3 [0.984]
##
## Rule 6/292: (37.4, lift 8.1)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 <= -3.591267
## PC19 > -1.380552
## PC30 > -0.1879708
## -> class 2\|3 [0.975]
##
## Rule 6/293: (30.3/0.4, lift 7.9)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC8 <= -3.591267
## PC26 > 1.241181
## -> class 2\|3 [0.957]
##
## Rule 6/294: (20.2, lift 7.9)
## PC1 > -0.5890457
## PC2 <= 2.433167
## PC13 > 0.6334361
## PC97 > 1.696316
## -> class 2\|3 [0.955]
##
## Rule 6/295: (18.5, lift 7.9)
## PC1 > -0.5890457
## PC1 <= 11.01179
## PC5 > -4.853271
## PC8 > -3.591267
## PC8 <= -0.3437947
## PC11 > 2.046466
## PC19 > -2.019373
## PC83 <= -0.130059
## -> class 2\|3 [0.951]
##
## Rule 6/296: (11/1.6, lift 6.6)
## PC1 <= -0.5890457
## PC8 > -2.879138
## PC8 <= 0.281837
## PC26 > 2.961563
## PC46 > -0.303809
## PC57 <= -0.116783
## PC100 <= 3.830744
## -> class 2\|3 [0.797]
##
## Rule 6/297: (12041.5/9631.8, lift 1.7)
## PC2 <= 2.433167
## -> class 2\|3 [0.200]
##
## Rule 6/298: (217.9/2, lift 22.2)
## PC1 <= -0.5890457
## PC8 <= -2.879138
## PC16 <= 0.3713317
## PC17 <= 0.9892711
## PC19 <= 3.731518
## PC35 > -1.781289
## PC43 > -0.2442445
## PC72 > -0.504717
## PC96 <= 0.1991651
## PC97 > 0.04421862
## -> class 2\|4 [0.986]
##
## Rule 6/299: (53.9, lift 22.1)
## PC8 <= -2.879138
## PC19 <= -4.58197
## -> class 2\|4 [0.982]
##
## Rule 6/300: (72.8/1.2, lift 21.9)
## PC1 <= -0.5890457
## PC7 > -1.589333
## PC8 <= -2.879138
## PC9 <= 1.342939
## PC28 > 0.03648414
## PC35 > -1.781289
## PC40 > -0.3335989
## -> class 2\|4 [0.971]
##
## Rule 6/301: (330.1/11.4, lift 21.7)
## PC8 <= -2.879138
## PC12 <= 2.529128
## PC16 <= 0.3713317
## PC17 <= 0.9892711
## PC19 <= 3.731518
## PC23 <= 2.385667
## PC36 <= 0.9121976
## PC39 <= 0.1802836
## PC40 > -0.3335989
## PC43 > -0.2442445
## PC54 > -0.6117583
## PC55 <= -0.12774
## PC59 <= 0.1286327
## PC72 > -0.504717
## PC81 <= 0.2663418
## PC92 <= 0.1706715
## PC96 <= 0.1991651
## -> class 2\|4 [0.963]
##
## Rule 6/302: (21.9/0.2, lift 21.4)
## PC1 <= -0.5890457
## PC8 > -2.879138
## PC8 <= 0.281837
## PC19 <= -3.372171
## PC73 > 0.2751132
## -> class 2\|4 [0.950]
##
## Rule 6/303: (17.9/0.2, lift 21.2)
## PC8 <= -2.879138
## PC9 > 1.342939
## PC23 <= 2.385667
## PC35 > -1.781289
## PC40 > -0.3335989
## PC43 > -0.2442445
## PC72 > -0.504717
## PC96 > 0.1991651
## -> class 2\|4 [0.940]
##
## Rule 6/304: (13.9, lift 21.1)
## PC1 <= -0.5890457
## PC19 <= -3.372171
## PC96 > 0.3121356
## -> class 2\|4 [0.937]
##
## Rule 6/305: (13.8, lift 21.1)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC28 <= 0.0711863
## PC45 > 0.3723633
## PC57 > -0.116783
## PC97 <= -0.1895619
## -> class 2\|4 [0.937]
##
## Rule 6/306: (61.4/3.2, lift 21.0)
## PC2 <= 2.433167
## PC8 <= -2.879138
## PC43 > -0.2442445
## PC76 <= -0.7858639
## -> class 2\|4 [0.934]
##
## Rule 6/307: (181.1/11.7, lift 21.0)
## PC1 > -0.5890457
## PC8 <= -3.591267
## PC14 <= 1.479784
## PC26 <= 1.241181
## PC30 <= -0.1879708
## PC43 > -0.1397224
## -> class 2\|4 [0.931]
##
## Rule 6/308: (49.6/2.8, lift 20.9)
## PC2 <= 2.433167
## PC8 <= -2.879138
## PC9 <= -0.5871171
## PC13 <= 0.5263308
## PC16 <= 0.3713317
## PC19 <= 3.731518
## PC40 > -0.3335989
## PC43 > -0.2442445
## PC55 > -0.12774
## PC59 <= 0.1286327
## PC72 > -0.504717
## PC96 <= 0.1991651
## -> class 2\|4 [0.926]
##
## Rule 6/309: (22.6/2.1, lift 19.7)
## PC7 <= -1.589333
## PC8 <= -2.879138
## PC13 <= 0.5263308
## PC35 > -1.781289
## PC40 > -0.3335989
## PC43 > -0.2442445
## PC72 > -0.504717
## PC96 > 0.1991651
## -> class 2\|4 [0.873]
##
## Rule 6/310: (27.1/2.8, lift 19.6)
## PC1 <= -0.5890457
## PC8 <= -2.879138
## PC19 <= -0.133185
## PC43 <= -0.2442445
## PC73 > 0.6333374
## -> class 2\|4 [0.868]
##
## Rule 6/311: (2.8, lift 17.9)
## PC2 <= 2.433167
## PC8 <= -2.879138
## PC43 <= -0.2442445
## PC63 <= -5.203896
## -> class 2\|4 [0.793]
##
## Rule 6/312: (16.1/5.1, lift 15.0)
## PC1 <= -0.5890457
## PC2 <= 2.433167
## PC8 > -2.879138
## PC8 <= 0.281837
## PC37 > 1.408006
## PC57 <= -0.116783
## -> class 2\|4 [0.664]
##
## Default class: 0\|2
##
## ----- Trial 7: -----
##
## Rules:
##
## Rule 7/1: (60.2/0.2, lift 15.4)
## PC4 <= 10.1275
## PC13 <= 7.272148
## PC17 > -0.664036
## PC18 > 1.22673
## PC26 <= 0.6631289
## PC33 <= 3.221154
## PC35 <= 0.4317198
## PC55 > -0.4851243
## PC80 <= -0.6627112
## PC86 > -1.276985
## -> class 0\|0 [0.981]
##
## Rule 7/2: (22.7, lift 15.0)
## PC2 > 2.433167
## PC9 > 0.4132881
## PC18 > -0.3695138
## PC35 > 0.4317198
## -> class 0\|0 [0.960]
##
## Rule 7/3: (56.3/1.4, lift 15.0)
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC18 > 1.22673
## PC36 > 2.683903
## PC69 <= 3.342809
## PC81 <= 1.274873
## -> class 0\|0 [0.959]
##
## Rule 7/4: (9.1, lift 14.3)
## PC2 > 2.433167
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC32 <= 0.09881526
## PC44 > 2.092405
## -> class 0\|0 [0.910]
##
## Rule 7/5: (60.7/6.2, lift 13.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 7.272148
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC39 > -2.906153
## PC48 > 0.3414077
## PC81 <= 1.274873
## PC82 <= -0.1759165
## -> class 0\|0 [0.885]
##
## Rule 7/6: (6.9/0.2, lift 13.7)
## PC2 > 2.433167
## PC13 <= 7.272148
## PC18 > -0.3695138
## PC21 <= 0.4855005
## PC23 > 1.220775
## PC26 <= 0.6631289
## PC35 > 0.4317198
## PC42 <= 2.839821
## -> class 0\|0 [0.871]
##
## Rule 7/7: (1602.6/520.9, lift 10.6)
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC17 > -0.664036
## PC18 > 1.22673
## PC26 <= 0.6631289
## PC35 <= 0.4317198
## PC69 <= 3.342809
## PC81 <= 1.274873
## -> class 0\|0 [0.675]
##
## Rule 7/8: (160.5, lift 13.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 7.272148
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC23 > -0.8730227
## PC32 > 0.09881526
## PC39 > -2.906153
## PC48 <= 0.3414077
## PC59 > -0.5700083
## -> class 0\|1 [0.994]
##
## Rule 7/9: (86.1, lift 12.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC7 <= -0.5980417
## PC9 > 0.1884761
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC48 <= 0.3414077
## -> class 0\|1 [0.989]
##
## Rule 7/10: (78.8, lift 12.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 10.1275
## PC9 > 0.1884761
## PC17 > -0.3321014
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC20 <= 2.065051
## PC48 <= 0.3414077
## -> class 0\|1 [0.988]
##
## Rule 7/11: (84.5, lift 12.9)
## PC2 > 2.433167
## PC13 > 1.787175
## PC13 <= 7.272148
## PC18 > 1.22673
## PC42 <= 2.839821
## PC70 <= 0.4914486
## PC86 > -1.276985
## -> class 0\|1 [0.988]
##
## Rule 7/12: (112.6/0.5, lift 12.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 7.272148
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC24 <= 1.924565
## PC44 <= 2.092405
## PC48 <= 0.3414077
## PC60 <= -0.4183349
## PC79 <= 1.187003
## PC90 > -0.8976686
## -> class 0\|1 [0.987]
##
## Rule 7/13: (74.6, lift 12.9)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC17 > -0.664036
## PC18 > -0.3695138
## PC37 <= 0.8444793
## PC48 <= 0.417758
## PC56 <= 1.258989
## PC65 <= 0.7491796
## PC66 <= -0.8459027
## PC83 <= 0.3780164
## PC86 > -1.276985
## -> class 0\|1 [0.987]
##
## Rule 7/14: (104.3/0.5, lift 12.9)
## PC4 <= 10.1275
## PC9 <= 0.4132881
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC18 > 1.22673
## PC23 <= 1.220775
## PC35 > 0.4317198
## -> class 0\|1 [0.986]
##
## Rule 7/15: (65.6, lift 12.9)
## PC13 <= 7.272148
## PC16 > -1.269788
## PC18 > 1.22673
## PC32 > -0.7586462
## PC39 > -2.906153
## PC56 > 1.258989
## PC68 <= 0.8476696
## PC81 <= 1.274873
## -> class 0\|1 [0.985]
##
## Rule 7/16: (57.7, lift 12.9)
## PC2 > 2.433167
## PC4 <= 10.1275
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC18 > 1.22673
## PC69 > 3.342809
## -> class 0\|1 [0.983]
##
## Rule 7/17: (47.7, lift 12.8)
## PC4 <= 10.1275
## PC13 <= 7.272148
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC20 > 2.065051
## PC32 <= 0.09881526
## PC81 <= 1.274873
## PC85 <= 1.250635
## PC90 > -0.8976686
## -> class 0\|1 [0.980]
##
## Rule 7/18: (44.2, lift 12.8)
## PC14 > -0.7238198
## PC17 <= -0.0799842
## PC18 > 1.22673
## PC22 <= 0.9886847
## PC32 > -0.7586462
## PC48 <= 0.417758
## PC83 <= 0.3780164
## PC86 > -1.276985
## -> class 0\|1 [0.978]
##
## Rule 7/19: (182.1/3, lift 12.8)
## PC1 <= -0.6897315
## PC2 > 2.433167
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC16 > -1.269788
## PC18 > 1.22673
## PC22 <= 0.9886847
## PC32 > -0.7586462
## PC48 <= 0.417758
## PC54 > -0.8110917
## -> class 0\|1 [0.978]
##
## Rule 7/20: (40.7, lift 12.8)
## PC1 > -0.6897315
## PC18 > -0.3695138
## PC22 <= 0.9886847
## PC28 <= -1.413625
## PC37 <= 0.8444793
## PC83 <= 0.3780164
## -> class 0\|1 [0.977]
##
## Rule 7/21: (78.1/0.9, lift 12.8)
## PC3 <= 1.640775
## PC6 > -1.599479
## PC18 <= -0.3695138
## PC28 > -1.394298
## PC57 > 0.2684259
## PC78 > 1.729346
## -> class 0\|1 [0.976]
##
## Rule 7/22: (60/0.5, lift 12.8)
## PC14 > -0.7238198
## PC16 > -1.269788
## PC18 > 1.22673
## PC35 <= 0.4317198
## PC45 <= 1.476614
## PC55 > -0.4851243
## PC68 > 0.8476696
## PC80 > -0.6627112
## PC86 > -1.276985
## -> class 0\|1 [0.976]
##
## Rule 7/23: (46.6/0.3, lift 12.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 10.1275
## PC17 > -0.664036
## PC18 > -0.3695138
## PC80 > -0.6627112
## PC81 <= 1.274873
## PC98 > 2.099467
## -> class 0\|1 [0.973]
##
## Rule 7/24: (34.9/0.2, lift 12.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 7.272148
## PC17 > -0.664036
## PC18 > -0.3695138
## PC22 <= 0.9886847
## PC32 > -0.7586462
## PC37 <= 0.8444793
## PC51 <= 0.423495
## PC54 <= -0.8110917
## PC80 > -0.6627112
## PC83 <= 0.3780164
## PC86 > -1.276985
## -> class 0\|1 [0.969]
##
## Rule 7/25: (34.9/0.2, lift 12.7)
## PC4 <= 10.1275
## PC17 > -0.664036
## PC18 > 1.22673
## PC22 <= 0.9886847
## PC37 <= 0.8444793
## PC48 <= 0.417758
## PC80 > -0.6627112
## PC83 <= 0.3780164
## PC97 > 0.4908551
## -> class 0\|1 [0.969]
##
## Rule 7/26: (66.3/1.3, lift 12.6)
## PC2 > 2.433167
## PC13 <= 7.272148
## PC18 > -0.3695138
## PC33 > 3.221154
## PC81 <= 1.274873
## PC86 > -1.276985
## -> class 0\|1 [0.966]
##
## Rule 7/27: (43.6/0.6, lift 12.6)
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC16 <= -1.269788
## PC18 > 1.22673
## PC70 <= 0.4914486
## PC80 > -0.6627112
## PC86 > -1.276985
## -> class 0\|1 [0.965]
##
## Rule 7/28: (97.1/2.6, lift 12.6)
## PC4 <= 10.1275
## PC13 <= 7.272148
## PC18 > 1.22673
## PC32 > -0.7586462
## PC37 <= 0.8444793
## PC42 <= 2.839821
## PC51 > 0.423495
## PC56 > -0.5691051
## PC70 <= 0.4914486
## PC86 > -1.276985
## -> class 0\|1 [0.964]
##
## Rule 7/29: (56/1.4, lift 12.5)
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC18 > 1.22673
## PC32 > -0.7586462
## PC55 > -0.4851243
## PC65 <= 0.7491796
## PC77 <= 0.7687787
## PC83 <= 0.3780164
## PC95 > 0.8422561
## -> class 0\|1 [0.959]
##
## Rule 7/30: (128.5/4.8, lift 12.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 10.1275
## PC9 > 0.1884761
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC20 <= 2.065051
## PC48 <= 0.3414077
## PC80 <= 0.3653741
## PC97 > 0.2607623
## -> class 0\|1 [0.956]
##
## Rule 7/31: (60.4/2.2, lift 12.4)
## PC16 > -1.269788
## PC18 > 1.22673
## PC21 <= 0.4855005
## PC27 > -1.834002
## PC37 <= 0.8444793
## PC48 <= 0.417758
## PC69 > 0.3895292
## PC70 <= 0.4914486
## PC80 > -0.6627112
## PC83 <= 0.3780164
## PC95 <= 0.8422561
## -> class 0\|1 [0.949]
##
## Rule 7/32: (148/6.9, lift 12.4)
## PC2 > 2.433167
## PC5 <= 2.518982
## PC13 <= 7.272148
## PC18 > 1.22673
## PC26 > 0.6631289
## PC36 <= 2.683903
## PC42 <= 2.839821
## -> class 0\|1 [0.947]
##
## Rule 7/33: (22/0.3, lift 12.4)
## PC2 > 2.433167
## PC3 > -1.98961
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC94 > 0.5764304
## -> class 0\|1 [0.946]
##
## Rule 7/34: (101.4/5.1, lift 12.3)
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC18 > 1.22673
## PC21 <= 0.4855005
## PC22 <= 0.9886847
## PC37 <= 0.8444793
## PC48 <= 0.417758
## PC80 > -0.6627112
## PC90 > 0.55565
## -> class 0\|1 [0.941]
##
## Rule 7/35: (117.1/6.1, lift 12.3)
## PC3 <= 1.640775
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC18 > -0.3695138
## PC45 > 1.476614
## PC55 > -0.4851243
## PC80 > -0.6627112
## PC86 > -1.276985
## -> class 0\|1 [0.941]
##
## Rule 7/36: (28.1/0.8, lift 12.3)
## PC13 > 7.272148
## PC20 > 2.580031
## -> class 0\|1 [0.941]
##
## Rule 7/37: (18.2/0.3, lift 12.2)
## PC13 <= 1.787175
## PC18 > 1.22673
## PC21 <= 0.4855005
## PC31 > 0.238011
## PC39 > -2.906153
## PC48 <= 0.417758
## -> class 0\|1 [0.935]
##
## Rule 7/38: (12.7, lift 12.2)
## PC2 > 2.433167
## PC9 > 0.1884761
## PC18 > -0.3695138
## PC65 > -0.237627
## PC80 > 0.3653741
## -> class 0\|1 [0.932]
##
## Rule 7/39: (16/0.3, lift 12.1)
## PC13 <= 7.272148
## PC14 > -0.7238198
## PC18 > 1.22673
## PC21 <= 0.4855005
## PC55 > -0.4851243
## PC77 > 0.7687787
## PC86 > -1.276985
## -> class 0\|1 [0.927]
##
## Rule 7/40: (11.6, lift 12.1)
## PC2 > 2.433167
## PC14 > -0.7238198
## PC18 > -0.3695138
## PC26 <= 0.6631289
## PC37 <= 0.8444793
## PC58 <= -1.085806
## PC83 > 0.3780164
## PC86 > -1.276985
## -> class 0\|1 [0.926]
##
## Rule 7/41: (100.2/6.9, lift 12.1)
## PC2 > 2.433167
## PC4 <= 10.1275
## PC9 > 0.1884761
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC24 <= 1.924565
## PC32 <= 0.09881526
## PC48 <= 0.3414077
## PC65 <= -0.237627
## PC79 <= 1.187003
## -> class 0\|1 [0.923]
##
## Rule 7/42: (65.2/6, lift 11.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC10 > -7.533022
## PC13 <= 1.787175
## PC14 > -0.7238198
## PC17 > -0.0799842
## PC18 > -0.3695138
## PC22 <= 0.9886847
## PC54 > 1.164388
## PC70 <= 0.4914486
## PC80 > -0.6627112
## PC95 <= 0.8422561
## -> class 0\|1 [0.896]
##
## Rule 7/43: (6.8, lift 11.6)
## PC10 <= -7.533022
## PC26 <= 0.6631289
## PC83 <= 0.3780164
## -> class 0\|1 [0.886]
##
## Rule 7/44: (32.3/3.8, lift 11.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 > -1.599479
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC20 > -4.323125
## PC43 <= -1.03128
## -> class 0\|1 [0.861]
##
## Rule 7/45: (57/7.3, lift 11.2)
## PC2 > 2.433167
## PC4 <= 10.1275
## PC13 <= 7.272148
## PC17 <= -0.664036
## PC18 > 1.22673
## PC39 > -2.906153
## PC42 <= 2.839821
## PC69 <= 3.342809
## PC81 <= 1.274873
## -> class 0\|1 [0.859]
##
## Rule 7/46: (40/13.2, lift 8.7)
## PC10 <= 6.479989
## PC13 > 7.272148
## PC16 <= -1.129304
## PC18 > -0.3695138
## -> class 0\|1 [0.663]
##
## Rule 7/47: (27.9/12.9, lift 7.0)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 <= -1.599479
## PC18 <= -0.3695138
## -> class 0\|1 [0.536]
##
## Rule 7/48: (246/160.3, lift 4.6)
## PC2 > 2.433167
## PC3 > -1.98961
## PC18 > -1.136285
## PC18 <= -0.3695138
## -> class 0\|1 [0.350]
##
## Rule 7/49: (48.7, lift 9.6)
## PC2 > 2.433167
## PC3 > -1.98961
## PC3 <= 1.640775
## PC12 <= 0.7647411
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC20 > -4.323125
## PC43 > -0.5436036
## PC68 <= 0.1493928
## PC75 <= 0.3462674
## PC94 <= 0.5764304
## -> class 0\|2 [0.980]
##
## Rule 7/50: (60.6/1.9, lift 9.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC8 <= 0.05571313
## PC38 > -0.2966295
## PC62 > -0.1678262
## PC67 > -0.5859905
## PC77 <= -0.1625298
## PC79 <= 1.498619
## PC80 > 0.1547775
## PC86 <= 2.921873
## PC98 > 0.6952597
## -> class 0\|2 [0.953]
##
## Rule 7/51: (29.4/1.2, lift 9.1)
## PC18 <= -2.551063
## PC38 > -0.3663746
## PC38 <= -0.2966295
## PC76 <= 1.654661
## PC97 > -0.9070111
## -> class 0\|2 [0.929]
##
## Rule 7/52: (46.4/3.5, lift 8.9)
## PC2 > 2.433167
## PC12 <= 0.09670471
## PC18 > 1.22673
## PC21 > 0.4855005
## PC69 <= 3.342809
## PC81 <= 1.274873
## -> class 0\|2 [0.906]
##
## Rule 7/53: (7645.3/5611.3, lift 2.6)
## PC2 > 2.433167
## -> class 0\|2 [0.266]
##
## Rule 7/54: (208.9, lift 10.9)
## PC2 > 3.208661
## PC3 > -4.333732
## PC3 <= 1.640775
## PC4 > -8.287465
## PC4 <= 9.330827
## PC18 <= -2.551063
## PC30 <= 1.1943
## PC33 <= 4.564105
## PC37 > -1.003852
## PC37 <= 1.735745
## PC52 <= 1.565014
## PC57 <= 1.459397
## PC62 > -0.1678262
## PC67 > -0.261762
## PC80 <= 0.1547775
## PC90 <= 0.4731984
## -> class 0\|3 [0.995]
##
## Rule 7/55: (157.3, lift 10.9)
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC18 <= -2.551063
## PC33 <= 4.564105
## PC77 > -1.55007
## PC79 > -3.772085
## PC97 <= -0.9070111
## PC99 <= 2.508351
## -> class 0\|3 [0.994]
##
## Rule 7/56: (148.8/0.2, lift 10.9)
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC8 <= 0.05571313
## PC9 <= -0.2754673
## PC18 <= -2.551063
## PC26 <= 1.47308
## PC33 <= 4.564105
## PC37 > -1.003852
## PC67 > -0.5859905
## PC69 > -3.215956
## PC76 <= 1.654661
## -> class 0\|3 [0.992]
##
## Rule 7/57: (100.7, lift 10.9)
## PC2 > 2.433167
## PC4 > -8.287465
## PC4 <= 9.330827
## PC18 <= -2.551063
## PC26 <= 1.47308
## PC30 <= 1.1943
## PC33 <= 4.564105
## PC37 > -1.003852
## PC37 <= 1.735745
## PC38 <= -0.3663746
## PC67 > -0.5859905
## PC78 <= 1.729346
## PC79 <= 1.498619
## -> class 0\|3 [0.990]
##
## Rule 7/58: (106.4/0.2, lift 10.8)
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC10 > 1.423542
## PC18 <= -1.136285
## PC21 <= 0.4040473
## PC28 <= 2.902539
## PC29 > -3.833862
## PC51 <= 0.5812917
## PC68 <= 0.5859751
## PC70 <= 0.8834656
## PC74 > -0.9629607
## PC85 > -0.3626635
## PC99 > -0.6856757
## PC99 <= 2.508351
## -> class 0\|3 [0.989]
##
## Rule 7/59: (257.6/2, lift 10.8)
## PC3 > -4.333732
## PC4 > -8.287465
## PC4 <= 9.330827
## PC13 <= 1.283234
## PC18 <= -2.551063
## PC19 > -0.06550487
## PC30 <= 1.1943
## PC33 <= 4.564105
## PC37 > -1.003852
## PC37 <= 1.735745
## PC38 > -0.2966295
## PC52 <= 1.565014
## PC62 > -0.1678262
## PC76 <= 1.654661
## PC90 <= 0.4731984
## PC97 <= 0.4093239
## PC98 <= 0.6952597
## -> class 0\|3 [0.988]
##
## Rule 7/60: (63, lift 10.8)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC18 <= -0.3695138
## PC29 > -3.833862
## PC58 <= 2.093484
## PC66 <= 1.60371
## PC67 <= 0.1411533
## PC73 <= 1.734017
## PC75 > 0.5012618
## PC83 <= 0.5681885
## PC99 <= 2.508351
## -> class 0\|3 [0.985]
##
## Rule 7/61: (52.8, lift 10.8)
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC14 <= -0.6619228
## PC18 > -2.551063
## PC18 <= -1.136285
## PC34 > -3.30041
## PC86 <= 2.921873
## -> class 0\|3 [0.982]
##
## Rule 7/62: (44.7, lift 10.7)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC18 <= -0.3695138
## PC40 <= -2.842624
## PC78 <= 1.729346
## PC79 > -3.772085
## -> class 0\|3 [0.979]
##
## Rule 7/63: (63.6/0.5, lift 10.7)
## PC4 <= 9.330827
## PC18 > -2.551063
## PC18 <= -1.136285
## PC45 <= -0.6963742
## PC67 <= 0.1411533
## PC68 <= 0.5859751
## PC70 <= 0.8834656
## PC74 > -0.9629607
## PC75 <= 0.5012618
## PC83 <= 0.5681885
## -> class 0\|3 [0.978]
##
## Rule 7/64: (32.4, lift 10.6)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC18 > -2.551063
## PC18 <= -1.136285
## PC39 > 1.786415
## PC68 <= 0.5859751
## PC78 <= 1.729346
## -> class 0\|3 [0.971]
##
## Rule 7/65: (38.4/0.2, lift 10.6)
## PC4 <= 9.330827
## PC18 <= -1.136285
## PC70 > 3.262499
## PC78 <= 1.729346
## -> class 0\|3 [0.971]
##
## Rule 7/66: (219.2/5.6, lift 10.6)
## PC2 > 3.208661
## PC3 > -4.333732
## PC3 <= 1.640775
## PC8 <= 0.05571313
## PC18 <= -2.551063
## PC33 <= 4.564105
## PC37 > -1.003852
## PC37 <= 1.735745
## PC38 > -0.2966295
## PC52 <= 1.565014
## PC67 > -0.261762
## PC77 > -0.1625298
## PC79 <= 1.498619
## PC90 <= 0.4731984
## -> class 0\|3 [0.970]
##
## Rule 7/67: (30.7, lift 10.6)
## PC4 <= 9.330827
## PC6 > -1.599479
## PC18 > -2.551063
## PC18 <= -1.136285
## PC45 > -0.6963742
## PC54 > -0.7879031
## PC59 > 1.014286
## PC74 > -0.9629607
## PC83 <= 0.5681885
## PC99 <= 2.508351
## -> class 0\|3 [0.969]
##
## Rule 7/68: (52.9/0.8, lift 10.6)
## PC13 > 7.272148
## PC36 > 1.355035
## -> class 0\|3 [0.968]
##
## Rule 7/69: (26.3, lift 10.6)
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC20 <= -4.323125
## -> class 0\|3 [0.965]
##
## Rule 7/70: (22.9/0.2, lift 10.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC18 > -2.551063
## PC18 <= -0.3695138
## PC21 > 0.4040473
## PC54 > -0.7879031
## PC58 <= 2.093484
## PC74 > -0.9629607
## PC99 > -0.4537926
## -> class 0\|3 [0.954]
##
## Rule 7/71: (19, lift 10.4)
## PC4 > -8.287465
## PC18 > -2.551063
## PC18 <= -1.136285
## PC29 > -3.833862
## PC55 > 0.2360843
## PC67 <= 0.1411533
## PC68 <= 0.5859751
## PC70 <= 0.8834656
## PC74 > -0.9629607
## PC75 <= 0.5012618
## PC83 <= 0.5681885
## PC99 > -0.6856757
## -> class 0\|3 [0.952]
##
## Rule 7/72: (63.6/2.2, lift 10.4)
## PC18 <= -1.136285
## PC33 <= 4.564105
## PC39 <= 1.786415
## PC66 <= 1.60371
## PC68 <= 0.5859751
## PC73 > 1.734017
## PC78 <= 1.729346
## -> class 0\|3 [0.952]
##
## Rule 7/73: (54.5/1.7, lift 10.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 > -8.287465
## PC4 <= 9.330827
## PC18 > -2.551063
## PC18 <= -1.136285
## PC29 > -3.833862
## PC66 > 1.60371
## PC78 <= 1.729346
## -> class 0\|3 [0.952]
##
## Rule 7/74: (18.3, lift 10.4)
## PC2 > 2.433167
## PC4 <= 9.330827
## PC14 > -0.6619228
## PC18 <= -1.136285
## PC70 <= 3.262499
## PC89 > 1.736905
## PC99 <= 2.508351
## -> class 0\|3 [0.951]
##
## Rule 7/75: (17.4, lift 10.4)
## PC18 <= -0.3695138
## PC36 > 4.010562
## -> class 0\|3 [0.949]
##
## Rule 7/76: (20/0.2, lift 10.4)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC6 > -1.599479
## PC8 > 0.05571313
## PC19 > 0.3424661
## PC77 > -1.55007
## -> class 0\|3 [0.947]
##
## Rule 7/77: (25.4/0.5, lift 10.4)
## PC2 > 2.433167
## PC4 > -8.287465
## PC4 <= 9.330827
## PC18 > -2.551063
## PC18 <= -1.136285
## PC28 <= 2.902539
## PC33 <= 4.564105
## PC34 > -3.30041
## PC67 > 0.1001843
## PC67 <= 0.1411533
## PC83 <= 0.5681885
## PC99 <= 2.508351
## -> class 0\|3 [0.947]
##
## Rule 7/78: (19.1/0.2, lift 10.4)
## PC18 > -2.551063
## PC18 <= -1.136285
## PC58 <= 2.093484
## PC67 <= 0.1411533
## PC74 > -0.9629607
## PC83 <= 0.5681885
## PC85 <= -0.3626635
## PC98 > -0.6279142
## PC99 <= 2.508351
## -> class 0\|3 [0.945]
##
## Rule 7/79: (46.4/1.7, lift 10.3)
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC18 <= -1.136285
## PC79 > -3.772085
## PC86 > 2.921873
## PC99 <= 2.508351
## -> class 0\|3 [0.944]
##
## Rule 7/80: (15.2, lift 10.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC50 <= -3.859709
## -> class 0\|3 [0.942]
##
## Rule 7/81: (31.2/1.1, lift 10.3)
## PC2 > 2.433167
## PC4 <= 9.330827
## PC18 <= -0.3695138
## PC29 > -3.833862
## PC45 > -0.6963742
## PC54 > -0.7879031
## PC58 <= -1.293504
## PC85 > -0.3626635
## PC99 > -0.4537926
## PC99 <= 2.508351
## -> class 0\|3 [0.937]
##
## Rule 7/82: (23/0.6, lift 10.3)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC18 > -2.551063
## PC18 <= -1.136285
## PC33 <= 4.564105
## PC67 <= 0.1411533
## PC71 <= -0.3499099
## PC79 > -3.772085
## PC83 <= 0.5681885
## PC99 > -0.4537926
## -> class 0\|3 [0.935]
##
## Rule 7/83: (37.9/1.6, lift 10.2)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC4 <= 10.1275
## PC13 <= 7.272148
## PC39 <= -2.906153
## -> class 0\|3 [0.934]
##
## Rule 7/84: (80.5/4.6, lift 10.2)
## PC2 > 2.433167
## PC3 <= -1.98961
## PC4 > -7.03899
## PC18 > -1.099312
## PC18 <= -0.3695138
## PC27 > -1.150291
## PC42 > -0.4975219
## PC75 > 0.006521973
## -> class 0\|3 [0.932]
##
## Rule 7/85: (24.5/0.9, lift 10.2)
## PC18 <= -1.136285
## PC34 > -3.30041
## PC34 <= -2.804436
## PC68 <= 0.5859751
## -> class 0\|3 [0.928]
##
## Rule 7/86: (33.6/1.7, lift 10.1)
## PC18 <= -1.236133
## PC43 <= -0.1384571
## PC57 <= 0.2684259
## PC78 > 1.729346
## -> class 0\|3 [0.923]
##
## Rule 7/87: (144.3/10.8, lift 10.1)
## PC2 > 2.433167
## PC18 <= -1.136285
## PC67 <= 0.1411533
## PC74 > -0.9629607
## PC99 > -0.6856757
## PC99 <= -0.4537926
## -> class 0\|3 [0.920]
##
## Rule 7/88: (8.8, lift 9.9)
## PC8 > 0.05571313
## PC18 <= -2.551063
## PC34 <= -1.555015
## -> class 0\|3 [0.908]
##
## Rule 7/89: (16.6/1.5, lift 9.5)
## PC18 <= -1.236133
## PC78 > 1.729346
## PC100 <= -0.05370365
## -> class 0\|3 [0.866]
##
## Rule 7/90: (144.8/19.8, lift 9.4)
## PC13 > 7.272148
## PC16 > -1.129304
## PC20 <= 2.580031
## PC65 > -0.4597442
## -> class 0\|3 [0.859]
##
## Rule 7/91: (24.7/2.8, lift 9.4)
## PC2 > 2.433167
## PC3 > -0.5053111
## PC3 <= 1.640775
## PC18 > -2.551063
## PC18 <= -0.3695138
## PC28 <= 2.902539
## PC67 <= 0.1411533
## PC83 <= 0.5681885
## PC93 <= 0.132979
## -> class 0\|3 [0.857]
##
## Rule 7/92: (162.4/23.6, lift 9.3)
## PC4 > -8.287465
## PC18 <= -1.136285
## PC28 <= 2.902539
## PC54 > -0.7879031
## PC67 <= 0.1001843
## PC68 <= 0.5859751
## PC71 > -0.3499099
## PC77 <= -0.1915936
## PC82 <= -0.2653575
## PC83 <= 0.5681885
## PC98 > -0.6279142
## PC99 > -0.6856757
## -> class 0\|3 [0.850]
##
## Rule 7/93: (15.3/2, lift 9.0)
## PC4 > -8.287465
## PC18 > -2.551063
## PC18 <= -1.136285
## PC28 > 2.902539
## PC67 <= 0.1411533
## PC68 <= 0.5859751
## PC83 <= 0.5681885
## -> class 0\|3 [0.825]
##
## Rule 7/94: (12.5/1.8, lift 8.8)
## PC2 > 2.433167
## PC3 > -1.98961
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC75 > 0.3462674
## -> class 0\|3 [0.804]
##
## Rule 7/95: (15.8/2.9, lift 8.6)
## PC2 > 2.433167
## PC6 > -1.599479
## PC8 > 0.1610735
## PC18 <= -1.136285
## PC54 > -0.7879031
## PC67 <= 0.1411533
## PC78 <= 1.729346
## -> class 0\|3 [0.782]
##
## Rule 7/96: (5.4/0.6, lift 8.6)
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC28 > 3.528283
## PC75 <= 0.006521973
## -> class 0\|3 [0.781]
##
## Rule 7/97: (96/30.3, lift 7.5)
## PC2 > 2.433167
## PC3 <= 1.640775
## PC13 <= 7.272148
## PC18 <= 1.22673
## PC48 > 0.3414077
## PC90 > 0.5504546
## -> class 0\|3 [0.680]
##
## Rule 7/98: (132.5/0.2, lift 21.9)
## PC1 > 13.49866
## PC6 <= -1.298882
## PC19 > -0.6420646
## PC57 > -0.6109267
## -> class 1\|0 [0.991]
##
## Rule 7/99: (64.7/0.3, lift 21.6)
## PC1 > -0.1083464
## PC1 <= 0.4300639
## PC9 > -0.3450414
## PC16 <= 0.8839463
## PC99 <= -0.4664733
## -> class 1\|0 [0.980]
##
## Rule 7/100: (177.1/3.6, lift 21.5)
## PC1 > -0.1083464
## PC14 <= -1.623508
## PC15 > -3.075166
## PC18 > -0.4104447
## PC26 > -0.4542236
## PC30 <= 0.3173436
## PC88 <= 0.05966698
## PC89 <= 0.5815402
## PC91 > -0.3661957
## -> class 1\|0 [0.974]
##
## Rule 7/101: (33.4, lift 21.4)
## PC1 > -0.1083464
## PC1 <= 0.4300639
## PC9 > -0.3450414
## PC16 <= 0.8839463
## PC72 > 0.1725964
## -> class 1\|0 [0.972]
##
## Rule 7/102: (56.6/0.6, lift 21.4)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.9051324
## PC53 <= 0.2365824
## PC56 > 0.8670388
## -> class 1\|0 [0.972]
##
## Rule 7/103: (66.3/1.1, lift 21.4)
## PC1 > -0.1083464
## PC1 <= 0.4300639
## PC2 <= 2.433167
## PC9 > -0.3450414
## PC10 <= -0.3454105
## PC16 <= 0.8839463
## -> class 1\|0 [0.970]
##
## Rule 7/104: (45/1.1, lift 21.1)
## PC2 > 2.433167
## PC3 > 1.640775
## PC6 > -6.00747
## PC16 <= -0.9051324
## PC26 <= 0.04895893
## PC60 <= 0.8443592
## PC96 > 0.5175331
## -> class 1\|0 [0.956]
##
## Rule 7/105: (54.7/1.5, lift 21.1)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.9051324
## PC60 > 0.8443592
## -> class 1\|0 [0.955]
##
## Rule 7/106: (67.3/3.1, lift 20.7)
## PC2 > 2.914212
## PC3 > 1.640775
## PC26 <= 0.04895893
## PC29 > -0.4809628
## PC66 > -0.5105769
## PC67 <= 0.3537801
## PC77 <= 0.6599571
## PC85 <= -0.06354888
## PC96 <= 0.3956875
## -> class 1\|0 [0.941]
##
## Rule 7/107: (198.9/15.6, lift 20.2)
## PC5 <= -1.696486
## PC9 > 0.4882397
## PC10 <= 0.97816
## PC15 <= -3.075166
## PC45 > -14.63849
## PC59 <= 0.2982754
## -> class 1\|0 [0.917]
##
## Rule 7/108: (16.5/0.6, lift 20.1)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 <= -0.9051324
## PC26 <= 0.04895893
## PC56 <= 0.8670388
## PC68 > 1.656926
## -> class 1\|0 [0.913]
##
## Rule 7/109: (62.5/6.3, lift 19.6)
## PC1 > -0.1083464
## PC4 > -0.4178927
## PC15 > -3.075166
## PC34 <= -0.9896905
## PC82 <= 0.3765694
## PC91 <= 0.02376754
## -> class 1\|0 [0.887]
##
## Rule 7/110: (27.7/2.6, lift 19.4)
## PC1 > -0.4342794
## PC1 <= -0.1083464
## PC2 <= 2.433167
## PC15 > -3.075166
## PC52 <= -0.155084
## PC89 <= -0.1403926
## -> class 1\|0 [0.878]
##
## Rule 7/111: (6.7/0.3, lift 18.7)
## PC3 > 1.640775
## PC26 <= 0.04895893
## PC29 <= -0.4809628
## PC49 > 0.7913431
## -> class 1\|0 [0.849]
##
## Rule 7/112: (6.1/0.5, lift 18.0)
## PC1 > -0.4342794
## PC2 <= 2.433167
## PC6 <= -1.298882
## PC15 > -3.075166
## PC16 <= 4.645583
## PC28 <= -0.399829
## -> class 1\|0 [0.819]
##
## Rule 7/113: (75.7/1.1, lift 20.1)
## PC1 > -0.4342794
## PC14 <= -1.623508
## PC15 > -3.075166
## PC18 <= -0.4104447
## PC89 <= 0.5815402
## -> class 1\|1 [0.973]
##
## Rule 7/114: (32.4, lift 20.1)
## PC3 > 1.640775
## PC16 <= -0.9051324
## PC66 <= -0.5105769
## PC85 <= -0.06354888
## -> class 1\|1 [0.971]
##
## Rule 7/115: (149.7/4.3, lift 19.9)
## PC1 > -0.1083464
## PC1 <= 0.4300639
## PC9 > -0.3450414
## PC10 > -0.3454105
## PC15 > -3.075166
## PC16 <= 0.8839463
## PC27 > -0.1560484
## PC72 <= 0.1725964
## PC99 > -0.4664733
## -> class 1\|1 [0.965]
##
## Rule 7/116: (54/1.3, lift 19.8)
## PC1 > 13.49866
## PC6 <= -1.298882
## PC15 > -3.075166
## PC19 <= -0.6420646
## PC78 > -1.084699
## -> class 1\|1 [0.960]
##
## Rule 7/117: (48.4/1.1, lift 19.8)
## PC1 > -0.1083464
## PC4 <= -0.4178927
## PC34 <= -0.9896905
## PC82 <= 0.3765694
## PC91 <= 0.02376754
## -> class 1\|1 [0.959]
##
## Rule 7/118: (19.7/0.2, lift 19.6)
## PC1 > -0.4342794
## PC14 <= -1.623508
## PC91 <= -0.3661957
## -> class 1\|1 [0.947]
##
## Rule 7/119: (38/1.3, lift 19.5)
## PC1 > -0.1083464
## PC14 <= -1.623508
## PC15 > -3.075166
## PC30 > 0.3173436
## PC89 <= 0.5815402
## -> class 1\|1 [0.944]
##
## Rule 7/120: (13.7, lift 19.4)
## PC2 <= 2.433167
## PC5 <= -1.696486
## PC10 > 0.97816
## PC15 <= -3.075166
## -> class 1\|1 [0.936]
##
## Rule 7/121: (54.1/3.3, lift 19.1)
## PC1 > 0.4300639
## PC2 <= 2.433167
## PC15 <= 4.026697
## PC23 <= -2.076051
## PC34 > -0.9896905
## -> class 1\|1 [0.924]
##
## Rule 7/122: (15/0.3, lift 19.1)
## PC1 > 0.4300639
## PC3 > -0.4155948
## PC5 <= -5.417117
## PC15 > -3.075166
## PC80 > 0.5061225
## -> class 1\|1 [0.923]
##
## Rule 7/123: (34/2, lift 18.9)
## PC1 > -0.4342794
## PC6 <= -1.298882
## PC15 > -3.075166
## PC26 <= -1.336922
## PC28 > -0.399829
## PC44 > 0.800207
## PC78 > -1.084699
## -> class 1\|1 [0.916]
##
## Rule 7/124: (50.8/6.9, lift 17.6)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > -0.7726525
## PC16 > -0.9051324
## PC39 > 0.004992982
## -> class 1\|1 [0.851]
##
## Rule 7/125: (44.6/6.4, lift 17.4)
## PC1 > 13.49866
## PC6 <= -1.298882
## PC15 > -3.075166
## PC57 <= -0.6109267
## PC78 > -1.084699
## -> class 1\|1 [0.842]
##
## Rule 7/126: (9.8/1.1, lift 17.0)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC37 > 1.161991
## -> class 1\|1 [0.822]
##
## Rule 7/127: (22.4/3.5, lift 16.9)
## PC2 > 2.433167
## PC3 > 1.640775
## PC43 > 1.646423
## -> class 1\|1 [0.817]
##
## Rule 7/128: (28.2/5.2, lift 16.4)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > -0.7726525
## PC16 > -0.9051324
## PC36 > 0.1273043
## PC38 <= -0.00330259
## PC43 <= 1.646423
## -> class 1\|1 [0.793]
##
## Rule 7/129: (22.3/4.2, lift 16.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > -0.7726525
## PC97 > 2.102084
## -> class 1\|1 [0.786]
##
## Rule 7/130: (28.7/9.1, lift 13.8)
## PC5 <= -1.696486
## PC15 <= -3.075166
## PC59 > 0.2982754
## -> class 1\|1 [0.670]
##
## Rule 7/131: (65.3/25.1, lift 12.7)
## PC1 > 0.4300639
## PC2 <= 2.433167
## PC6 > -1.298882
## PC12 > 2.218522
## PC14 > -1.623508
## PC15 > -3.075166
## PC34 > -0.9896905
## -> class 1\|1 [0.613]
##
## Rule 7/132: (14/5.2, lift 12.6)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 > -0.7726525
## PC93 <= -0.9696231
## -> class 1\|1 [0.611]
##
## Rule 7/133: (47.9/19.2, lift 12.3)
## PC1 > 0.4300639
## PC2 <= 2.433167
## PC6 > -1.298882
## PC18 > 0.2115095
## PC34 > -0.9896905
## -> class 1\|1 [0.596]
##
## Rule 7/134: (35.3/19.5, lift 9.3)
## PC1 > -0.4342794
## PC1 <= -0.1083464
## PC2 <= 2.433167
## PC15 > -3.075166
## PC78 > 0.1864784
## PC89 > -0.1403926
## PC98 > -0.2103545
## -> class 1\|1 [0.450]
##
## Rule 7/135: (1041.8/668.5, lift 7.4)
## PC2 > 2.433167
## PC3 > 1.640775
## -> class 1\|1 [0.359]
##
## Rule 7/136: (150.4, lift 14.5)
## PC1 > 0.4300639
## PC2 <= 2.433167
## PC6 > -1.298882
## PC13 > -0.1286207
## PC18 <= 0.2115095
## PC34 > -0.9896905
## PC45 <= -0.4031202
## -> class 1\|2 [0.993]
##
## Rule 7/137: (149.7/0.3, lift 14.4)
## PC1 > 9.886424
## PC3 <= -0.4155948
## PC6 > -1.298882
## PC14 > -1.623508
## PC18 <= 0.2115095
## PC34 > -0.9896905
## -> class 1\|2 [0.991]
##
## Rule 7/138: (135.6/0.3, lift 14.4)
## PC1 > -0.4342794
## PC6 > -1.298882
## PC32 <= -4.945643
## -> class 1\|2 [0.990]
##
## Rule 7/139: (59.7, lift 14.3)
## PC1 > -0.1083464
## PC2 <= 2.433167
## PC3 > -0.4155948
## PC30 > -0.3692068
## PC83 <= -0.6203947
## -> class 1\|2 [0.984]
##
## Rule 7/140: (158.5/2.2, lift 14.3)
## PC1 > 0.4300639
## PC6 > -1.298882
## PC13 > -0.1286207
## PC15 > -3.075166
## PC18 <= 0.2115095
## PC90 > 0.4731984
## -> class 1\|2 [0.980]
##
## Rule 7/141: (43.7, lift 14.2)
## PC5 > 12.60087
## PC23 > -2.076051
## PC34 > -0.9896905
## -> class 1\|2 [0.978]
##
## Rule 7/142: (48.3/0.3, lift 14.2)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 > -0.9051324
## PC36 <= 0.1273043
## PC38 <= -0.00330259
## PC39 <= 0.004992982
## -> class 1\|2 [0.974]
##
## Rule 7/143: (19.5, lift 13.9)
## PC1 > -0.4342794
## PC2 <= 2.433167
## PC6 <= -1.298882
## PC15 > -3.075166
## PC78 <= -1.084699
## -> class 1\|2 [0.953]
##
## Rule 7/144: (213.5/13.2, lift 13.6)
## PC1 > 0.4300639
## PC2 <= 2.433167
## PC3 > -0.4155948
## PC5 > -5.417117
## PC12 <= 2.218522
## PC15 > -3.075166
## PC18 <= 0.2115095
## PC34 > -0.9896905
## PC80 > 0.5061225
## PC93 <= 0.7375258
## -> class 1\|2 [0.934]
##
## Rule 7/145: (13.1/0.2, lift 13.4)
## PC1 > -0.4342794
## PC6 > -1.298882
## PC13 > -0.1286207
## PC14 <= -1.054138
## PC15 > -3.075166
## PC30 > -0.3692068
## -> class 1\|2 [0.923]
##
## Rule 7/146: (13.6/0.3, lift 13.3)
## PC1 > -0.4342794
## PC14 <= -1.623508
## PC89 > 0.5815402
## -> class 1\|2 [0.916]
##
## Rule 7/147: (20.9/0.9, lift 13.3)
## PC1 > -0.4342794
## PC1 <= 0.4300639
## PC2 <= 2.433167
## PC6 > -1.298882
## PC11 > -0.8211476
## PC15 <= 4.026697
## PC16 > 0.8839463
## PC100 > 0.3201086
## -> class 1\|2 [0.916]
##
## Rule 7/148: (391.2/34.7, lift 13.2)
## PC1 > 0.4300639
## PC3 > -0.4155948
## PC12 <= 2.218522
## PC13 <= -0.1286207
## PC15 <= 4.026697
## PC17 <= 3.401942
## PC18 <= 0.2115095
## PC23 > -2.076051
## PC34 > -0.9896905
## PC71 <= 0.5455732
## PC79 <= 0.4550014
## PC80 <= 0.5061225
## -> class 1\|2 [0.909]
##
## Rule 7/149: (54.4/8.3, lift 12.1)
## PC1 > -0.4342794
## PC2 <= 2.433167
## PC5 > -1.696486
## PC15 <= -3.075166
## PC34 > 0.272749
## -> class 1\|2 [0.835]
##
## Rule 7/150: (4.1, lift 12.1)
## PC1 > -0.4342794
## PC14 <= -1.623508
## PC15 > -3.075166
## PC18 > -0.4104447
## PC26 <= -0.4542236
## -> class 1\|2 [0.835]
##
## Rule 7/151: (29.1/4.6, lift 11.9)
## PC1 > -0.4342794
## PC2 <= 2.433167
## PC14 > -1.623508
## PC15 > -3.075166
## PC34 <= -0.9896905
## PC82 > 0.3765694
## -> class 1\|2 [0.820]
##
## Rule 7/152: (290/91.5, lift 9.9)
## PC1 > 0.4300639
## PC3 > -0.4155948
## PC14 > -1.623508
## PC15 > -3.075166
## PC15 <= 4.026697
## PC18 <= 0.2115095
## PC30 <= -0.3692068
## PC34 > -0.9896905
## -> class 1\|2 [0.683]
##
## Rule 7/153: (503.7/211.1, lift 8.4)
## PC2 > 2.433167
## PC3 > 1.640775
## PC16 > -0.9051324
## -> class 1\|2 [0.581]
##
## Rule 7/154: (44.9, lift 13.7)
## PC1 > -0.1083464
## PC2 <= 2.433167
## PC12 <= 2.218522
## PC13 > -0.1286207
## PC30 <= -0.3692068
## PC34 > -0.9896905
## PC50 <= -0.4170532
## -> class 1\|3 [0.979]
##
## Rule 7/155: (244.9/5.4, lift 13.6)
## PC1 > -0.1083464
## PC1 <= 0.4300639
## PC6 > -1.298882
## PC11 > -0.8211476
## PC16 > 0.8839463
## PC100 <= 0.3201086
## -> class 1\|3 [0.974]
##
## Rule 7/156: (82.6/1.8, lift 13.5)
## PC1 > -0.4342794
## PC2 <= 2.433167
## PC6 > -1.298882
## PC12 <= 2.218522
## PC13 > -0.1286207
## PC15 > -3.075166
## PC32 > -4.945643
## PC45 > -0.4031202
## PC78 <= -0.5905315
## PC90 <= 0.4731984
## -> class 1\|3 [0.967]
##
## Rule 7/157: (231.4/7.4, lift 13.5)
## PC1 > -0.1083464
## PC15 > 4.026697
## PC56 > -0.484502
## -> class 1\|3 [0.964]
##
## Rule 7/158: (36.1/0.9, lift 13.3)
## PC1 > -0.4342794
## PC17 > 3.401942
## PC18 <= 0.2115095
## PC23 > -2.076051
## PC71 <= 0.5455732
## PC79 <= 0.4550014
## -> class 1\|3 [0.949]
##
## Rule 7/159: (361.4/20.2, lift 13.2)
## PC1 > 0.4300639
## PC2 <= 2.433167
## PC3 > -0.4155948
## PC5 <= 12.60087
## PC12 <= 2.218522
## PC13 > -0.1286207
## PC14 > -1.054138
## PC15 > -3.075166
## PC18 <= 0.2115095
## PC30 > -0.3692068
## PC32 > -4.945643
## PC34 > -0.9896905
## PC45 > -0.4031202
## PC80 <= 0.5061225
## PC83 > -0.6203947
## PC90 <= 0.4731984
## -> class 1\|3 [0.942]
##
## Rule 7/160: (108.5/7.5, lift 12.9)
## PC2 > 2.433167
## PC3 > 1.640775
## PC9 > -1.231238
## PC15 <= -0.7726525
## PC83 <= 0.06772247
## -> class 1\|3 [0.923]
##
## Rule 7/161: (140.6/14.7, lift 12.4)
## PC1 > 0.4300639
## PC2 <= 2.433167
## PC3 > -0.4155948
## PC12 <= 2.218522
## PC13 > -0.1286207
## PC18 <= 0.2115095
## PC23 > -2.076051
## PC37 > 0.2865156
## PC45 > -0.4031202
## PC80 <= 0.5061225
## -> class 1\|3 [0.890]
##
## Rule 7/162: (96.2/10, lift 12.4)
## PC2 > 2.433167
## PC3 > 1.640775
## PC15 <= -1.599951
## -> class 1\|3 [0.888]
##
## Rule 7/163: (55.8/10.6, lift 11.2)
## PC1 > -0.4342794
## PC2 <= 2.433167
## PC6 <= -1.298882
## PC16 > 4.645583
## -> class 1\|3 [0.799]
##
## Rule 7/164: (150.3/43.4, lift 9.9)
## PC1 > -0.4342794
## PC2 <= 2.433167
## PC13 <= -0.1286207
## PC14 > -1.623508
## PC15 > -3.075166
## PC71 > 0.5455732
## PC80 <= 0.5061225
## -> class 1\|3 [0.709]
##
## Rule 7/165: (19.5/7.8, lift 8.3)
## PC1 > -0.1083464
## PC6 > -1.298882
## PC14 > -1.623508
## PC15 > -3.075166
## PC34 <= -0.9896905
## PC82 <= 0.3765694
## PC91 > 0.02376754
## -> class 1\|3 [0.591]
##
## Rule 7/166: (837.9/376.3, lift 7.7)
## PC1 > -0.4342794
## PC1 <= -0.1083464
## PC2 <= 2.433167
## PC67 <= 0.08937011
## PC78 <= 0.1864784
## PC89 > -0.1403926
## PC95 <= 0.2128091
## PC98 > -0.2103545
## -> class 1\|3 [0.551]
##
## Rule 7/167: (323.7, lift 14.2)
## PC7 > 0.5297524
## PC16 <= 0.3932408
## PC19 <= -0.5922827
## PC21 > 0.8793962
## PC44 <= 1.582453
## PC61 > -1.042477
## PC88 > -0.1712499
## PC95 <= 0.34431
## -> class 2\|0 [0.997]
##
## Rule 7/168: (240.4/0.9, lift 14.1)
## PC8 > 1.277736
## PC19 <= -0.5922827
## PC20 <= 0.1367185
## PC28 <= -0.04640938
## PC40 > -1.133333
## PC61 > -1.042477
## -> class 2\|0 [0.992]
##
## Rule 7/169: (123, lift 14.1)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC11 > -0.9337804
## PC20 <= 0.1367185
## PC22 > -0.6267856
## PC50 > -0.9206259
## PC68 > 1.544758
## PC96 > -0.3144718
## -> class 2\|0 [0.992]
##
## Rule 7/170: (103.5, lift 14.1)
## PC8 > -0.2065834
## PC17 > -0.4645186
## PC19 <= -0.5922827
## PC20 <= 0.1367185
## PC28 > -0.04640938
## PC57 <= 1.001234
## PC94 <= -0.7874113
## -> class 2\|0 [0.991]
##
## Rule 7/171: (111.7/0.2, lift 14.1)
## PC8 > 1.277736
## PC19 <= -0.5922827
## PC20 <= 0.1367185
## PC40 > -1.133333
## PC41 <= -0.8915128
## PC61 > -1.042477
## PC88 > -0.1712499
## PC96 > -0.3144718
## -> class 2\|0 [0.990]
##
## Rule 7/172: (139.5/0.9, lift 14.0)
## PC2 <= -1.132581
## PC8 > 1.277736
## PC20 <= 0.1367185
## PC22 > -0.6267856
## PC30 <= -0.2541945
## PC61 > -1.042477
## -> class 2\|0 [0.986]
##
## Rule 7/173: (156.6/1.2, lift 14.0)
## PC7 > 1.784821
## PC8 > 1.277736
## PC11 > -0.9337804
## PC20 <= 0.1367185
## PC50 > -0.9206259
## PC96 > -0.3144718
## -> class 2\|0 [0.986]
##
## Rule 7/174: (76.3/0.2, lift 14.0)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC15 <= 1.497306
## PC20 <= 0.1367185
## PC21 <= 2.408413
## PC57 > 1.001234
## PC96 > -0.3144718
## -> class 2\|0 [0.985]
##
## Rule 7/175: (213.3/2.2, lift 14.0)
## PC8 > 1.277736
## PC11 > -0.9337804
## PC21 > 2.408413
## PC50 > -0.9206259
## PC96 > -0.3144718
## -> class 2\|0 [0.985]
##
## Rule 7/176: (81.6/0.5, lift 14.0)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC19 <= -0.5922827
## PC40 > -1.133333
## PC61 > -1.042477
## PC95 > 0.34431
## PC96 > -0.3144718
## -> class 2\|0 [0.983]
##
## Rule 7/177: (55.8/0.2, lift 13.9)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC20 <= 0.1367185
## PC50 > -0.9206259
## PC69 > 0.3827886
## PC96 > -0.3144718
## -> class 2\|0 [0.980]
##
## Rule 7/178: (48, lift 13.9)
## PC1 > -0.1083464
## PC1 <= 13.49866
## PC2 <= 2.433167
## PC6 <= -1.298882
## PC26 > -1.336922
## PC44 > 0.800207
## PC63 <= 0.01857104
## -> class 2\|0 [0.980]
##
## Rule 7/179: (78.8/1.1, lift 13.8)
## PC2 <= 2.433167
## PC8 > 1.277736
## PC11 > -0.9337804
## PC17 <= -0.4645186
## PC22 > -0.6267856
## PC50 > -0.9206259
## PC57 <= 1.001234
## PC61 > -1.042477
## PC96 > -0.3144718
## -> class 2\|0 [0.974]
##
## Rule 7/180: (215.2/6.6, lift 13.7)
## PC1 <= -0.4342794
## PC2 > -1.132581
## PC8 > 1.277736
## PC11 > -0.9337804
## PC17 > -0.8873017
## PC20 <= 0.1367185
## PC36 <= 0.3732723
## PC61 > -1.042477
## PC70 <= 0.07821473
## -> class 2\|0 [0.965]
##
## Rule 7/181: (145.6/4.4, lift 13.7)
## PC8 > 1.277736
## PC19 <= -1.648668
## PC20 <= 0.1367185
## PC50 > -0.9206259
## PC88 > -0.1712499
## PC96 > -0.07200172
## -> class 2\|0 [0.964]
##
## Rule 7/182: (16.9, lift 13.5)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC11 > -0.9337804
## PC19 <= -0.5922827
## PC21 <= 0.8793962
## PC59 <= -0.7466796
## -> class 2\|0 [0.947]
##
## Rule 7/183: (15.4, lift 13.4)
## PC1 > -0.4342794
## PC1 <= -0.1083464
## PC2 <= 2.433167
## PC15 > -3.075166
## PC57 > -0.3938038
## PC67 > 0.08937011
## PC78 <= 0.1864784
## PC89 > -0.1403926
## PC98 > -0.2103545
## -> class 2\|0 [0.943]
##
## Rule 7/184: (35/2.3, lift 12.9)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC17 > 0.456572
## PC20 <= 0.1367185
## PC40 > -1.133333
## PC61 > -1.042477
## PC96 > -0.3144718
## -> class 2\|0 [0.911]
##
## Rule 7/185: (28.2/1.7, lift 12.9)
## PC2 <= 2.433167
## PC8 > 1.277736
## PC8 <= 1.464226
## PC19 <= -0.5922827
## PC20 <= 0.1367185
## PC61 > -1.042477
## PC88 > -0.1712499
## PC96 > -0.3144718
## -> class 2\|0 [0.910]
##
## Rule 7/186: (258.6, lift 9.2)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC11 <= -0.9337804
## PC20 <= 0.1367185
## PC84 > -0.3865208
## PC96 > -0.3144718
## -> class 2\|1 [0.996]
##
## Rule 7/187: (191.3, lift 9.2)
## PC2 <= -1.132581
## PC7 <= 1.784821
## PC8 > 1.277736
## PC20 <= 0.1367185
## PC21 <= 2.408413
## PC22 <= -0.6267856
## PC40 > -1.133333
## PC69 <= 0.3827886
## PC96 > -0.3144718
## -> class 2\|1 [0.995]
##
## Rule 7/188: (104.2, lift 9.2)
## PC1 <= -0.4342794
## PC7 <= 1.784821
## PC8 > 1.277736
## PC20 <= 0.1367185
## PC21 <= 2.408413
## PC61 <= -1.042477
## PC69 <= 0.3827886
## -> class 2\|1 [0.991]
##
## Rule 7/189: (75.4, lift 9.1)
## PC2 <= 2.433167
## PC4 > -0.4804776
## PC8 > -0.2065834
## PC29 <= 0.1580438
## PC37 <= 1.161991
## PC94 > 0.9697731
## -> class 2\|1 [0.987]
##
## Rule 7/190: (64.3, lift 9.1)
## PC1 <= -0.4342794
## PC8 > -3.294549
## PC12 > 5.358043
## PC76 <= -0.08802302
## -> class 2\|1 [0.985]
##
## Rule 7/191: (68.1/0.2, lift 9.1)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC12 > -2.385609
## PC32 <= 1.077034
## PC35 <= -1.000107
## PC56 <= 0.6623823
## PC94 <= 0.9697731
## -> class 2\|1 [0.984]
##
## Rule 7/192: (212.2/2.7, lift 9.1)
## PC1 <= -0.4342794
## PC2 <= -1.132581
## PC8 > 1.277736
## PC19 > -1.648668
## PC20 <= 0.1367185
## PC21 <= 0.8793962
## PC28 > -0.04640938
## PC30 > -0.2541945
## PC40 > -1.133333
## PC41 > -0.8915128
## PC50 > -0.9206259
## PC95 <= 0.34431
## PC96 > -0.07200172
## -> class 2\|1 [0.983]
##
## Rule 7/193: (58.4, lift 9.1)
## PC2 <= -1.132581
## PC7 <= 0.5297524
## PC8 > 1.277736
## PC21 > 0.8793962
## PC68 <= 1.544758
## -> class 2\|1 [0.983]
##
## Rule 7/194: (292.3/4.4, lift 9.1)
## PC1 <= -0.4342794
## PC2 <= -1.132581
## PC7 <= 1.784821
## PC8 > 1.277736
## PC17 > -0.4645186
## PC19 > -0.5922827
## PC20 <= 0.1367185
## PC21 <= 2.408413
## PC30 > -0.2541945
## PC40 > -1.133333
## PC68 <= 1.544758
## PC69 <= 0.3827886
## -> class 2\|1 [0.982]
##
## Rule 7/195: (62.7/0.2, lift 9.1)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC12 > -2.385609
## PC29 <= 0.1580438
## PC45 <= -0.01453704
## PC56 > -0.3931739
## PC56 <= 0.6623823
## PC80 <= 0.3573652
## -> class 2\|1 [0.982]
##
## Rule 7/196: (52.5, lift 9.1)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC28 <= -0.2738551
## PC56 > 0.2843107
## -> class 2\|1 [0.982]
##
## Rule 7/197: (49/0.3, lift 9.0)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC12 > -2.385609
## PC33 <= -0.2839282
## PC56 > -0.3931739
## PC56 <= 0.6623823
## PC80 <= 0.3573652
## -> class 2\|1 [0.974]
##
## Rule 7/198: (36.5, lift 9.0)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC4 <= -0.4804776
## PC8 <= 1.277736
## PC37 <= 1.161991
## -> class 2\|1 [0.974]
##
## Rule 7/199: (32.5, lift 9.0)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC17 <= -0.8873017
## PC20 <= 0.1367185
## PC96 > -0.3144718
## -> class 2\|1 [0.971]
##
## Rule 7/200: (35.1/0.2, lift 9.0)
## PC1 <= -0.4342794
## PC2 > -1.132581
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC70 > 0.07821473
## -> class 2\|1 [0.969]
##
## Rule 7/201: (164.1/4.5, lift 8.9)
## PC2 <= -1.132581
## PC7 <= 1.784821
## PC8 > -0.2065834
## PC17 > -0.4645186
## PC20 <= 0.1367185
## PC21 <= 2.408413
## PC28 > -0.04640938
## PC30 > -0.2541945
## PC40 > -1.133333
## PC57 <= 1.001234
## PC61 > -1.042477
## PC88 <= -0.1712499
## PC95 <= 0.34431
## -> class 2\|1 [0.967]
##
## Rule 7/202: (77.9/1.7, lift 8.9)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC12 > -2.385609
## PC32 <= 0.2429903
## PC33 <= -0.1172817
## PC56 > -0.3931739
## PC80 <= 0.3573652
## PC88 <= 0.4188057
## -> class 2\|1 [0.966]
##
## Rule 7/203: (52.7/1.3, lift 8.8)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC29 <= 0.1580438
## PC34 > 0.7305247
## -> class 2\|1 [0.957]
##
## Rule 7/204: (65.2/2.2, lift 8.8)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC12 > -2.385609
## PC29 <= 0.1580438
## PC35 <= 1.15247
## PC56 <= 0.6623823
## PC80 <= 0.3573652
## PC94 > 0.4194938
## -> class 2\|1 [0.953]
##
## Rule 7/205: (190.5/9.5, lift 8.7)
## PC2 <= -1.132581
## PC8 > 1.464226
## PC17 <= 0.456572
## PC21 <= 0.8793962
## PC22 > -0.6267856
## PC30 > -0.2541945
## PC41 > -0.8915128
## PC57 <= 1.001234
## PC59 > -0.7466796
## PC94 > -0.7874113
## PC95 <= 0.34431
## PC96 > -0.3144718
## PC96 <= -0.07200172
## -> class 2\|1 [0.946]
##
## Rule 7/206: (61.6/2.6, lift 8.7)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC29 <= 0.1580438
## PC33 > -0.2839282
## PC46 > -0.2699843
## PC55 <= -0.5527254
## PC88 <= 0.4188057
## PC94 > -0.4489605
## -> class 2\|1 [0.944]
##
## Rule 7/207: (15.6, lift 8.7)
## PC1 <= -0.4342794
## PC2 > -4.600608
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC37 <= 1.161991
## PC54 > -0.1658456
## PC56 <= -0.3931739
## -> class 2\|1 [0.943]
##
## Rule 7/208: (38.3/1.5, lift 8.7)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC12 > -2.385609
## PC29 <= 0.1580438
## PC35 <= 1.15247
## PC46 <= -0.2699843
## PC56 > -0.3931739
## -> class 2\|1 [0.938]
##
## Rule 7/209: (85.9/5.4, lift 8.6)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC11 > -0.9337804
## PC20 <= 0.1367185
## PC40 <= -1.133333
## -> class 2\|1 [0.928]
##
## Rule 7/210: (44.1/2.4, lift 8.6)
## PC1 > -0.4342794
## PC2 <= 2.433167
## PC6 <= -1.298882
## PC15 > -3.075166
## PC26 > -1.336922
## PC44 > 0.800207
## PC63 > 0.01857104
## -> class 2\|1 [0.926]
##
## Rule 7/211: (111.6/7.6, lift 8.5)
## PC1 <= -0.4342794
## PC2 <= -1.132581
## PC8 > 1.277736
## PC16 > 0.3932408
## PC17 > -0.4645186
## PC17 <= 0.456572
## PC21 <= 2.408413
## PC57 <= 1.001234
## -> class 2\|1 [0.925]
##
## Rule 7/212: (59.4/3.8, lift 8.5)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC32 > 1.077034
## PC35 <= 1.15247
## PC37 <= 1.161991
## -> class 2\|1 [0.921]
##
## Rule 7/213: (181.7/13.5, lift 8.5)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC9 > -3.592107
## PC30 > 0.4228213
## -> class 2\|1 [0.921]
##
## Rule 7/214: (28/1.4, lift 8.5)
## PC2 <= -8.314324
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC63 > 0.0521405
## -> class 2\|1 [0.919]
##
## Rule 7/215: (28.1/1.7, lift 8.4)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC12 > -2.385609
## PC15 <= -0.6033562
## PC32 <= 0.2429903
## PC35 <= 1.15247
## PC80 <= 0.3573652
## PC94 > -0.4489605
## -> class 2\|1 [0.911]
##
## Rule 7/216: (8.7, lift 8.4)
## PC1 > -0.4342794
## PC1 <= -0.1083464
## PC2 <= 2.433167
## PC15 > -3.075166
## PC57 <= -0.3938038
## PC95 <= 0.2128091
## -> class 2\|1 [0.907]
##
## Rule 7/217: (10.1/0.2, lift 8.4)
## PC1 <= -0.4342794
## PC2 > -1.132581
## PC8 > 1.277736
## PC36 > 0.3732723
## -> class 2\|1 [0.905]
##
## Rule 7/218: (28.4/2.2, lift 8.3)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC16 <= 0.3932408
## PC21 <= 2.408413
## PC44 > 1.582453
## PC57 <= 1.001234
## -> class 2\|1 [0.895]
##
## Rule 7/219: (24.4/1.8, lift 8.3)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC15 > 1.497306
## PC57 > 1.001234
## -> class 2\|1 [0.894]
##
## Rule 7/220: (51.9/5.1, lift 8.2)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC12 > -2.385609
## PC29 <= 0.1580438
## PC32 <= 0.2429903
## PC70 > 0.2531751
## PC77 > -0.1299129
## PC80 <= 0.3573652
## PC94 <= 0.4194938
## -> class 2\|1 [0.886]
##
## Rule 7/221: (42.8/4.6, lift 8.1)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC12 > -2.385609
## PC32 <= 0.2429903
## PC80 <= 0.3573652
## PC88 > 0.4188057
## -> class 2\|1 [0.876]
##
## Rule 7/222: (55.2/7.2, lift 7.9)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC12 > -2.385609
## PC29 <= 0.1580438
## PC32 <= 0.2429903
## PC88 <= 0.4188057
## PC94 <= -0.4489605
## -> class 2\|1 [0.856]
##
## Rule 7/223: (6.6/0.6, lift 7.5)
## PC1 <= -0.4342794
## PC4 <= 0.08181693
## PC8 <= -0.2065834
## PC14 > 2.593071
## PC28 > 0.03815055
## -> class 2\|1 [0.813]
##
## Rule 7/224: (228.5/45, lift 7.4)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC10 <= 0.8101665
## PC20 > 0.1367185
## PC51 <= 0.4003935
## PC78 <= 0.6319782
## PC89 > -0.4797025
## -> class 2\|1 [0.800]
##
## Rule 7/225: (146.7/38.9, lift 6.8)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC20 <= 0.1367185
## PC96 <= -0.3144718
## -> class 2\|1 [0.732]
##
## Rule 7/226: (51.9/18.2, lift 6.0)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC12 <= 5.358043
## PC14 <= 2.593071
## PC33 <= -0.622637
## PC63 > 0.0521405
## -> class 2\|1 [0.644]
##
## Rule 7/227: (95.4, lift 10.8)
## PC2 <= 2.433167
## PC8 <= 1.277736
## PC12 > -2.385609
## PC15 > -0.6033562
## PC29 <= 0.1580438
## PC32 <= 1.077034
## PC34 <= 0.7305247
## PC46 > -0.2699843
## PC56 > -0.3931739
## PC70 > 0.2531751
## PC77 <= -0.1299129
## PC94 > -0.4489605
## -> class 2\|2 [0.990]
##
## Rule 7/228: (91, lift 10.8)
## PC1 <= -0.4342794
## PC4 <= 0.08181693
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC14 > 2.593071
## PC28 <= 0.03815055
## -> class 2\|2 [0.989]
##
## Rule 7/229: (125.9/0.8, lift 10.8)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC4 > -0.4804776
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC21 <= 2.361151
## PC28 > -0.1244157
## PC30 <= 0.4228213
## PC32 <= 1.077034
## PC35 > -1.000107
## PC37 <= 1.161991
## PC46 > -0.2699843
## PC56 > -0.3931739
## PC80 > 0.3573652
## PC94 <= 0.9697731
## -> class 2\|2 [0.986]
##
## Rule 7/230: (94.7/0.5, lift 10.8)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC21 <= 2.361151
## PC28 > -0.1244157
## PC30 <= 0.4228213
## PC35 <= 1.15247
## PC53 > -1.558367
## PC56 > 0.6623823
## PC94 <= 0.9697731
## -> class 2\|2 [0.985]
##
## Rule 7/231: (99.7/2.2, lift 10.6)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC14 > -1.550032
## PC30 > 0.1006785
## PC33 <= 0.2340388
## PC48 <= 0.7632582
## PC60 > -0.9822298
## PC62 > -0.471928
## PC63 <= 0.0521405
## PC79 > -0.03819948
## -> class 2\|2 [0.969]
##
## Rule 7/232: (26.1, lift 10.5)
## PC1 > -0.4342794
## PC1 <= 13.49866
## PC2 <= 2.433167
## PC6 <= -1.298882
## PC7 > 0.5275125
## PC16 <= 4.645583
## PC28 > -0.399829
## PC44 <= 0.800207
## -> class 2\|2 [0.964]
##
## Rule 7/233: (121.5/3.8, lift 10.5)
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC12 <= -2.385609
## PC21 <= 2.361151
## PC32 <= 1.077034
## PC56 > -0.3931739
## -> class 2\|2 [0.961]
##
## Rule 7/234: (112.9/3.6, lift 10.5)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC4 > -0.4804776
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC9 > -3.592107
## PC29 > 0.1580438
## PC30 <= 0.4228213
## PC35 <= 1.15247
## PC53 > -1.558367
## PC56 > -0.3931739
## -> class 2\|2 [0.960]
##
## Rule 7/235: (64.6/1.9, lift 10.4)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC10 > -0.4088586
## PC12 > -2.385609
## PC28 > -0.1244157
## PC32 > 0.2429903
## PC32 <= 1.077034
## PC33 > -0.2839282
## PC45 > -0.01453704
## PC94 <= 0.4194938
## -> class 2\|2 [0.956]
##
## Rule 7/236: (33.5/0.6, lift 10.4)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC22 <= -2.072907
## PC48 <= 0.7632582
## PC62 > -0.471928
## -> class 2\|2 [0.955]
##
## Rule 7/237: (27.7/0.8, lift 10.3)
## PC1 <= -0.4342794
## PC8 > -0.2065834
## PC11 <= -0.9337804
## PC20 <= 0.1367185
## PC84 <= -0.3865208
## -> class 2\|2 [0.940]
##
## Rule 7/238: (35.4/1.3, lift 10.2)
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC27 > -0.7057388
## PC44 > -0.7211635
## PC48 > 0.7632582
## PC62 > -0.471928
## PC63 <= 0.0521405
## -> class 2\|2 [0.938]
##
## Rule 7/239: (203.2/12.2, lift 10.2)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -2.050626
## PC8 <= -0.2065834
## PC19 > -3.666448
## PC44 <= -0.7211635
## PC60 <= 0.9271494
## PC63 <= 0.0521405
## -> class 2\|2 [0.936]
##
## Rule 7/240: (194.5/13.6, lift 10.1)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC10 > -0.4088586
## PC15 > -0.6033562
## PC28 > -0.1244157
## PC29 <= 0.1580438
## PC33 > -0.1172817
## PC34 <= 0.7305247
## PC45 > -0.01453704
## PC46 > -0.2699843
## PC55 > -0.5527254
## PC56 > -0.3931739
## PC70 <= 0.2531751
## PC88 <= 0.4188057
## PC94 > -0.4489605
## PC94 <= 0.4194938
## -> class 2\|2 [0.926]
##
## Rule 7/241: (11.3, lift 10.1)
## PC2 <= 2.433167
## PC14 <= 2.593071
## PC45 <= 0.297167
## PC50 <= -0.8933262
## PC63 > 0.0521405
## PC63 <= 0.1486803
## -> class 2\|2 [0.925]
##
## Rule 7/242: (11.2, lift 10.1)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC44 > -0.7211635
## PC62 > -0.471928
## PC63 <= 0.0521405
## PC80 <= -1.951839
## -> class 2\|2 [0.924]
##
## Rule 7/243: (18.9/0.6, lift 10.1)
## PC1 <= -0.4342794
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC62 > -0.471928
## PC62 <= -0.4679586
## -> class 2\|2 [0.923]
##
## Rule 7/244: (12.8/0.2, lift 10.1)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC10 <= 0.8101665
## PC20 > 0.1367185
## PC78 > 0.6319782
## PC89 > -0.4797025
## -> class 2\|2 [0.922]
##
## Rule 7/245: (161.8/13.3, lift 10.0)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC14 > -2.346009
## PC19 > -3.666448
## PC43 <= -0.1143931
## PC44 <= -0.7211635
## PC55 > 0.05161848
## PC63 <= 0.0521405
## PC73 <= 1.372479
## PC84 <= 1.96101
## -> class 2\|2 [0.913]
##
## Rule 7/246: (27.7/2.3, lift 9.7)
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC27 > -0.7057388
## PC44 > -0.7211635
## PC62 > -0.471928
## PC63 <= 0.0521405
## PC94 <= -1.041554
## -> class 2\|2 [0.890]
##
## Rule 7/247: (44.1/6.9, lift 9.0)
## PC1 <= -0.4342794
## PC2 <= -4.600608
## PC8 > -0.2065834
## PC8 <= 1.277736
## PC30 <= 0.4228213
## PC35 <= 1.15247
## PC43 <= 0.4163237
## PC54 > -0.1658456
## PC56 <= -0.3931739
## -> class 2\|2 [0.829]
##
## Rule 7/248: (43/6.9, lift 9.0)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC10 <= 0.8101665
## PC20 > 0.1367185
## PC51 > 0.4003935
## -> class 2\|2 [0.824]
##
## Rule 7/249: (23.4/3.8, lift 8.8)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC27 > -0.7057388
## PC44 > -0.7211635
## PC60 <= -0.9822298
## PC62 > -0.471928
## PC63 <= 0.0521405
## -> class 2\|2 [0.810]
##
## Rule 7/250: (13.1/2.2, lift 8.6)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC10 <= 0.8101665
## PC20 > 0.1367185
## PC89 <= -0.4797025
## -> class 2\|2 [0.792]
##
## Rule 7/251: (70.7/18.6, lift 8.0)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC12 <= 5.358043
## PC28 > -0.2738551
## PC36 > 0.09391297
## PC62 <= -0.471928
## PC80 > -0.4498366
## -> class 2\|2 [0.731]
##
## Rule 7/252: (9.6/2.2, lift 8.0)
## PC1 > -0.4342794
## PC1 <= 0.4300639
## PC2 <= 2.433167
## PC6 > -1.298882
## PC16 <= 0.8839463
## PC27 <= -0.1560484
## -> class 2\|2 [0.729]
##
## Rule 7/253: (51.8/15.3, lift 7.6)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC13 <= -0.1466323
## PC27 <= -0.2426738
## PC29 <= 0.368939
## PC30 <= 0.1006785
## PC62 > -0.471928
## -> class 2\|2 [0.697]
##
## Rule 7/254: (99.7/31.6, lift 7.4)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -0.2065834
## PC10 > 0.8101665
## PC20 > 0.1367185
## -> class 2\|2 [0.679]
##
## Rule 7/255: (781.5/312.4, lift 6.6)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC12 <= 5.358043
## PC28 > -0.2738551
## PC63 > 0.0521405
## -> class 2\|2 [0.600]
##
## Rule 7/256: (17.1/8.2, lift 5.7)
## PC1 <= -0.4342794
## PC8 > 1.277736
## PC20 <= 0.1367185
## PC50 <= -0.9206259
## -> class 2\|2 [0.522]
##
## Rule 7/257: (82.1, lift 8.4)
## PC8 <= -3.294549
## PC15 > 2.819387
## PC43 <= 1.458184
## -> class 2\|3 [0.988]
##
## Rule 7/258: (121.6/1.1, lift 8.3)
## PC2 <= 2.433167
## PC8 <= -3.294549
## PC17 <= 0.9555426
## PC43 <= 1.458184
## PC46 <= 0.4212933
## PC78 > -0.1304045
## PC82 > -0.05042823
## PC97 > -0.4860685
## -> class 2\|3 [0.983]
##
## Rule 7/259: (46.2, lift 8.3)
## PC2 <= 2.433167
## PC8 <= -0.2065834
## PC12 <= 5.358043
## PC14 <= -2.346009
## PC63 <= 0.0521405
## -> class 2\|3 [0.979]
##
## Rule 7/260: (113.6/1.8, lift 8.3)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC14 <= 2.593071
## PC27 > -0.7057388
## PC29 <= 0.368939
## PC33 > 0.2340388
## PC44 > -0.7211635
## PC48 <= 0.7632582
## PC60 > -0.9822298
## PC62 > -0.4679586
## PC63 <= 0.0521405
## -> class 2\|3 [0.975]
##
## Rule 7/261: (119.3/2.2, lift 8.2)
## PC1 <= -0.4342794
## PC8 <= -3.294549
## PC35 <= -1.334595
## PC43 <= 1.458184
## -> class 2\|3 [0.974]
##
## Rule 7/262: (31.5, lift 8.2)
## PC2 <= 2.433167
## PC8 <= -3.294549
## PC25 > 0.3361501
## PC51 > -0.09941576
## -> class 2\|3 [0.970]
##
## Rule 7/263: (27.4/0.5, lift 8.0)
## PC1 > -1.201801
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC63 > 0.1486803
## -> class 2\|3 [0.950]
##
## Rule 7/264: (106.4/9.3, lift 7.7)
## PC1 <= -0.4342794
## PC2 > -8.314324
## PC2 <= 2.433167
## PC6 <= 4.366119
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC45 <= 0.2463428
## PC50 > -0.8933262
## PC56 > -0.1938457
## PC63 > 0.0521405
## PC63 <= 0.1486803
## PC72 > -0.2319685
## PC76 > -0.3090629
## PC83 > -0.3884495
## -> class 2\|3 [0.905]
##
## Rule 7/265: (49.9/5.2, lift 7.5)
## PC1 <= -0.4342794
## PC2 > -8.314324
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC12 <= 5.358043
## PC28 > -0.2738551
## PC41 > -1.170958
## PC43 > 0.9473159
## PC63 > 0.0521405
## -> class 2\|3 [0.881]
##
## Rule 7/266: (5.6, lift 7.4)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC4 > 0.08181693
## PC14 > 2.593071
## -> class 2\|3 [0.868]
##
## Rule 7/267: (64/8.6, lift 7.2)
## PC1 <= -0.4342794
## PC2 > -8.314324
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC12 <= 5.358043
## PC14 <= 2.593071
## PC33 > -0.622637
## PC41 <= -1.170958
## PC45 <= 0.297167
## PC63 > 0.0521405
## -> class 2\|3 [0.854]
##
## Rule 7/268: (45.9/6, lift 7.2)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 <= -0.2065834
## PC27 > -0.6646481
## PC33 > -0.622637
## PC45 <= 0.297167
## PC63 > 0.0521405
## PC99 <= -1.251827
## -> class 2\|3 [0.854]
##
## Rule 7/269: (7.2/0.5, lift 7.1)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 <= -0.2065834
## PC27 <= -0.6646481
## PC41 > -1.170958
## PC63 > 0.0521405
## -> class 2\|3 [0.842]
##
## Rule 7/270: (12291.7/9937, lift 1.6)
## PC2 <= 2.433167
## -> class 2\|3 [0.192]
##
## Rule 7/271: (99.3/0.5, lift 22.2)
## PC1 > -0.4342794
## PC15 <= -3.075166
## PC34 <= 0.272749
## PC59 > -0.677929
## PC79 <= -0.4246424
## -> class 2\|4 [0.986]
##
## Rule 7/272: (101.5/1.2, lift 22.1)
## PC8 <= -3.294549
## PC17 <= 0.9555426
## PC25 <= 0.3361501
## PC46 <= 0.01763602
## PC49 <= 0.04230006
## PC51 > -0.09941576
## PC78 <= -0.1304045
## PC82 > -0.05042823
## PC85 > 0.1748962
## -> class 2\|4 [0.978]
##
## Rule 7/273: (118.9/2.7, lift 21.9)
## PC1 <= -0.4342794
## PC8 <= -3.294549
## PC43 > 1.458184
## PC68 <= 3.177751
## PC97 > -0.4860685
## -> class 2\|4 [0.970]
##
## Rule 7/274: (25.6, lift 21.7)
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC14 <= 2.593071
## PC27 <= -0.7057388
## PC29 > 0.3237171
## PC63 <= 0.0521405
## -> class 2\|4 [0.964]
##
## Rule 7/275: (42.1/0.6, lift 21.7)
## PC1 > -0.4342794
## PC5 > -1.696486
## PC15 <= -3.075166
## PC34 <= 0.272749
## PC57 > 0.1579273
## -> class 2\|4 [0.963]
##
## Rule 7/276: (43.5/0.9, lift 21.6)
## PC1 > -0.4342794
## PC5 > -1.696486
## PC15 <= -3.075166
## PC34 <= 0.272749
## PC63 <= 0.2007474
## -> class 2\|4 [0.958]
##
## Rule 7/277: (123.9/4.8, lift 21.5)
## PC1 <= -0.4342794
## PC8 <= -3.294549
## PC19 <= -2.306898
## PC24 <= 0.8717607
## PC46 <= 0.4212933
## PC85 <= 0.1748962
## PC97 > -0.4860685
## -> class 2\|4 [0.954]
##
## Rule 7/278: (87.1/3.2, lift 21.5)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC14 <= 2.593071
## PC17 > -0.4275591
## PC27 <= 0.4448215
## PC31 <= 0.6101871
## PC37 <= -0.1771972
## PC44 > -0.7211635
## PC62 <= -0.471928
## PC95 > 0.00919826
## -> class 2\|4 [0.953]
##
## Rule 7/279: (241.6/10.7, lift 21.5)
## PC1 <= -0.4342794
## PC8 <= -3.294549
## PC15 <= 2.819387
## PC25 <= 0.3361501
## PC35 > -1.334595
## PC46 <= 0.4212933
## PC51 > -0.09941576
## PC82 <= -0.05042823
## PC85 > 0.1748962
## PC86 > -0.3566357
## -> class 2\|4 [0.952]
##
## Rule 7/280: (21.5/0.5, lift 21.2)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC28 <= -0.1374937
## PC33 > -0.2883022
## PC44 > -0.7211635
## PC62 <= -0.471928
## PC63 <= 0.0521405
## -> class 2\|4 [0.938]
##
## Rule 7/281: (45.8/2.1, lift 21.1)
## PC1 > -0.4342794
## PC15 <= -3.075166
## PC34 <= 0.272749
## PC61 > 1.131182
## -> class 2\|4 [0.935]
##
## Rule 7/282: (11.7, lift 20.9)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 <= -0.2065834
## PC12 <= 5.358043
## PC22 > 1.28584
## PC27 > -0.7057388
## PC36 <= 0.09391297
## PC62 <= -0.471928
## PC63 <= 0.0521405
## -> class 2\|4 [0.927]
##
## Rule 7/283: (31.3/1.8, lift 20.6)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 <= -0.2065834
## PC10 <= -0.2031415
## PC36 <= 0.09391297
## PC62 <= -0.471928
## PC63 <= 0.0521405
## -> class 2\|4 [0.915]
##
## Rule 7/284: (6.1, lift 19.8)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 <= -0.2065834
## PC29 > 0.368939
## PC62 > -0.471928
## PC63 <= 0.0521405
## -> class 2\|4 [0.877]
##
## Rule 7/285: (193.2/23.1, lift 19.8)
## PC8 <= -3.294549
## PC14 <= -0.3603361
## PC17 <= 0.9555426
## PC46 <= 0.4212933
## PC85 > 0.1748962
## -> class 2\|4 [0.876]
##
## Rule 7/286: (4.8, lift 19.2)
## PC1 <= -0.4342794
## PC2 <= 2.433167
## PC8 > -3.294549
## PC8 <= -0.2065834
## PC14 <= 2.593071
## PC43 > -0.1143931
## PC44 <= -0.7211635
## -> class 2\|4 [0.852]
##
## Rule 7/287: (85.6/23.3, lift 16.3)
## PC1 <= -0.4342794
## PC8 <= -3.294549
## PC24 <= 0.2848677
## PC46 <= 0.4212933
## PC68 <= 3.177751
## PC89 > 0.3514739
## PC97 > -0.4860685
## -> class 2\|4 [0.722]
##
## Rule 7/288: (50.9/14.8, lift 15.8)
## PC1 > -0.4342794
## PC1 <= -0.1083464
## PC2 <= 2.433167
## PC52 > -0.155084
## PC89 <= -0.1403926
## -> class 2\|4 [0.701]
##
## Rule 7/289: (34.8/25.8, lift 6.1)
## PC2 <= 2.433167
## PC27 > -0.7057388
## PC44 <= -0.7211635
## PC84 > 1.96101
## -> class 2\|4 [0.272]
##
## Default class: 2\|3
##
## ----- Trial 8: -----
##
## Rules:
##
## Rule 8/1: (291.1/1.9, lift 16.4)
## PC1 > -0.7145799
## PC14 > -0.3742817
## PC17 <= 2.038688
## PC18 > 1.22673
## PC20 <= 5.246321
## PC21 <= 0.4253854
## PC30 > -1.59225
## PC31 > -0.2933291
## PC43 <= 0.948707
## PC51 <= 0.4502234
## PC54 <= 1.459367
## PC55 > -0.2833138
## PC64 > -0.7443317
## PC67 <= 0.08962691
## PC75 <= 0.09994237
## PC81 > -0.3606538
## PC87 <= 0.2708541
## PC93 <= 0.9043314
## PC97 <= 0.4175494
## PC99 > -0.5613389
## -> class 0\|0 [0.990]
##
## Rule 8/2: (81/0.1, lift 16.4)
## PC1 > -0.7145799
## PC13 <= 7.792017
## PC14 > -1.089845
## PC16 <= 0.8201458
## PC18 > 1.22673
## PC55 > -0.3916063
## PC62 <= -1.168722
## PC74 <= 2.463087
## -> class 0\|0 [0.987]
##
## Rule 8/3: (70.2/0.2, lift 16.3)
## PC1 > -0.7145799
## PC18 > 1.22673
## PC21 <= -0.9617703
## PC28 > -2.601815
## PC35 <= 0.5582652
## -> class 0\|0 [0.983]
##
## Rule 8/4: (56.1, lift 16.3)
## PC1 > -0.7145799
## PC14 > -0.4700126
## PC18 > 1.22673
## PC22 > 1.001408
## PC28 > -1.544848
## PC29 > -2.452841
## PC39 > -2.021073
## PC88 > -0.9625427
## PC97 <= 0.4175494
## -> class 0\|0 [0.983]
##
## Rule 8/5: (67.5/0.4, lift 16.3)
## PC1 > -0.7145799
## PC15 > -0.6846066
## PC16 <= 0.8201458
## PC18 > 1.22673
## PC28 > -1.544848
## PC35 <= 0.5582652
## PC45 <= 1.486699
## PC47 <= 1.7071
## PC50 > 0.2590541
## PC51 <= 0.4502234
## PC54 <= 1.459367
## PC62 > -1.168722
## PC97 <= 0.4175494
## -> class 0\|0 [0.980]
##
## Rule 8/6: (71.9/0.5, lift 16.3)
## PC2 > 2.734492
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC14 > -1.089845
## PC18 > 1.22673
## PC35 <= 0.5582652
## PC53 > 1.861015
## PC55 > -0.3916063
## -> class 0\|0 [0.980]
##
## Rule 8/7: (44.8, lift 16.2)
## PC1 > -0.7145799
## PC13 <= 7.792017
## PC16 <= 0.8201458
## PC18 > 1.22673
## PC41 <= 0.5107597
## PC47 <= -0.5993405
## PC97 > 0.4175494
## -> class 0\|0 [0.979]
##
## Rule 8/8: (42.6, lift 16.2)
## PC4 <= 10.39132
## PC18 > 6.276579
## PC28 > -2.601815
## -> class 0\|0 [0.978]
##
## Rule 8/9: (52.5/0.2, lift 16.2)
## PC1 > -0.7145799
## PC14 > -0.4700126
## PC18 > 1.22673
## PC30 <= -1.59225
## PC35 <= 0.5582652
## PC67 <= 0.08962691
## PC81 <= 0.6454574
## -> class 0\|0 [0.977]
##
## Rule 8/10: (52.1/0.2, lift 16.2)
## PC1 > -0.7145799
## PC18 > -0.1703712
## PC20 > 5.291643
## PC54 <= 1.459367
## PC55 > -0.3916063
## -> class 0\|0 [0.977]
##
## Rule 8/11: (151/2.8, lift 16.2)
## PC1 > -0.7145799
## PC13 <= 7.792017
## PC15 > -0.6846066
## PC18 > 1.22673
## PC29 <= 1.49068
## PC41 <= 0.5107597
## PC43 <= -1.190145
## PC52 <= 3.092808
## PC55 > -0.3916063
## -> class 0\|0 [0.975]
##
## Rule 8/12: (120.7/2.3, lift 16.1)
## PC13 <= 7.792017
## PC18 > 1.22673
## PC28 > -1.544848
## PC31 > -0.2933291
## PC45 <= 1.486699
## PC54 <= 1.459367
## PC61 > -1.007676
## PC67 <= 0.08962691
## PC81 > -0.3606538
## PC81 <= 0.6454574
## PC88 > -0.9625427
## PC97 <= 0.4175494
## PC100 <= -0.3275042
## -> class 0\|0 [0.973]
##
## Rule 8/13: (70.8/1.1, lift 16.1)
## PC14 > -0.4700126
## PC18 > 1.22673
## PC21 > -0.9617703
## PC28 <= -1.544848
## PC29 <= 1.49068
## PC51 <= 0.4502234
## PC55 > -0.3916063
## PC88 > -0.9625427
## PC97 <= 0.4175494
## -> class 0\|0 [0.971]
##
## Rule 8/14: (140.5/6.2, lift 15.7)
## PC1 > -0.7145799
## PC13 <= 7.792017
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC29 > 1.49068
## PC35 <= 0.5582652
## PC55 > -0.3916063
## -> class 0\|0 [0.949]
##
## Rule 8/15: (17.4, lift 15.7)
## PC2 > 2.734492
## PC3 > -1.694908
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC18 <= 1.22673
## PC90 <= -0.8940859
## -> class 0\|0 [0.948]
##
## Rule 8/16: (14.6/0.1, lift 15.5)
## PC1 <= -0.7145799
## PC2 > 2.734492
## PC4 <= 10.39132
## PC18 > 1.22673
## PC35 <= 0.5582652
## PC39 > -2.021073
## PC55 > -0.3916063
## PC74 <= 2.463087
## PC78 > 1.294823
## -> class 0\|0 [0.933]
##
## Rule 8/17: (55.2/3.1, lift 15.4)
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC14 > -1.089845
## PC15 > -0.6846066
## PC18 > 1.22673
## PC28 <= -2.601815
## PC35 <= 0.5582652
## PC55 > -0.3916063
## -> class 0\|0 [0.929]
##
## Rule 8/18: (26.5/5, lift 13.1)
## PC6 > -0.4778918
## PC13 > 7.792017
## PC18 > 3.666845
## -> class 0\|0 [0.789]
##
## Rule 8/19: (17.7/4, lift 12.4)
## PC1 > -0.4303757
## PC2 > -2.304361
## PC2 <= 2.734492
## PC10 <= -0.7514341
## PC76 <= -0.1787935
## PC82 > -0.3701884
## -> class 0\|0 [0.745]
##
## Rule 8/20: (633.7/223.8, lift 10.7)
## PC2 > 2.734492
## PC3 > -1.694908
## PC3 <= 1.640775
## PC18 > 0.7072623
## -> class 0\|0 [0.646]
##
## Rule 8/21: (335.7/164, lift 8.5)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC18 > -0.1703712
## PC32 > 0.8010892
## PC47 <= 1.7071
## -> class 0\|0 [0.511]
##
## Rule 8/22: (93.9, lift 12.7)
## PC2 > 2.734492
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC14 > -1.089845
## PC18 > 1.22673
## PC35 > 0.5582652
## -> class 0\|1 [0.990]
##
## Rule 8/23: (95/0.1, lift 12.6)
## PC2 > 2.734492
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC18 > 1.22673
## PC39 > -2.021073
## PC47 > 1.7071
## -> class 0\|1 [0.988]
##
## Rule 8/24: (79.2/0.1, lift 12.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC4 <= 10.39132
## PC18 > -0.1703712
## PC20 <= 5.291643
## PC28 > -1.544848
## PC29 <= 1.49068
## PC31 <= -0.2933291
## PC53 <= 1.861015
## PC86 <= 3.555881
## -> class 0\|1 [0.986]
##
## Rule 8/25: (61.2, lift 12.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC14 > -0.4700126
## PC18 > -0.1703712
## PC20 <= 5.291643
## PC22 <= 1.001408
## PC31 > -0.2933291
## PC41 <= 0.213558
## PC43 > -1.190145
## PC54 <= 1.459367
## PC81 > -0.3606538
## PC93 > 0.9043314
## PC100 > -0.3275042
## -> class 0\|1 [0.984]
##
## Rule 8/26: (51, lift 12.5)
## PC2 > 2.734492
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC18 > 1.22673
## PC29 > -2.452841
## PC29 <= 1.49068
## PC39 > -2.021073
## PC41 <= 0.213558
## PC43 > -1.190145
## PC74 <= 2.463087
## PC81 > 0.6454574
## -> class 0\|1 [0.981]
##
## Rule 8/27: (47.4, lift 12.5)
## PC1 > -0.7145799
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC51 <= 0.4502234
## PC55 <= -0.2833138
## PC62 > -1.168722
## PC75 <= 0.09994237
## -> class 0\|1 [0.980]
##
## Rule 8/28: (70.1/0.5, lift 12.5)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC18 > -0.1703712
## PC22 <= 1.001408
## PC28 > -1.544848
## PC29 > -2.452841
## PC29 <= 1.49068
## PC39 > -2.021073
## PC41 <= 0.213558
## PC43 > -1.190145
## PC50 <= 0.2590541
## PC61 > -1.007676
## PC67 > 0.08962691
## -> class 0\|1 [0.980]
##
## Rule 8/29: (66.5/0.5, lift 12.5)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC14 > -1.089845
## PC18 > -0.1703712
## PC20 <= 5.291643
## PC22 <= 1.001408
## PC35 <= 0.5582652
## PC50 <= 0.2590541
## PC55 > -0.3916063
## PC62 > -1.168722
## PC75 <= 0.09994237
## PC87 > 0.2708541
## -> class 0\|1 [0.978]
##
## Rule 8/30: (54.7/0.4, lift 12.5)
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC28 > -2.601815
## PC29 <= 1.49068
## PC43 > -1.190145
## PC62 > -1.168722
## PC86 <= 3.555881
## PC88 <= -0.9625427
## -> class 0\|1 [0.976]
##
## Rule 8/31: (55.1/0.5, lift 12.5)
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC28 > -1.394298
## PC48 <= 0.7819198
## PC57 > 0.2684259
## PC78 > 2.770494
## -> class 0\|1 [0.974]
##
## Rule 8/32: (97.3/1.5, lift 12.5)
## PC1 > -0.7145799
## PC13 <= 7.792017
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC28 > -2.601815
## PC29 <= 1.49068
## PC41 <= 0.213558
## PC43 > -1.190145
## PC47 > -0.5993405
## PC53 <= 1.861015
## PC62 > -1.168722
## PC97 > 0.4175494
## -> class 0\|1 [0.974]
##
## Rule 8/33: (69.8/1, lift 12.4)
## PC2 > 2.734492
## PC3 > -1.694908
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC18 <= 1.22673
## PC21 <= -0.315472
## PC90 > -0.8940859
## -> class 0\|1 [0.973]
##
## Rule 8/34: (33.3, lift 12.4)
## PC2 > 2.734492
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC18 > 1.22673
## PC20 <= 5.291643
## PC21 > -0.9617703
## PC22 <= 1.001408
## PC29 <= 1.49068
## PC39 > -2.021073
## PC43 > 0.948707
## PC81 > -0.3606538
## PC86 <= 3.555881
## -> class 0\|1 [0.972]
##
## Rule 8/35: (33.4, lift 12.4)
## PC1 > -0.7145799
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC18 > -0.1703712
## PC39 > -2.021073
## PC43 > -1.190145
## PC45 > 1.486699
## -> class 0\|1 [0.972]
##
## Rule 8/36: (131.3/3, lift 12.4)
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC32 <= 0.8010892
## PC39 > -2.021073
## PC55 <= -0.3916063
## PC98 <= 1.156107
## -> class 0\|1 [0.970]
##
## Rule 8/37: (29.1, lift 12.4)
## PC1 > -0.7145799
## PC14 <= -0.4700126
## PC18 > 1.22673
## PC28 > -2.601815
## PC29 <= 1.49068
## PC43 > -1.190145
## -> class 0\|1 [0.968]
##
## Rule 8/38: (31.6/0.1, lift 12.4)
## PC6 <= -0.4778918
## PC13 > 7.792017
## PC18 > 3.666845
## PC97 > -0.952373
## -> class 0\|1 [0.967]
##
## Rule 8/39: (43.9/0.6, lift 12.3)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC16 > 0.8201458
## PC18 > -0.1703712
## PC47 <= 1.7071
## PC55 > -0.3916063
## PC74 <= 2.463087
## PC86 <= 3.555881
## -> class 0\|1 [0.965]
##
## Rule 8/40: (98.3/2.6, lift 12.3)
## PC2 > 2.734492
## PC3 > -1.694908
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC18 <= 0.7072623
## PC90 > -0.8940859
## -> class 0\|1 [0.964]
##
## Rule 8/41: (24.8, lift 12.3)
## PC1 > -0.7145799
## PC18 > -0.1703712
## PC28 > -1.544848
## PC29 <= -2.452841
## PC43 > -1.190145
## -> class 0\|1 [0.963]
##
## Rule 8/42: (19.3, lift 12.2)
## PC1 > -0.7145799
## PC3 <= 1.640775
## PC14 > -1.089845
## PC17 > 2.038688
## PC18 > -0.1703712
## PC21 <= 0.4791392
## PC29 <= 1.49068
## PC31 > -0.2933291
## PC50 <= 0.2590541
## PC75 <= 0.09994237
## PC97 <= 0.4175494
## -> class 0\|1 [0.953]
##
## Rule 8/43: (126.7/5.3, lift 12.2)
## PC13 <= 7.792017
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC22 <= 1.001408
## PC28 > -1.544848
## PC29 <= 1.49068
## PC43 > -1.190145
## PC50 <= 0.2590541
## PC62 > -1.168722
## PC81 <= -0.3606538
## PC86 <= 3.555881
## -> class 0\|1 [0.951]
##
## Rule 8/44: (154.6/7, lift 12.1)
## PC2 > 2.734492
## PC3 <= -1.694908
## PC4 <= 10.39132
## PC9 > -0.7972175
## PC13 <= 7.792017
## PC18 > -0.1703712
## PC18 <= 1.22673
## PC24 <= 1.30816
## PC34 > -0.8128214
## PC39 > -2.021073
## PC79 <= 0.5536416
## PC80 <= 0.5508074
## PC90 > -1.623404
## -> class 0\|1 [0.949]
##
## Rule 8/45: (16.9, lift 12.1)
## PC14 > -1.089845
## PC15 <= -0.6846066
## PC18 > 1.22673
## PC39 > -2.021073
## PC55 > -0.3916063
## -> class 0\|1 [0.947]
##
## Rule 8/46: (14.7, lift 12.0)
## PC10 <= -1.171714
## PC18 > -1.91947
## PC50 <= -1.789122
## -> class 0\|1 [0.940]
##
## Rule 8/47: (14.5, lift 12.0)
## PC13 <= 7.792017
## PC21 <= 0.4791392
## PC43 <= -1.190145
## PC47 <= 1.7071
## PC52 > 3.092808
## -> class 0\|1 [0.939]
##
## Rule 8/48: (118.7/6.5, lift 12.0)
## PC1 > -0.7145799
## PC2 > 2.734492
## PC13 <= 7.792017
## PC18 > 1.22673
## PC20 <= 5.291643
## PC21 <= 0.4791392
## PC22 <= 1.001408
## PC29 <= 1.49068
## PC30 > -1.59225
## PC43 > -1.190145
## PC54 <= 1.459367
## PC75 > 0.09994237
## PC93 > -0.4382214
## PC100 > -0.3275042
## -> class 0\|1 [0.938]
##
## Rule 8/49: (11.3, lift 11.8)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC21 > 0.4253854
## PC21 <= 0.4791392
## PC29 <= 1.49068
## PC75 <= 0.09994237
## PC97 <= 0.4175494
## -> class 0\|1 [0.925]
##
## Rule 8/50: (9.9, lift 11.7)
## PC2 > 2.734492
## PC4 <= 10.39132
## PC13 <= 7.792017
## PC18 > 1.22673
## PC41 > 0.5107597
## -> class 0\|1 [0.916]
##
## Rule 8/51: (10.6/0.1, lift 11.7)
## PC4 > -8.287465
## PC10 <= -1.171714
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC95 > 0.6273936
## -> class 0\|1 [0.911]
##
## Rule 8/52: (9.8/0.1, lift 11.6)
## PC18 > -0.1703712
## PC20 > 5.246321
## PC20 <= 5.291643
## PC29 <= 1.49068
## -> class 0\|1 [0.905]
##
## Rule 8/53: (93/9, lift 11.4)
## PC13 <= 7.792017
## PC14 > -1.089845
## PC18 > 1.22673
## PC21 > -0.9617703
## PC29 <= 1.49068
## PC39 > -2.021073
## PC41 <= 0.213558
## PC51 > 0.4502234
## PC53 <= 1.861015
## PC62 > -1.168722
## PC97 <= 0.4175494
## -> class 0\|1 [0.894]
##
## Rule 8/54: (114.6/11.6, lift 11.4)
## PC2 > 2.734492
## PC3 <= -1.694908
## PC4 <= 10.39132
## PC9 > -0.7972175
## PC13 <= 7.792017
## PC18 > -0.1703712
## PC18 <= 1.22673
## PC79 <= 0.5536416
## PC88 > 0.1365385
## PC90 > -1.623404
## -> class 0\|1 [0.892]
##
## Rule 8/55: (289.1/32.1, lift 11.3)
## PC1 <= -0.7145799
## PC2 > 2.734492
## PC13 <= 7.792017
## PC14 > -1.089845
## PC18 > 1.22673
## PC18 <= 6.276579
## PC25 > -1.052984
## PC28 > -2.601815
## PC39 > -2.021073
## PC53 <= 1.861015
## PC55 > -0.3916063
## PC78 <= 1.294823
## -> class 0\|1 [0.886]
##
## Rule 8/56: (137.7/15.7, lift 11.3)
## PC2 > 2.734492
## PC3 <= -1.694908
## PC4 <= 10.39132
## PC9 > -0.7972175
## PC13 <= 7.792017
## PC18 > -0.1703712
## PC18 <= 1.22673
## PC24 <= 1.30816
## PC71 <= 0.03204425
## PC79 <= 0.5536416
## PC80 <= 0.5508074
## -> class 0\|1 [0.880]
##
## Rule 8/57: (42.9/5, lift 11.1)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 > -2.487245
## PC18 <= -0.1703712
## PC43 <= -1.939943
## PC78 <= 2.770494
## -> class 0\|1 [0.866]
##
## Rule 8/58: (21.3/3.8, lift 10.2)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC9 > 0.7720632
## PC18 > -1.91947
## -> class 0\|1 [0.794]
##
## Rule 8/59: (26.6/5.5, lift 9.9)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC6 <= -1.188816
## PC18 <= -0.1703712
## PC43 <= -1.939943
## -> class 0\|1 [0.773]
##
## Rule 8/60: (51.2/11.8, lift 9.7)
## PC6 <= 0.2039702
## PC10 <= -1.171714
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC41 > 0.2614727
## PC96 > -2.371032
## -> class 0\|1 [0.760]
##
## Rule 8/61: (23.3/5.2, lift 9.7)
## PC4 > -8.287465
## PC10 <= -1.171714
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC41 <= 0.2614727
## PC78 > 0.601634
## -> class 0\|1 [0.755]
##
## Rule 8/62: (83.5/0.7, lift 10.1)
## PC4 > 10.39132
## PC18 > -0.1703712
## PC50 > -4.432207
## -> class 0\|2 [0.980]
##
## Rule 8/63: (45.1, lift 10.1)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC24 > -4.85367
## PC32 > -1.390543
## PC36 <= 1.091125
## PC37 <= -0.7529431
## PC75 <= 0.4729535
## PC82 <= 0.1928724
## -> class 0\|2 [0.979]
##
## Rule 8/64: (34.4, lift 10.0)
## PC2 > 2.734492
## PC8 <= 0.08366414
## PC32 > 2.256713
## PC43 > -1.939943
## PC72 > -0.7089372
## -> class 0\|2 [0.973]
##
## Rule 8/65: (33.5, lift 10.0)
## PC4 > 9.177967
## PC18 <= -1.91947
## PC54 <= 3.061138
## -> class 0\|2 [0.972]
##
## Rule 8/66: (54.4/0.8, lift 9.9)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC7 > -0.7460212
## PC17 > -3.36187
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC24 <= -1.621387
## -> class 0\|2 [0.968]
##
## Rule 8/67: (119.2/4.5, lift 9.8)
## PC3 <= -3.749563
## PC13 > 7.792017
## PC18 > -0.1703712
## PC18 <= 3.666845
## PC36 <= 1.476349
## PC80 > -4.649399
## -> class 0\|2 [0.954]
##
## Rule 8/68: (26.2/0.4, lift 9.8)
## PC2 > 2.734492
## PC10 > -1.171714
## PC17 > -3.36187
## PC18 > -1.91947
## PC24 > -1.621387
## PC31 > 0.03873175
## PC44 <= 0.5920321
## PC65 <= 1.794594
## PC69 <= 1.005213
## PC78 <= 0.9711549
## PC88 > 1.972005
## -> class 0\|2 [0.952]
##
## Rule 8/69: (23.4/0.6, lift 9.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC43 > -1.939943
## PC54 <= 3.061138
## PC78 <= 2.770494
## PC96 <= -2.371032
## PC99 > -2.727979
## -> class 0\|2 [0.937]
##
## Rule 8/70: (8.6, lift 9.3)
## PC18 > -0.1703712
## PC18 <= 1.22673
## PC24 <= 1.30816
## PC28 > 3.18423
## PC39 > -2.021073
## PC71 > 0.03204425
## -> class 0\|2 [0.906]
##
## Rule 8/71: (35.6/5, lift 8.6)
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC48 <= 0.7819198
## PC57 <= 0.2684259
## PC78 > 2.770494
## -> class 0\|2 [0.839]
##
## Rule 8/72: (7469.6/5536.1, lift 2.7)
## PC2 > 2.734492
## -> class 0\|2 [0.259]
##
## Rule 8/73: (182/0.1, lift 10.8)
## PC4 > -8.287465
## PC8 <= 0.08366414
## PC10 > -0.8002695
## PC17 <= 0.63545
## PC18 <= -1.91947
## PC20 <= 3.201354
## PC32 > -1.390543
## PC39 > -0.8660419
## PC57 <= 1.492087
## PC60 > -0.6686098
## PC63 > -1.066857
## PC68 <= 0.3270253
## PC70 <= 0.5325122
## -> class 0\|3 [0.994]
##
## Rule 8/74: (158.8, lift 10.8)
## PC4 > -8.287465
## PC4 <= 9.177967
## PC8 <= 0.08366414
## PC18 <= -1.91947
## PC32 > -1.390543
## PC36 <= 1.091125
## PC68 <= 0.3270253
## PC70 > 0.6217172
## PC71 <= 0.5786112
## PC74 <= 1.682982
## PC78 <= 2.770494
## -> class 0\|3 [0.994]
##
## Rule 8/75: (96.7, lift 10.8)
## PC3 <= 1.640775
## PC4 > -8.287465
## PC4 <= 9.177967
## PC8 <= 0.08366414
## PC9 <= 0.6433303
## PC18 <= -1.91947
## PC26 <= 1.461118
## PC32 > -1.390543
## PC43 > -1.939943
## PC62 <= 1.349605
## PC72 <= -0.7089372
## -> class 0\|3 [0.990]
##
## Rule 8/76: (101.4, lift 10.8)
## PC2 > 2.734492
## PC4 <= 9.177967
## PC9 <= 0.6433303
## PC18 <= -1.91947
## PC26 <= 1.461118
## PC32 > -1.390543
## PC32 <= 2.256713
## PC36 <= 1.091125
## PC43 > 0.8778328
## -> class 0\|3 [0.990]
##
## Rule 8/77: (85.5, lift 10.7)
## PC3 <= 1.640775
## PC17 <= 0.63545
## PC18 <= -1.91947
## PC36 <= 1.091125
## PC63 <= -0.1770633
## PC68 <= -0.3763688
## PC75 <= 0.4729535
## -> class 0\|3 [0.989]
##
## Rule 8/78: (190.1/2.1, lift 10.7)
## PC3 <= 1.640775
## PC4 <= 9.177967
## PC9 <= 0.6433303
## PC17 <= 0.63545
## PC18 <= -1.91947
## PC20 <= 7.400819
## PC26 <= 1.461118
## PC49 <= 1.128817
## PC75 > 0.4729535
## PC82 > -3.534764
## -> class 0\|3 [0.984]
##
## Rule 8/79: (64.6/0.1, lift 10.7)
## PC2 > 2.734492
## PC7 > -0.7460212
## PC10 > -1.171714
## PC17 <= -3.36187
## PC18 > -1.91947
## PC65 <= 1.794594
## PC96 > -2.371032
## -> class 0\|3 [0.983]
##
## Rule 8/80: (133.8/1.6, lift 10.7)
## PC3 <= 1.640775
## PC4 > -8.287465
## PC8 <= 0.08366414
## PC17 <= 0.63545
## PC18 <= -1.91947
## PC20 <= 7.400819
## PC26 <= 1.461118
## PC32 > -1.390543
## PC36 <= 1.091125
## PC39 > -0.8660419
## PC54 <= 1.583916
## PC57 <= 1.492087
## PC60 > -0.6686098
## PC71 <= 0.5786112
## PC75 <= 0.4729535
## PC82 > 0.1928724
## -> class 0\|3 [0.981]
##
## Rule 8/81: (208.8/4, lift 10.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC9 <= 0.1920004
## PC10 > -1.171714
## PC10 <= 5.135392
## PC18 <= -0.1703712
## PC24 > -1.621387
## PC31 > 0.03873175
## PC44 <= 0.5920321
## PC69 <= 1.005213
## PC88 <= 1.972005
## -> class 0\|3 [0.976]
##
## Rule 8/82: (38.2, lift 10.6)
## PC13 > 7.792017
## PC36 > 1.476349
## -> class 0\|3 [0.975]
##
## Rule 8/83: (50.2/0.4, lift 10.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC43 > -1.939943
## PC49 > 1.329205
## PC99 > -2.727979
## -> class 0\|3 [0.974]
##
## Rule 8/84: (34.8, lift 10.6)
## PC2 > 2.734492
## PC80 <= -4.649399
## -> class 0\|3 [0.973]
##
## Rule 8/85: (37.7/0.1, lift 10.6)
## PC3 > -3.749563
## PC13 > 7.792017
## PC18 <= 3.666845
## PC24 > 1.956948
## -> class 0\|3 [0.972]
##
## Rule 8/86: (36.2/0.1, lift 10.5)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC78 <= 2.770494
## PC99 <= -2.727979
## -> class 0\|3 [0.971]
##
## Rule 8/87: (165.5/3.8, lift 10.6)
## PC4 <= 9.177967
## PC8 <= 0.08366414
## PC9 <= 0.6433303
## PC18 <= -1.91947
## PC39 <= -0.8660419
## PC43 > -1.939943
## PC62 <= 1.349605
## PC78 <= 2.770494
## -> class 0\|3 [0.971]
##
## Rule 8/88: (27.4, lift 10.5)
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC24 > -1.621387
## PC43 > -1.939943
## PC77 > -0.274014
## PC81 > 1.95845
## -> class 0\|3 [0.966]
##
## Rule 8/89: (57.8/1.4, lift 10.4)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC54 > 3.061138
## -> class 0\|3 [0.960]
##
## Rule 8/90: (83/2.6, lift 10.4)
## PC3 <= 1.640775
## PC7 > -0.7460212
## PC10 > -1.171714
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC24 > -1.621387
## PC65 <= 1.794594
## PC69 > 1.005213
## PC78 <= 0.9711549
## PC96 > -2.371032
## -> class 0\|3 [0.958]
##
## Rule 8/91: (18.3, lift 10.3)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC24 > -1.621387
## PC47 > 2.470127
## PC78 <= 2.770494
## -> class 0\|3 [0.951]
##
## Rule 8/92: (54.7/2.1, lift 10.3)
## PC2 > 2.734492
## PC10 > -1.171714
## PC10 <= 5.135392
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC42 > 2.483642
## PC96 > -2.371032
## -> class 0\|3 [0.946]
##
## Rule 8/93: (68.1/3.4, lift 10.2)
## PC7 > -0.7460212
## PC10 > 5.135392
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC24 > -1.621387
## PC43 > -1.939943
## PC65 <= 1.794594
## -> class 0\|3 [0.938]
##
## Rule 8/94: (11.2, lift 10.0)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC50 <= -4.432207
## -> class 0\|3 [0.924]
##
## Rule 8/95: (10.9, lift 10.0)
## PC2 > 2.734492
## PC8 > 0.08366414
## PC18 <= -1.91947
## PC60 > 0.3598216
## PC62 <= 1.349605
## PC78 <= 2.770494
## PC82 > -3.534764
## -> class 0\|3 [0.922]
##
## Rule 8/96: (530.2/41.6, lift 10.0)
## PC4 > -8.287465
## PC4 <= 9.177967
## PC5 > -0.5128501
## PC8 <= 0.08366414
## PC17 <= -0.9372635
## PC18 <= -1.91947
## PC23 <= 1.133794
## PC26 <= 1.461118
## PC32 > -1.390543
## PC36 <= 1.091125
## PC37 > -0.7529431
## PC38 <= 1.42913
## PC57 <= 1.492087
## PC63 > -1.066857
## PC63 <= 1.16783
## PC65 <= 0.8970562
## PC68 > -0.3763688
## PC68 <= 0.3270253
## PC70 <= 0.5325122
## PC71 <= 0.5786112
## PC97 <= 0.6158265
## -> class 0\|3 [0.920]
##
## Rule 8/97: (62.8/6.3, lift 9.6)
## PC3 <= 1.640775
## PC4 > -8.287465
## PC4 <= -3.906281
## PC7 > -0.7460212
## PC10 > -1.171714
## PC10 <= 5.135392
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC77 <= -0.274014
## PC78 <= 0.9711549
## -> class 0\|3 [0.887]
##
## Rule 8/98: (11.8/1.9, lift 8.6)
## PC10 <= -1.171714
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC25 <= -1.024515
## PC43 > -1.939943
## PC65 > 0.1390964
## PC78 <= 0.601634
## PC95 <= 0.6273936
## -> class 0\|3 [0.791]
##
## Rule 8/99: (16.3/3.4, lift 8.2)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC8 > 0.08366414
## PC19 > 0.3424661
## PC24 > -4.85367
## PC62 <= 1.349605
## -> class 0\|3 [0.758]
##
## Rule 8/100: (11.1/2.4, lift 8.1)
## PC2 > 2.734492
## PC12 > 1.926022
## PC13 <= 7.792017
## PC18 > -0.1703712
## PC18 <= 1.22673
## -> class 0\|3 [0.743]
##
## Rule 8/101: (5.8/1.1, lift 8.0)
## PC13 > 7.792017
## PC18 <= 3.666845
## PC97 <= -3.135144
## -> class 0\|3 [0.732]
##
## Rule 8/102: (25.5/6.7, lift 7.8)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC4 <= 10.39132
## PC18 > -0.1703712
## PC86 > 3.555881
## -> class 0\|3 [0.720]
##
## Rule 8/103: (125.2/39.4, lift 7.4)
## PC18 <= -0.1703712
## PC57 <= -2.715841
## -> class 0\|3 [0.683]
##
## Rule 8/104: (21.7/6.9, lift 7.2)
## PC2 > 2.734492
## PC4 > -8.287465
## PC9 <= 0.7720632
## PC10 <= -1.171714
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC41 <= 0.2614727
## PC65 > 0.1390964
## PC71 > 0.1270317
## PC78 <= 0.601634
## PC95 <= 0.6273936
## -> class 0\|3 [0.666]
##
## Rule 8/105: (22.9/9.5, lift 6.3)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC6 > 0.2039702
## PC18 <= -0.1703712
## -> class 0\|3 [0.576]
##
## Rule 8/106: (154.2, lift 19.0)
## PC1 > -0.4303757
## PC10 > -0.7514341
## PC16 <= -1.00508
## PC35 > 0.8053485
## PC69 <= -0.5836473
## -> class 1\|0 [0.994]
##
## Rule 8/107: (92.7, lift 18.9)
## PC3 > 0.1229528
## PC14 <= -1.848832
## PC16 > -1.00508
## PC97 <= 0.3905083
## -> class 1\|0 [0.989]
##
## Rule 8/108: (81.1, lift 18.9)
## PC1 > -0.4303757
## PC10 <= 1.023987
## PC12 > 4.27602
## -> class 1\|0 [0.988]
##
## Rule 8/109: (82.1/0.1, lift 18.9)
## PC1 > -0.4303757
## PC10 <= 1.023987
## PC16 <= -1.00508
## PC19 > 2.689934
## PC21 <= 0.8654527
## -> class 1\|0 [0.987]
##
## Rule 8/110: (276.1/3.8, lift 18.8)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC5 <= 12.1829
## PC10 <= 1.023987
## PC11 <= 1.611415
## PC16 <= -1.00508
## PC52 > -1.105513
## PC62 <= -0.2566516
## PC98 <= 0.1338221
## -> class 1\|0 [0.983]
##
## Rule 8/111: (144.6/2, lift 18.7)
## PC1 > 9.363908
## PC3 <= 0.1229528
## PC16 > -1.00508
## PC19 > -0.1403199
## PC68 <= 1.082112
## -> class 1\|0 [0.979]
##
## Rule 8/112: (25.7, lift 18.4)
## PC2 <= 2.734492
## PC10 > -0.7514341
## PC10 <= 1.023987
## PC16 <= -1.00508
## PC42 <= -2.549539
## -> class 1\|0 [0.964]
##
## Rule 8/113: (219.5/7.8, lift 18.4)
## PC2 > 2.734492
## PC3 > 1.640775
## PC8 > -3.532676
## PC8 <= 1.683612
## PC15 > 1.041005
## PC22 > 0.1221173
## PC47 > -0.2840592
## PC65 > -0.05166954
## PC86 <= 0.5923223
## -> class 1\|0 [0.960]
##
## Rule 8/114: (16.5, lift 18.1)
## PC1 > -0.4303757
## PC10 <= 1.023987
## PC11 <= 1.611415
## PC16 <= -1.00508
## PC52 > -1.105513
## PC58 <= -1.056798
## PC62 > -0.2566516
## -> class 1\|0 [0.946]
##
## Rule 8/115: (43.1/1.9, lift 17.9)
## PC2 <= 2.734492
## PC5 <= 12.1829
## PC16 <= -4.980546
## -> class 1\|0 [0.936]
##
## Rule 8/116: (12.2, lift 17.8)
## PC1 > -0.4303757
## PC2 <= -4.249653
## PC10 <= 1.023987
## PC11 <= 1.611415
## PC16 <= -1.00508
## -> class 1\|0 [0.930]
##
## Rule 8/117: (46.5/2.5, lift 17.7)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC5 <= 12.1829
## PC10 <= 1.023987
## PC11 <= 1.611415
## PC16 <= -1.00508
## PC85 > 0.5345613
## -> class 1\|0 [0.928]
##
## Rule 8/118: (13.5/0.2, lift 17.6)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC5 <= 12.1829
## PC10 <= 1.023987
## PC11 <= 1.611415
## PC16 <= -1.00508
## PC21 <= 0.8654527
## PC85 <= 0.5345613
## PC93 > 0.4379826
## -> class 1\|0 [0.920]
##
## Rule 8/119: (14.2/0.5, lift 17.4)
## PC2 > 2.734492
## PC3 > 1.640775
## PC8 <= 1.683612
## PC15 <= 1.041005
## PC16 <= -0.8953013
## PC19 <= 0.3643757
## PC22 > 0.1221173
## PC31 > 0.06340582
## PC86 <= 0.5923223
## -> class 1\|0 [0.909]
##
## Rule 8/120: (58.3/7.4, lift 16.5)
## PC1 > -0.4303757
## PC3 > 0.1229528
## PC3 <= 0.7181107
## PC10 > -0.7514341
## PC10 <= -0.3872176
## PC44 > -0.01676826
## PC65 > -0.03112295
## -> class 1\|0 [0.861]
##
## Rule 8/121: (127.9, lift 18.9)
## PC5 > 12.1829
## PC11 <= 1.611415
## PC16 <= -1.00508
## PC88 > -0.02629383
## -> class 1\|1 [0.992]
##
## Rule 8/122: (98.2/0.1, lift 18.8)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC11 <= 1.611415
## PC16 <= -1.00508
## PC19 <= 2.689934
## PC52 > -1.105513
## PC62 <= -0.2566516
## PC98 > 0.1338221
## -> class 1\|1 [0.989]
##
## Rule 8/123: (55.5, lift 18.7)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC22 <= 0.1221173
## -> class 1\|1 [0.983]
##
## Rule 8/124: (40.1, lift 18.5)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC86 > 0.5923223
## -> class 1\|1 [0.976]
##
## Rule 8/125: (37.8, lift 18.5)
## PC1 > -0.4303757
## PC3 > 0.1229528
## PC3 <= 0.7181107
## PC10 > -0.3872176
## PC16 > -1.00508
## PC22 <= 0.2711777
## PC44 > -0.01676826
## PC65 > -0.03112295
## -> class 1\|1 [0.975]
##
## Rule 8/126: (38.6, lift 18.5)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC19 > 0.3643757
## -> class 1\|1 [0.975]
##
## Rule 8/127: (33.8/0.2, lift 18.3)
## PC1 > -0.4303757
## PC11 > 1.611415
## PC16 <= -1.00508
## PC21 <= 0.8654527
## PC51 <= -0.06454627
## -> class 1\|1 [0.965]
##
## Rule 8/128: (104.2/3.2, lift 18.3)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC10 > 1.023987
## PC11 <= 1.611415
## PC16 <= -1.00508
## -> class 1\|1 [0.961]
##
## Rule 8/129: (23, lift 18.2)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= 1.26344
## PC91 <= -1.086975
## -> class 1\|1 [0.960]
##
## Rule 8/130: (32.1/0.4, lift 18.2)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 1.26344
## PC49 > 0.1963117
## -> class 1\|1 [0.960]
##
## Rule 8/131: (19.2, lift 18.1)
## PC1 > 9.363908
## PC6 <= -0.8999241
## PC10 > -0.7514341
## PC16 > -1.00508
## PC68 > 1.082112
## PC82 <= 0.5086467
## -> class 1\|1 [0.953]
##
## Rule 8/132: (16.1/0.1, lift 17.8)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 1.26344
## PC22 > 0.5196216
## PC38 <= 0.1419614
## -> class 1\|1 [0.938]
##
## Rule 8/133: (209.6/12.9, lift 17.8)
## PC2 <= 2.734492
## PC3 > 0.7181107
## PC7 <= 3.922522
## PC44 > 0.3361612
## PC46 <= 8.038785
## PC77 <= -0.1284792
## -> class 1\|1 [0.934]
##
## Rule 8/134: (18.6/0.4, lift 17.7)
## PC2 <= 2.734492
## PC3 > 0.7181107
## PC7 > 1.475861
## PC7 <= 3.922522
## PC14 > -1.848832
## PC21 > -0.5795528
## PC77 > -0.1284792
## -> class 1\|1 [0.934]
##
## Rule 8/135: (30.3/1.2, lift 17.7)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= 1.26344
## PC38 > 0.1419614
## PC49 <= 0.1963117
## -> class 1\|1 [0.932]
##
## Rule 8/136: (27/1, lift 17.7)
## PC3 > 1.640775
## PC8 <= 1.683612
## PC16 <= -0.8953013
## PC22 > 0.1221173
## PC47 <= -0.2840592
## -> class 1\|1 [0.930]
##
## Rule 8/137: (48.4/2.8, lift 17.6)
## PC1 > 9.363908
## PC6 <= -0.8999241
## PC10 > -0.7514341
## PC16 > -1.00508
## PC19 <= -0.1403199
## PC82 <= 0.5086467
## -> class 1\|1 [0.926]
##
## Rule 8/138: (45.9/2.7, lift 17.5)
## PC2 > 1.132334
## PC2 <= 2.734492
## PC10 > -0.7514341
## PC14 > -1.848832
## PC45 <= -0.4910658
## PC77 > -0.1284792
## -> class 1\|1 [0.923]
##
## Rule 8/139: (81.9/5.5, lift 17.5)
## PC2 > 2.734492
## PC3 > 1.640775
## PC15 > 1.041005
## PC16 <= -0.8953013
## PC65 <= -0.05166954
## -> class 1\|1 [0.923]
##
## Rule 8/140: (53.6/3.7, lift 17.4)
## PC2 > 2.734492
## PC8 > 1.683612
## PC22 > 0.1221173
## -> class 1\|1 [0.915]
##
## Rule 8/141: (71.5/6, lift 17.2)
## PC2 > 2.734492
## PC8 <= -3.532676
## PC16 <= -0.8953013
## -> class 1\|1 [0.905]
##
## Rule 8/142: (296.2/31, lift 17.0)
## PC1 > -0.4303757
## PC2 > -4.249653
## PC2 <= 2.734492
## PC5 <= 12.1829
## PC11 <= 1.611415
## PC12 <= 4.27602
## PC16 > -4.980546
## PC16 <= -1.00508
## PC19 <= 2.689934
## PC21 <= 0.8654527
## PC42 > -2.549539
## PC58 > -1.056798
## PC62 > -0.2566516
## PC69 > -0.5836473
## PC85 <= 0.5345613
## PC93 <= 0.4379826
## -> class 1\|1 [0.893]
##
## Rule 8/143: (6.8, lift 16.8)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= 1.26344
## PC93 <= -0.9696231
## -> class 1\|1 [0.886]
##
## Rule 8/144: (102.8/16.7, lift 15.8)
## PC2 > 2.734492
## PC3 > 1.640775
## PC15 <= 1.041005
## PC16 <= -0.8953013
## PC31 <= 0.06340582
## -> class 1\|1 [0.831]
##
## Rule 8/145: (12.3/3.2, lift 13.5)
## PC3 > 0.1229528
## PC16 > -1.00508
## PC34 <= -0.9805959
## PC44 <= 0.3361612
## PC77 <= -0.1284792
## PC79 <= 0.4717349
## -> class 1\|1 [0.709]
##
## Rule 8/146: (5.8/2, lift 11.7)
## PC6 > 10.94218
## PC16 > -1.00508
## PC77 <= -0.1284792
## -> class 1\|1 [0.618]
##
## Rule 8/147: (6.9/2.5, lift 11.6)
## PC1 > -0.4303757
## PC2 <= -2.304361
## PC9 > -3.774231
## PC10 <= -0.7514341
## -> class 1\|1 [0.611]
##
## Rule 8/148: (16.1/7.4, lift 10.2)
## PC1 > -0.4303757
## PC3 > 0.1229528
## PC14 <= -1.848832
## PC16 > -1.00508
## PC97 > 0.3905083
## -> class 1\|1 [0.538]
##
## Rule 8/149: (251.5/169.1, lift 6.3)
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC43 > 0.4600354
## PC44 <= 0.481405
## -> class 1\|1 [0.329]
##
## Rule 8/150: (125.6, lift 13.5)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC7 > 1.475861
## PC16 > -1.00508
## PC21 <= -0.5795528
## PC77 > -0.1284792
## -> class 1\|2 [0.992]
##
## Rule 8/151: (100.7, lift 13.5)
## PC2 <= -2.304361
## PC10 <= -0.7514341
## PC19 <= -1.342918
## PC63 <= 0.4744646
## PC80 > -1.864664
## -> class 1\|2 [0.990]
##
## Rule 8/152: (78.6/0.1, lift 13.4)
## PC1 > -0.4303757
## PC10 > -0.7514341
## PC11 > 1.611415
## PC16 <= -1.00508
## PC21 <= 0.8654527
## PC51 > -0.06454627
## -> class 1\|2 [0.986]
##
## Rule 8/153: (157.2/2.8, lift 13.3)
## PC2 > 3.602504
## PC3 > 1.640775
## PC16 > 1.26344
## -> class 1\|2 [0.976]
##
## Rule 8/154: (31.2, lift 13.2)
## PC3 > 0.1229528
## PC10 > -0.7514341
## PC21 <= -0.1615295
## PC30 > 0.9708997
## PC77 > -0.1284792
## PC100 > -0.009884551
## -> class 1\|2 [0.970]
##
## Rule 8/155: (39.1/0.4, lift 13.2)
## PC2 <= 2.734492
## PC3 > 0.1229528
## PC16 > -1.00508
## PC30 <= -0.6795839
## PC45 > -0.4910658
## PC77 > -0.1284792
## -> class 1\|2 [0.967]
##
## Rule 8/156: (44.9/0.6, lift 13.2)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 > 1.26344
## PC99 > 0.7722355
## -> class 1\|2 [0.966]
##
## Rule 8/157: (21.2, lift 13.0)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC16 <= -1.00508
## PC52 <= -1.105513
## -> class 1\|2 [0.957]
##
## Rule 8/158: (22.3/0.2, lift 12.9)
## PC1 > -0.4303757
## PC10 > -0.7514341
## PC16 > -1.00508
## PC100 > -0.009884551
## PC100 <= 0.003668455
## -> class 1\|2 [0.949]
##
## Rule 8/159: (243.4/15.2, lift 12.7)
## PC2 <= 2.734492
## PC3 > 0.1229528
## PC11 <= 2.010254
## PC14 > -1.848832
## PC14 <= 0.6427611
## PC16 > -1.00508
## PC21 <= -0.1615295
## PC100 > 0.351689
## -> class 1\|2 [0.934]
##
## Rule 8/160: (26.2/1.1, lift 12.6)
## PC5 > 12.1829
## PC88 <= -0.02629383
## -> class 1\|2 [0.927]
##
## Rule 8/161: (3063.4/1822.4, lift 5.5)
## PC1 > -0.4303757
## PC10 > -0.7514341
## PC16 > -1.00508
## -> class 1\|2 [0.405]
##
## Rule 8/162: (1204.2/930.8, lift 3.1)
## PC1 > -0.4303757
## PC2 > -2.304361
## PC2 <= 2.734492
## PC96 <= -0.01018119
## -> class 1\|2 [0.227]
##
## Rule 8/163: (267.5, lift 15.0)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC3 > 0.7181107
## PC14 > 0.6427611
## PC16 > -1.00508
## PC45 > -0.4910658
## PC53 <= 1.239702
## PC61 <= 0.7707137
## PC77 > -0.1284792
## -> class 1\|3 [0.996]
##
## Rule 8/164: (140.4, lift 14.9)
## PC2 <= 2.734492
## PC3 > 0.7181107
## PC7 <= 1.475861
## PC30 > -0.6795839
## PC30 <= 0.9708997
## PC35 > -0.1655052
## PC44 > -0.3832438
## PC45 > -0.4910658
## PC57 <= 0.538439
## PC61 <= 0.6288024
## PC77 > -0.1284792
## PC100 > -0.009884551
## PC100 <= 0.351689
## -> class 1\|3 [0.993]
##
## Rule 8/165: (92.1, lift 14.9)
## PC2 <= 2.734492
## PC3 > 0.1229528
## PC7 > 3.922522
## PC16 > -1.00508
## -> class 1\|3 [0.989]
##
## Rule 8/166: (257/2.8, lift 14.8)
## PC1 > -0.4303757
## PC3 > 0.7181107
## PC3 <= 6.514143
## PC7 <= 1.475861
## PC11 <= 2.010254
## PC16 > -1.00508
## PC30 > -0.6795839
## PC45 > -0.4910658
## PC53 <= 1.239702
## PC55 <= 0.6848055
## PC61 <= 0.7707137
## PC77 > -0.1284792
## PC96 <= 1.186227
## PC100 <= -0.009884551
## -> class 1\|3 [0.985]
##
## Rule 8/167: (64.8, lift 14.8)
## PC2 > 2.734492
## PC2 <= 3.602504
## PC16 > 1.26344
## PC38 > 0.2102903
## PC99 <= 0.7722355
## -> class 1\|3 [0.985]
##
## Rule 8/168: (55.9, lift 14.8)
## PC1 > -0.4303757
## PC3 > 0.1229528
## PC3 <= 0.7181107
## PC16 > -1.00508
## PC44 <= -0.01676826
## PC62 <= -0.07799333
## PC97 > -0.5445233
## -> class 1\|3 [0.983]
##
## Rule 8/169: (37.9/0.2, lift 14.6)
## PC2 > -2.304361
## PC10 <= -0.7514341
## PC11 > 2.900856
## PC96 > -0.01018119
## -> class 1\|3 [0.969]
##
## Rule 8/170: (8.5, lift 13.6)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC11 <= 1.611415
## PC16 <= -1.00508
## PC35 <= 0.8053485
## PC52 > -1.105513
## PC69 <= -0.5836473
## -> class 1\|3 [0.905]
##
## Rule 8/171: (8.3, lift 13.6)
## PC2 <= 2.734492
## PC46 > 8.038785
## -> class 1\|3 [0.903]
##
## Rule 8/172: (47.7/4.2, lift 13.5)
## PC2 > 2.734492
## PC2 <= 3.602504
## PC3 > 1.640775
## PC16 > 1.26344
## PC80 <= -0.151564
## -> class 1\|3 [0.895]
##
## Rule 8/173: (22.1/1.5, lift 13.5)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC3 > 0.1229528
## PC44 <= 0.3361612
## PC77 <= -0.1284792
## PC79 > 0.4717349
## -> class 1\|3 [0.894]
##
## Rule 8/174: (244.1/25.6, lift 13.4)
## PC2 <= 2.734492
## PC3 > 0.7181107
## PC6 <= 3.703398
## PC14 <= 0.6427611
## PC16 > -1.00508
## PC21 > -0.1615295
## PC30 > -0.6795839
## PC45 > -0.4910658
## PC55 <= 0.6848055
## PC77 > -0.1284792
## -> class 1\|3 [0.892]
##
## Rule 8/175: (30.3/5.4, lift 12.1)
## PC3 > 0.7181107
## PC16 > -1.00508
## PC21 > 0.4754277
## PC77 <= -0.1284792
## -> class 1\|3 [0.803]
##
## Rule 8/176: (37/24.1, lift 5.4)
## PC1 > -0.4303757
## PC10 > -0.7514341
## PC16 <= -1.00508
## PC21 > 0.8654527
## -> class 1\|3 [0.357]
##
## Rule 8/177: (78.3, lift 13.3)
## PC2 > -0.4418318
## PC7 > 0.3556532
## PC8 > 1.639229
## PC96 > -0.3468434
## -> class 2\|0 [0.988]
##
## Rule 8/178: (355.7/7.7, lift 13.1)
## PC7 > 0.3556532
## PC12 > -0.8593607
## PC20 <= 0.1360279
## PC21 > 1.620908
## PC39 <= 0.7295638
## PC50 > -0.7333088
## PC56 <= 0.5350927
## -> class 2\|0 [0.976]
##
## Rule 8/179: (52.2/1.4, lift 12.8)
## PC1 > -0.4303757
## PC1 <= 9.363908
## PC3 <= 0.1229528
## PC8 > 0.5831117
## PC19 <= -0.922387
## -> class 2\|0 [0.955]
##
## Rule 8/180: (35.2/2.2, lift 12.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC15 <= -1.36082
## PC22 > -0.8688946
## PC83 > 0.3978699
## -> class 2\|0 [0.913]
##
## Rule 8/181: (51.2/13.8, lift 9.7)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC15 > -1.36082
## PC22 > -0.8688946
## PC44 > 0.481405
## PC70 <= 0.3319354
## PC83 <= -0.4468544
## PC85 > -1.486781
## -> class 2\|0 [0.722]
##
## Rule 8/182: (1819.9/854.5, lift 7.1)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC20 <= 0.1360279
## PC25 <= 0.4634401
## -> class 2\|0 [0.530]
##
## Rule 8/183: (825.3/460.6, lift 5.9)
## PC2 > -2.304361
## PC2 <= 2.734492
## PC10 <= -0.7514341
## PC76 > -0.1787935
## PC82 > -0.3701884
## PC96 > -0.01018119
## -> class 2\|0 [0.442]
##
## Rule 8/184: (106.1, lift 9.7)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC20 <= 0.1360279
## PC56 > 0.5350927
## -> class 2\|1 [0.991]
##
## Rule 8/185: (86.5, lift 9.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC22 > -0.8688946
## PC42 <= -0.6161977
## PC44 <= 0.481405
## PC58 > -0.9533709
## PC82 <= 0.155248
## -> class 2\|1 [0.989]
##
## Rule 8/186: (97.9/0.2, lift 9.6)
## PC7 > 0.3556532
## PC8 > 1.639229
## PC20 <= 0.1360279
## PC25 <= 0.4634401
## PC42 <= -0.5021701
## PC64 > -0.4392778
## -> class 2\|1 [0.988]
##
## Rule 8/187: (75.9, lift 9.6)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC84 <= -0.6812552
## -> class 2\|1 [0.987]
##
## Rule 8/188: (75.3/0.1, lift 9.6)
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC22 > -0.8688946
## PC40 <= 0.6287518
## PC41 > 2.36823
## PC73 <= 0.6616986
## PC85 > -1.486781
## -> class 2\|1 [0.986]
##
## Rule 8/189: (167.4/1.7, lift 9.6)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC8 <= 5.358499
## PC12 > -0.8593607
## PC21 <= 1.620908
## PC33 <= 0.4518875
## PC42 > -0.5021701
## PC56 > 0.01780599
## PC94 > -0.3641546
## -> class 2\|1 [0.984]
##
## Rule 8/190: (89.4/0.6, lift 9.6)
## PC7 > 0.3556532
## PC8 > 1.639229
## PC39 > 0.7295638
## -> class 2\|1 [0.983]
##
## Rule 8/191: (360.1/5.8, lift 9.6)
## PC1 <= -0.4303757
## PC2 <= -0.4418318
## PC8 > 1.639229
## PC8 <= 5.900245
## PC12 <= -0.8593607
## PC15 > -2.069242
## PC20 <= 0.1360279
## PC53 <= 1.344609
## PC68 <= 0.9443578
## -> class 2\|1 [0.981]
##
## Rule 8/192: (89.4/0.9, lift 9.5)
## PC7 > 0.3556532
## PC8 > 1.639229
## PC20 <= 0.1360279
## PC21 <= -0.008515479
## PC70 > -0.00582284
## -> class 2\|1 [0.980]
##
## Rule 8/193: (53.7/0.1, lift 9.5)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC15 <= -1.36082
## PC22 > -0.8688946
## PC83 <= 0.3978699
## -> class 2\|1 [0.980]
##
## Rule 8/194: (45.1, lift 9.5)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -4.166611
## PC12 > 2.574274
## PC76 <= -1.147777
## -> class 2\|1 [0.979]
##
## Rule 8/195: (44.8/0.1, lift 9.5)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC38 > -0.128011
## PC43 <= 0.4600354
## PC44 <= 0.481405
## PC66 <= -0.2356333
## PC73 <= 0.6616986
## PC85 > -1.486781
## -> class 2\|1 [0.976]
##
## Rule 8/196: (108.9/1.7, lift 9.5)
## PC1 <= -0.4303757
## PC7 > 0.3556532
## PC11 <= -0.3663839
## PC12 > -0.8593607
## PC20 <= 0.1360279
## PC21 <= 1.620908
## PC50 > -0.7333088
## PC56 <= 0.5350927
## PC96 > -0.3468434
## -> class 2\|1 [0.976]
##
## Rule 8/197: (82.9/1.3, lift 9.5)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.2163479
## PC8 <= 1.639229
## PC15 > -1.36082
## PC22 > -0.8688946
## PC40 <= 0.6287518
## PC44 <= 0.481405
## PC73 <= 0.6616986
## PC89 <= -0.3718616
## -> class 2\|1 [0.973]
##
## Rule 8/198: (32.3, lift 9.5)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC20 <= 0.1360279
## PC59 <= 0.3161534
## PC60 <= -0.6532395
## -> class 2\|1 [0.971]
##
## Rule 8/199: (84.6/1.5, lift 9.5)
## PC1 <= -0.4303757
## PC7 > 0.3556532
## PC8 > 1.639229
## PC12 > -0.8593607
## PC20 <= 0.1360279
## PC45 > -0.2370766
## PC59 > 0.3161534
## -> class 2\|1 [0.971]
##
## Rule 8/200: (264/7.8, lift 9.4)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC15 <= 2.174776
## PC20 > 0.1360279
## PC40 > -1.759775
## PC41 > -0.5107478
## -> class 2\|1 [0.967]
##
## Rule 8/201: (57.8/1.1, lift 9.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC38 <= -0.128011
## PC40 <= 0.6287518
## PC44 <= 0.481405
## PC71 <= 0.1153366
## PC73 > -0.4440619
## PC73 <= 0.3493575
## -> class 2\|1 [0.965]
##
## Rule 8/202: (64.1/1.5, lift 9.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC6 <= -0.9497618
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC17 <= 0.283858
## PC44 > 0.481405
## PC70 <= 0.3319354
## PC83 > -0.4468544
## -> class 2\|1 [0.963]
##
## Rule 8/203: (31.4/0.2, lift 9.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC4 <= -0.4850174
## PC8 <= 1.639229
## -> class 2\|1 [0.963]
##
## Rule 8/204: (171.1/7.4, lift 9.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC15 > -1.36082
## PC22 > -0.8688946
## PC40 <= 0.6287518
## PC43 <= 0.4600354
## PC44 <= 0.481405
## PC58 > -0.9533709
## PC71 > 0.1153366
## PC73 <= 0.6616986
## PC85 > -1.486781
## -> class 2\|1 [0.952]
##
## Rule 8/205: (72.2/2.7, lift 9.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC7 > 0.3556532
## PC8 > -0.5367944
## PC12 > -0.8593607
## PC20 <= 0.1360279
## PC25 <= 0.2656879
## PC34 > 0.4196765
## PC70 > -0.00582284
## PC76 > -0.1868005
## -> class 2\|1 [0.950]
##
## Rule 8/206: (36.3/1.1, lift 9.2)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.2163479
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC38 > -0.128011
## PC82 > 0.155248
## PC82 <= 0.2779804
## -> class 2\|1 [0.945]
##
## Rule 8/207: (43.4/1.8, lift 9.1)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC25 > 0.2656879
## PC25 <= 0.4634401
## -> class 2\|1 [0.938]
##
## Rule 8/208: (13.7, lift 9.1)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC3 > 0.1229528
## PC3 <= 0.7181107
## PC16 > -1.00508
## PC44 > -0.01676826
## PC65 <= -0.03112295
## -> class 2\|1 [0.937]
##
## Rule 8/209: (13.6/0.1, lift 9.0)
## PC1 <= -0.4303757
## PC8 > -0.5367944
## PC19 <= -2.418837
## PC22 <= -0.8688946
## PC82 > -0.2219698
## -> class 2\|1 [0.928]
##
## Rule 8/210: (11.4, lift 9.0)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 <= -0.8688946
## PC32 > 1.059218
## PC82 > -0.2219698
## -> class 2\|1 [0.925]
##
## Rule 8/211: (11.2, lift 9.0)
## PC1 > 9.363908
## PC3 <= 0.1229528
## PC10 > -0.7514341
## PC16 > -1.00508
## PC82 > 0.5086467
## -> class 2\|1 [0.924]
##
## Rule 8/212: (111.1/7.8, lift 9.0)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC20 <= 0.1360279
## PC25 <= 0.4634401
## PC46 > 1.417094
## -> class 2\|1 [0.923]
##
## Rule 8/213: (98.5/7.5, lift 8.9)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC10 <= 0.1667886
## PC13 <= 0.494326
## PC22 <= -0.8688946
## PC30 <= 0.004369669
## PC42 > -0.3234877
## PC50 > -0.6497183
## PC55 <= 0.960422
## PC63 <= 0.4163549
## PC82 > -0.2219698
## PC95 <= 0.1868681
## -> class 2\|1 [0.916]
##
## Rule 8/214: (44.6/2.9, lift 8.9)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC10 > 0.1667886
## PC59 > 0.6738303
## -> class 2\|1 [0.915]
##
## Rule 8/215: (295.7/25.9, lift 8.9)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC20 > 0.1360279
## PC53 <= 0.8392502
## -> class 2\|1 [0.910]
##
## Rule 8/216: (9, lift 8.9)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC22 <= -0.8688946
## PC45 > 0.3833095
## -> class 2\|1 [0.909]
##
## Rule 8/217: (52.8/5.1, lift 8.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC58 <= -0.9533709
## PC61 <= 1.063348
## -> class 2\|1 [0.888]
##
## Rule 8/218: (35.5/3.4, lift 8.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC10 > 0.1667886
## PC29 <= 0.02386278
## PC80 <= 0.003011821
## PC82 > -0.2219698
## -> class 2\|1 [0.883]
##
## Rule 8/219: (5.6, lift 8.5)
## PC1 <= -0.4303757
## PC8 > -0.5367944
## PC21 <= 1.620908
## PC70 > -0.00582284
## PC70 <= -0.005671355
## -> class 2\|1 [0.868]
##
## Rule 8/220: (128.3/17.6, lift 8.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.2163479
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC38 > 0.4660877
## PC66 > -0.2356333
## PC71 <= 0.1153366
## PC73 <= 0.6616986
## PC82 <= 0.2779804
## -> class 2\|1 [0.857]
##
## Rule 8/221: (49.4/6.8, lift 8.3)
## PC1 > -0.4303757
## PC1 <= 9.363908
## PC3 <= 0.1229528
## PC8 > 0.5831117
## PC16 > -1.00508
## PC19 > -0.922387
## -> class 2\|1 [0.848]
##
## Rule 8/222: (17.5/2.5, lift 8.0)
## PC1 > -0.4303757
## PC1 <= 9.363908
## PC3 <= 0.1229528
## PC8 <= 0.5831117
## PC10 > -0.7514341
## PC16 > -1.00508
## PC43 > 0.9643555
## -> class 2\|1 [0.820]
##
## Rule 8/223: (116.8/24, lift 7.7)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC22 <= -0.8688946
## PC32 <= 1.059218
## PC80 <= 0.003011821
## PC82 > -0.2219698
## PC84 > 0.1490092
## -> class 2\|1 [0.790]
##
## Rule 8/224: (29.5/6.2, lift 7.5)
## PC1 <= -0.4303757
## PC7 <= 0.3556532
## PC8 > 1.639229
## PC20 <= 0.1360279
## -> class 2\|1 [0.772]
##
## Rule 8/225: (37.8/16.9, lift 5.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC33 <= -0.4276021
## PC45 <= -0.06473128
## -> class 2\|1 [0.550]
##
## Rule 8/226: (93.2, lift 10.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC4 > -0.4850174
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 <= -0.8688946
## PC29 > 0.02386278
## PC45 <= 0.3833095
## PC80 <= 0.003011821
## PC82 > -0.2219698
## PC84 <= 0.1490092
## -> class 2\|2 [0.989]
##
## Rule 8/227: (122.6/0.5, lift 10.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC15 <= 3.946699
## PC19 > -3.372376
## PC25 <= 0.3064981
## PC27 <= 0.4668812
## PC31 <= 1.186685
## PC32 > -1.866445
## PC38 > -0.6561005
## PC53 > -0.7760714
## PC57 <= 0.2493399
## PC93 > 0.5455253
## -> class 2\|2 [0.988]
##
## Rule 8/228: (98.8/0.4, lift 10.5)
## PC1 <= -0.4303757
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC11 > 2.010254
## PC15 <= 3.946699
## PC25 <= 0.3064981
## PC38 > -0.6561005
## PC57 <= 0.2493399
## -> class 2\|2 [0.987]
##
## Rule 8/229: (66.4/0.1, lift 10.5)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 <= -0.8688946
## PC82 > -0.2219698
## PC95 > 0.1868681
## -> class 2\|2 [0.984]
##
## Rule 8/230: (41.1, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 <= -0.8688946
## PC50 <= -0.6497183
## PC82 > -0.2219698
## -> class 2\|2 [0.977]
##
## Rule 8/231: (332.1/6.6, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC10 > 0.1667886
## PC19 > -2.418837
## PC22 <= -0.8688946
## PC32 <= 1.059218
## PC59 <= 0.6738303
## PC80 > 0.003011821
## PC82 > -0.2219698
## -> class 2\|2 [0.977]
##
## Rule 8/232: (184/3.7, lift 10.4)
## PC1 <= -0.4303757
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC13 <= 0.4400509
## PC25 > -0.2426115
## PC25 <= 0.3064981
## PC27 <= 0.4668812
## PC32 > -1.866445
## PC53 > -0.7760714
## PC57 <= 0.2493399
## PC63 > 0.09781586
## PC76 > -1.147777
## PC76 <= 0.4889868
## -> class 2\|2 [0.975]
##
## Rule 8/233: (35.4, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= -0.2163479
## PC22 > -0.8688946
## PC44 <= 0.481405
## PC58 > -0.9533709
## PC71 <= 0.1153366
## PC73 <= 0.6616986
## -> class 2\|2 [0.973]
##
## Rule 8/234: (81.5/1.3, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC13 <= 0.494326
## PC22 <= -0.8688946
## PC63 > 0.4163549
## -> class 2\|2 [0.972]
##
## Rule 8/235: (122.8/2.5, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC18 > -1.44089
## PC33 <= -0.4276021
## PC45 > -0.06473128
## PC76 > -1.147777
## PC98 > -4.149314
## -> class 2\|2 [0.972]
##
## Rule 8/236: (31.4, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC10 <= 0.1667886
## PC22 <= -0.8688946
## PC42 <= -0.3234877
## -> class 2\|2 [0.970]
##
## Rule 8/237: (66/1, lift 10.4)
## PC1 > -0.4303757
## PC1 <= 9.363908
## PC2 <= -0.6393787
## PC3 <= 0.1229528
## PC8 <= 0.5831117
## PC10 > -0.7514341
## PC16 > -1.00508
## PC38 <= 0.3284798
## PC43 <= 0.9643555
## PC47 <= -0.02200633
## PC83 <= -0.04257414
## -> class 2\|2 [0.970]
##
## Rule 8/238: (37.4/0.2, lift 10.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 <= -0.8688946
## PC27 <= 0.4037721
## PC82 <= -0.2219698
## -> class 2\|2 [0.969]
##
## Rule 8/239: (27.8, lift 10.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC10 <= 0.1667886
## PC22 <= -0.8688946
## PC30 > 0.004369669
## -> class 2\|2 [0.966]
##
## Rule 8/240: (27.5, lift 10.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 <= -0.8688946
## PC55 > 0.960422
## -> class 2\|2 [0.966]
##
## Rule 8/241: (22.5, lift 10.2)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC13 > 0.494326
## PC22 <= -0.8688946
## PC82 > -0.2219698
## -> class 2\|2 [0.959]
##
## Rule 8/242: (25.9/0.4, lift 10.2)
## PC1 <= -0.4303757
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC15 <= 3.946699
## PC19 > 2.590322
## PC44 > -0.6688879
## PC49 <= -0.09052286
## PC57 > 0.2493399
## PC58 > -1.082893
## -> class 2\|2 [0.951]
##
## Rule 8/243: (20.9/0.1, lift 10.2)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC14 > -0.460202
## PC29 > 0.2790949
## PC49 <= 0.1765816
## -> class 2\|2 [0.951]
##
## Rule 8/244: (300.4/17.6, lift 10.0)
## PC1 <= -0.4303757
## PC8 > -2.183478
## PC8 <= -0.5367944
## PC13 <= 0.4400509
## PC15 > -0.9355751
## PC15 <= 3.946699
## PC19 > -3.372376
## PC25 <= 0.3064981
## PC27 <= 0.4668812
## PC31 <= 1.186685
## PC32 > -1.866445
## PC38 > -0.6561005
## PC52 <= 0.1631387
## PC53 > -0.7760714
## PC55 > -0.7392192
## PC57 <= 0.2493399
## PC76 <= 0.4889868
## -> class 2\|2 [0.938]
##
## Rule 8/245: (29/1.1, lift 9.9)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC38 > -0.128011
## PC44 <= 0.481405
## PC66 > -0.2356333
## PC71 <= 0.1153366
## PC82 > 0.2779804
## -> class 2\|2 [0.931]
##
## Rule 8/246: (32.6/1.4, lift 9.9)
## PC1 <= -0.4303757
## PC8 > 1.639229
## PC20 > 0.1360279
## PC41 <= -0.5107478
## PC53 > 0.8392502
## -> class 2\|2 [0.930]
##
## Rule 8/247: (35.1/1.7, lift 9.9)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC20 > 0.1360279
## PC40 <= -1.759775
## -> class 2\|2 [0.928]
##
## Rule 8/248: (99.9/6.5, lift 9.9)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC10 > 1.010605
## PC15 <= 3.946699
## PC32 > -1.866445
## PC58 > -1.082893
## -> class 2\|2 [0.927]
##
## Rule 8/249: (15.9/0.7, lift 9.7)
## PC1 <= -0.4303757
## PC8 <= -2.535652
## PC22 > -0.7107669
## PC40 <= -0.6203971
## PC44 <= 0.9164336
## PC46 <= 0.4365204
## PC75 > 0.08424755
## -> class 2\|2 [0.905]
##
## Rule 8/250: (21.9/1.9, lift 9.4)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 <= -0.5367944
## PC24 > 0.8585936
## PC44 <= 0.9164336
## PC46 <= 0.4365204
## PC75 > 0.08424755
## -> class 2\|2 [0.881]
##
## Rule 8/251: (32/3.3, lift 9.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC6 <= -0.3099767
## PC8 <= -0.5367944
## PC12 <= 2.574274
## PC76 <= -1.147777
## -> class 2\|2 [0.875]
##
## Rule 8/252: (129.2/17.1, lift 9.2)
## PC1 <= -0.4303757
## PC8 > -2.535652
## PC19 > 1.8862
## PC29 <= 0.2790949
## PC32 <= -1.866445
## PC33 > -0.4276021
## PC76 > -1.147777
## -> class 2\|2 [0.862]
##
## Rule 8/253: (28.5/3.9, lift 9.0)
## PC1 <= -0.4303757
## PC8 <= -2.535652
## PC28 > -0.3896254
## PC46 > 0.4365204
## PC64 > 0.1513361
## PC76 > -1.147777
## -> class 2\|2 [0.839]
##
## Rule 8/254: (123.9/19.4, lift 9.0)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC38 > -0.128011
## PC38 <= 0.4660877
## PC41 <= 2.36823
## PC42 > -0.6161977
## PC44 <= 0.481405
## PC67 <= 0.8468781
## PC71 <= 0.1153366
## PC73 <= 0.6616986
## PC82 <= 0.155248
## PC89 > -0.3718616
## -> class 2\|2 [0.838]
##
## Rule 8/255: (15.4/2, lift 8.9)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 <= -0.5367944
## PC20 > 0.8266267
## -> class 2\|2 [0.829]
##
## Rule 8/256: (16.3/2.4, lift 8.7)
## PC1 <= -0.4303757
## PC3 > -0.9818353
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC15 <= 3.946699
## PC28 <= 0.04907383
## PC33 > -0.4276021
## PC44 <= -0.6688879
## PC49 <= -0.09052286
## PC57 > 0.2493399
## -> class 2\|2 [0.817]
##
## Rule 8/257: (35.5/6, lift 8.7)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC22 <= -2.134577
## -> class 2\|2 [0.812]
##
## Rule 8/258: (110.4/20.5, lift 8.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC15 > -1.36082
## PC38 <= -0.128011
## PC40 <= 0.6287518
## PC44 <= 0.481405
## PC71 <= 0.1153366
## PC73 <= -0.4440619
## -> class 2\|2 [0.808]
##
## Rule 8/259: (60.2/11.1, lift 8.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC40 <= 0.6287518
## PC43 <= 0.4600354
## PC44 <= 0.481405
## PC73 > 0.6616986
## -> class 2\|2 [0.806]
##
## Rule 8/260: (40.7/7.3, lift 8.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC25 <= 0.3064981
## PC37 > 1.069836
## PC76 > -1.147777
## -> class 2\|2 [0.805]
##
## Rule 8/261: (17.4/3, lift 8.5)
## PC1 <= -0.4303757
## PC3 <= -0.9818353
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC28 <= 0.04907383
## PC29 <= 0.2790949
## PC32 > -1.866445
## PC57 > 0.2493399
## -> class 2\|2 [0.793]
##
## Rule 8/262: (102.6/20.7, lift 8.5)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC15 <= 3.946699
## PC19 > -3.372376
## PC28 > 0.04907383
## PC32 > -1.866445
## PC33 > -0.4276021
## PC59 > -0.903942
## PC76 > -1.147777
## -> class 2\|2 [0.793]
##
## Rule 8/263: (19.7/3.8, lift 8.3)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC44 > 0.481405
## PC70 > 0.3319354
## PC85 > -1.486781
## -> class 2\|2 [0.780]
##
## Rule 8/264: (16.9/5.1, lift 7.2)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC40 > 0.6287518
## PC44 <= 0.481405
## -> class 2\|2 [0.678]
##
## Rule 8/265: (51.7/17, lift 7.1)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC85 <= -1.486781
## -> class 2\|2 [0.665]
##
## Rule 8/266: (113.9, lift 8.4)
## PC1 <= -0.4303757
## PC8 <= -2.535652
## PC44 <= 0.9164336
## PC76 > -1.147777
## PC86 <= -0.5741252
## -> class 2\|3 [0.991]
##
## Rule 8/267: (52.6/1.4, lift 8.1)
## PC2 <= 2.734492
## PC8 <= -0.5367944
## PC11 <= 2.010254
## PC31 > 1.186685
## PC57 <= 0.2493399
## PC63 <= 0.09781586
## -> class 2\|3 [0.956]
##
## Rule 8/268: (40.4/1.2, lift 8.0)
## PC1 > -0.4303757
## PC1 <= 9.363908
## PC2 <= 2.734492
## PC3 <= 0.1229528
## PC10 > -0.7514341
## PC16 > -1.00508
## PC37 > -1.191173
## PC60 <= 0.5588369
## PC83 > -0.04257414
## -> class 2\|3 [0.948]
##
## Rule 8/269: (53/2.6, lift 7.9)
## PC1 > -0.4303757
## PC1 <= 9.363908
## PC2 <= -0.6393787
## PC3 <= 0.1229528
## PC8 <= 0.5831117
## PC16 > -1.00508
## PC38 <= 0.3284798
## PC47 > -0.02200633
## PC83 <= -0.04257414
## -> class 2\|3 [0.935]
##
## Rule 8/270: (86.5/5.7, lift 7.8)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC11 <= 2.010254
## PC32 > -1.866445
## PC33 > -0.4276021
## PC53 <= -0.7760714
## -> class 2\|3 [0.925]
##
## Rule 8/271: (10.7/0.4, lift 7.6)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 > -0.5367944
## PC8 <= 1.639229
## PC22 > -0.8688946
## PC38 <= -0.128011
## PC40 <= 0.6287518
## PC44 <= 0.481405
## PC71 <= 0.1153366
## PC73 > 0.3493575
## -> class 2\|3 [0.893]
##
## Rule 8/272: (12.9/1.1, lift 7.3)
## PC1 > -0.4303757
## PC1 <= 9.363908
## PC2 <= -0.6393787
## PC3 <= 0.1229528
## PC8 <= 0.5831117
## PC16 > -1.00508
## PC38 > 0.3284798
## -> class 2\|3 [0.860]
##
## Rule 8/273: (43.1/5.7, lift 7.2)
## PC3 > 0.1229528
## PC3 <= 0.7181107
## PC10 > -0.7514341
## PC22 > 0.2711777
## PC44 > -0.01676826
## -> class 2\|3 [0.852]
##
## Rule 8/274: (12467.4/10114.9, lift 1.6)
## PC2 <= 2.734492
## -> class 2\|3 [0.189]
##
## Rule 8/275: (52, lift 25.3)
## PC1 <= -0.4303757
## PC8 <= -0.5367944
## PC19 <= -3.086079
## PC46 <= 0.4365204
## PC75 > 0.08424755
## -> class 2\|4 [0.981]
##
## Rule 8/276: (131.4/1.6, lift 25.3)
## PC8 <= -2.535652
## PC35 <= 1.989469
## PC45 <= 0.150697
## PC46 <= 0.4365204
## PC47 <= -0.3985327
## PC49 <= 0.114883
## PC57 <= 0.7094132
## PC75 <= 0.08424755
## PC78 <= -0.1246871
## PC80 > -0.7750584
## PC96 <= 0.287048
## -> class 2\|4 [0.980]
##
## Rule 8/277: (80.2/1.6, lift 25.0)
## PC1 <= -0.4303757
## PC2 <= 2.734492
## PC8 <= -0.5367944
## PC28 <= -0.3896254
## PC76 > -1.147777
## PC87 > -0.4263388
## PC88 <= 0.1190197
## -> class 2\|4 [0.969]
##
## Rule 8/278: (84.8/2, lift 24.9)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC10 <= -0.7514341
## PC19 > -1.342918
## PC21 > 0.02643494
## PC65 > -2.445986
## PC85 > 0.4219957
## -> class 2\|4 [0.966]
##
## Rule 8/279: (165.5/6, lift 24.7)
## PC2 <= 2.734492
## PC8 <= -2.535652
## PC11 <= 3.677321
## PC22 > -1.327249
## PC44 > 0.9164336
## PC67 > -0.7280881
## PC72 > -0.01141156
## -> class 2\|4 [0.958]
##
## Rule 8/280: (20.3, lift 24.6)
## PC2 <= 2.734492
## PC65 > 3.897452
## PC76 > -1.147777
## -> class 2\|4 [0.955]
##
## Rule 8/281: (17.5, lift 24.5)
## PC36 <= -11.39638
## -> class 2\|4 [0.949]
##
## Rule 8/282: (14.2/0.1, lift 24.0)
## PC1 > -0.4303757
## PC1 <= 9.363908
## PC2 <= 2.734492
## PC3 <= 0.1229528
## PC10 > -0.7514341
## PC16 > -1.00508
## PC37 > -1.191173
## PC60 > 0.5588369
## PC83 > -0.04257414
## -> class 2\|4 [0.931]
##
## Rule 8/283: (48.2/2.5, lift 24.0)
## PC2 <= 2.734492
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC14 <= -0.460202
## PC29 > 0.2790949
## PC49 <= 0.1765816
## -> class 2\|4 [0.931]
##
## Rule 8/284: (14.9/0.2, lift 23.9)
## PC1 <= -0.4303757
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC19 <= -3.372376
## PC96 > 0.02487071
## -> class 2\|4 [0.927]
##
## Rule 8/285: (7.6, lift 23.1)
## PC1 <= -0.4303757
## PC8 > -2.535652
## PC8 <= -0.5367944
## PC15 > 3.946699
## PC17 > -0.8603746
## PC32 > -1.866445
## -> class 2\|4 [0.896]
##
## Rule 8/286: (262.2/26.7, lift 23.1)
## PC8 <= -2.535652
## PC13 <= 0.3819516
## PC23 > 0.04467868
## PC35 <= 1.989469
## PC41 <= -0.1208776
## PC45 <= 0.150697
## PC46 <= 0.4365204
## PC49 <= 0.114883
## PC57 <= 0.7094132
## PC62 > -1.193576
## PC75 <= 0.08424755
## PC78 <= -0.1246871
## PC80 > -0.7750584
## PC86 > -0.5741252
## PC92 <= 0.1428698
## PC93 <= 0.4325431
## PC96 <= 0.2557816
## -> class 2\|4 [0.895]
##
## Rule 8/287: (19.4/2.4, lift 21.7)
## PC1 <= -0.4303757
## PC6 > 1.205061
## PC8 <= -2.535652
## PC49 > 0.114883
## PC75 <= 0.08424755
## PC96 <= 0.287048
## -> class 2\|4 [0.841]
##
## Rule 8/288: (4, lift 21.5)
## PC1 > -0.4303757
## PC2 <= 2.734492
## PC10 <= -0.7514341
## PC19 > -1.342918
## PC85 <= 0.4219957
## PC88 <= -0.2454263
## -> class 2\|4 [0.832]
##
## Default class: 2\|3
##
## ----- Trial 9: -----
##
## Rules:
##
## Rule 9/1: (49/0.4, lift 15.4)
## PC2 > 2.5099
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC33 > -1.328563
## PC56 <= 1.806744
## PC86 > 0.4936213
## PC87 > 0.03798841
## -> class 0\|0 [0.973]
##
## Rule 9/2: (72.2/1.1, lift 15.4)
## PC2 > 2.5099
## PC6 > -1.443306
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC18 <= 2.129967
## PC33 <= -1.328563
## PC50 <= 0.4002098
## -> class 0\|0 [0.972]
##
## Rule 9/3: (26.6, lift 15.3)
## PC2 > 2.5099
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 1.350428
## PC56 <= 1.806744
## PC86 <= -0.03800784
## PC87 <= 0.03798841
## PC100 > 0.5711982
## -> class 0\|0 [0.962]
##
## Rule 9/4: (33.1/1.1, lift 14.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.129967
## PC42 <= 2.839821
## PC56 <= 1.806744
## PC86 > -0.03800784
## PC87 <= 0.03798841
## -> class 0\|0 [0.940]
##
## Rule 9/5: (8.2, lift 14.3)
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC56 > 0.6853182
## PC70 <= -1.685047
## -> class 0\|0 [0.902]
##
## Rule 9/6: (23.9/1.8, lift 14.1)
## PC2 > 2.5099
## PC13 <= 5.532305
## PC18 > 2.129967
## PC27 > -2.199644
## PC31 <= -0.2454494
## PC55 > -0.4299491
## PC62 <= -0.176172
## -> class 0\|0 [0.892]
##
## Rule 9/7: (70.7/7.8, lift 13.9)
## PC2 > 2.5099
## PC6 > 0.2292304
## PC14 > 0.5644688
## PC18 > -0.6070462
## -> class 0\|0 [0.879]
##
## Rule 9/8: (4.9, lift 13.6)
## PC13 > 5.532305
## PC13 <= 11.79328
## PC18 > 2.498906
## PC53 <= -2.77415
## -> class 0\|0 [0.855]
##
## Rule 9/9: (19.3/3.1, lift 12.8)
## PC13 > 5.532305
## PC18 > 2.498906
## PC31 > 0.1783828
## PC84 > -2.63774
## -> class 0\|0 [0.808]
##
## Rule 9/10: (48.1/9, lift 12.7)
## PC2 > 2.5099
## PC13 <= 5.532305
## PC14 > 0.5644688
## PC18 > 1.350428
## PC18 <= 2.129967
## PC42 <= 2.839821
## PC56 <= 1.806744
## PC87 <= 0.03798841
## -> class 0\|0 [0.800]
##
## Rule 9/11: (51.8/14.7, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.443306
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > -0.6070462
## PC18 <= 2.129967
## PC42 <= 2.839821
## -> class 0\|0 [0.708]
##
## Rule 9/12: (14/4.1, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.775794
## PC14 <= 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.129967
## PC42 <= 2.839821
## PC59 > -1.35427
## PC76 <= -1.71424
## -> class 0\|0 [0.683]
##
## Rule 9/13: (50.1/17.8, lift 10.2)
## PC2 > 2.5099
## PC13 <= 11.79328
## PC14 > -1.775794
## PC18 > 2.498906
## PC31 <= 0.1783828
## PC96 <= -1.04715
## -> class 0\|0 [0.640]
##
## Rule 9/14: (1585.1/596.3, lift 9.9)
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC84 > -2.63774
## -> class 0\|0 [0.624]
##
## Rule 9/15: (125.1, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC6 <= 0.2292304
## PC13 <= 1.65137
## PC18 > -0.6070462
## PC18 <= 1.350428
## PC33 > -1.328563
## PC86 <= -0.03800784
## PC87 <= 0.03798841
## PC100 <= 0.5711982
## -> class 0\|1 [0.992]
##
## Rule 9/16: (88.1, lift 12.1)
## PC3 <= -1.485857
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC43 > -0.5872907
## PC56 > 0.6853182
## PC70 > -1.685047
## PC93 <= 1.5321
## -> class 0\|1 [0.989]
##
## Rule 9/17: (78.1, lift 12.1)
## PC2 > 2.5099
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC42 > 1.606127
## PC56 <= 0.6853182
## PC63 > -0.8391311
## PC99 > -1.153677
## -> class 0\|1 [0.988]
##
## Rule 9/18: (69.9, lift 12.0)
## PC4 <= -8.075791
## PC18 > 2.129967
## PC76 > -0.07148779
## -> class 0\|1 [0.986]
##
## Rule 9/19: (61.9, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC14 > -1.775794
## PC14 <= 0.5644688
## PC18 > -0.6070462
## PC41 > 0.1597055
## PC42 <= 2.839821
## PC76 > -1.71424
## PC90 > -1.97385
## -> class 0\|1 [0.984]
##
## Rule 9/20: (193.1/2.2, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.2292304
## PC13 <= 5.532305
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.129967
## PC33 > -1.328563
## PC56 <= 1.806744
## PC86 <= 0.4936213
## PC87 > 0.03798841
## -> class 0\|1 [0.984]
##
## Rule 9/21: (51.3, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC8 > 0.1415388
## PC18 > -0.6070462
## PC18 <= 0.2192922
## PC90 > -1.97385
## -> class 0\|1 [0.981]
##
## Rule 9/22: (45, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.532305
## PC18 > -0.6070462
## PC18 <= 0.2192922
## PC39 > -1.450917
## PC45 > 1.216059
## PC59 > -1.35427
## -> class 0\|1 [0.979]
##
## Rule 9/23: (42.4, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC8 <= 0.1415388
## PC14 > -1.775794
## PC18 > -0.6070462
## PC19 > 0.07711388
## PC42 <= 1.690911
## PC59 > -1.35427
## PC84 > -2.63774
## -> class 0\|1 [0.977]
##
## Rule 9/24: (78.8/0.9, lift 11.9)
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC25 > 0.08869121
## PC32 <= 0.6346551
## PC40 > -1.096531
## PC91 <= 1.025158
## PC97 > 0.06804004
## PC99 > -1.153677
## -> class 0\|1 [0.977]
##
## Rule 9/25: (39.6, lift 11.9)
## PC4 <= -8.075791
## PC23 > 1.79573
## PC30 > -2.367213
## PC63 > -0.8391311
## -> class 0\|1 [0.976]
##
## Rule 9/26: (84.7/1.5, lift 11.9)
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC55 <= -0.4299491
## PC65 > -2.35891
## PC99 > -1.153677
## -> class 0\|1 [0.971]
##
## Rule 9/27: (32.8, lift 11.9)
## PC13 > 0.4778326
## PC13 <= 5.532305
## PC18 > 2.129967
## PC32 <= 0.6346551
## PC45 <= 1.486699
## PC63 > -0.8391311
## PC97 > 0.06804004
## -> class 0\|1 [0.971]
##
## Rule 9/28: (36.2, lift 11.9)
## PC2 > 2.5099
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > -0.6070462
## PC31 > -0.2454494
## PC45 <= 1.486699
## PC56 <= 0.6853182
## PC63 > -0.8391311
## PC93 > 1.463244
## PC99 > -1.153677
## -> class 0\|1 [0.971]
##
## Rule 9/29: (31.2, lift 11.9)
## PC4 <= -8.075791
## PC18 > 2.129967
## PC63 > -0.8391311
## PC90 > 0.55565
## -> class 0\|1 [0.970]
##
## Rule 9/30: (53.4/1, lift 11.8)
## PC4 <= -8.075791
## PC18 > 2.129967
## PC20 > -2.143878
## -> class 0\|1 [0.963]
##
## Rule 9/31: (105.9/3.5, lift 11.7)
## PC4 <= 6.188375
## PC13 > 5.532305
## PC13 <= 11.79328
## PC18 > 2.498906
## PC31 <= 0.1783828
## PC42 <= 2.839821
## PC53 > -2.77415
## PC96 > -1.04715
## -> class 0\|1 [0.958]
##
## Rule 9/32: (17.9, lift 11.6)
## PC14 > -1.775794
## PC18 > 2.129967
## PC27 <= -2.199644
## PC33 > -1.946883
## PC42 <= 2.839821
## PC99 > -1.153677
## -> class 0\|1 [0.950]
##
## Rule 9/33: (390.5/20.1, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.775794
## PC14 <= 0.5644688
## PC18 > 0.2192922
## PC18 <= 2.129967
## PC39 > -1.450917
## PC42 <= 1.690911
## PC59 > -1.35427
## PC71 <= 0.9832113
## PC76 > -1.71424
## PC90 > -1.97385
## PC99 > -1.332066
## -> class 0\|1 [0.946]
##
## Rule 9/34: (107.2/6.1, lift 11.4)
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC30 > -2.367213
## PC33 <= -1.946883
## -> class 0\|1 [0.935]
##
## Rule 9/35: (14.1, lift 11.4)
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > -0.6070462
## PC29 > 3.151391
## PC33 > -1.946883
## PC42 <= 2.839821
## PC99 > -1.153677
## -> class 0\|1 [0.932]
##
## Rule 9/36: (25.7/1.2, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.179344
## PC18 <= -0.6070462
## PC43 <= -0.6974066
## PC64 > -3.031896
## PC93 <= 1.314783
## -> class 0\|1 [0.922]
##
## Rule 9/37: (10.8, lift 11.3)
## PC2 > 2.5099
## PC13 <= 5.532305
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.129967
## PC33 <= -1.328563
## PC42 <= 2.839821
## PC50 > 0.4002098
## -> class 0\|1 [0.922]
##
## Rule 9/38: (10.7, lift 11.3)
## PC2 > 2.5099
## PC14 > -1.775794
## PC18 > 2.129967
## PC56 <= 0.6853182
## PC63 > -0.8391311
## PC94 <= -0.8800409
## PC97 > 0.06804004
## PC99 > -1.153677
## -> class 0\|1 [0.921]
##
## Rule 9/39: (47.2/3.6, lift 11.1)
## PC3 <= 1.640775
## PC18 <= -0.6070462
## PC31 <= -0.01619392
## PC57 > 0.2684259
## PC78 > 1.749331
## -> class 0\|1 [0.907]
##
## Rule 9/40: (93.2/8.2, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC31 <= -0.2454494
## PC32 <= 0.6346551
## PC56 <= 0.6853182
## PC62 > -0.176172
## PC99 > -1.153677
## -> class 0\|1 [0.903]
##
## Rule 9/41: (8, lift 11.0)
## PC2 > 2.5099
## PC18 > -0.6070462
## PC40 > -1.712465
## PC42 > 2.839821
## -> class 0\|1 [0.900]
##
## Rule 9/42: (32/3, lift 10.8)
## PC2 > 2.5099
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC74 > 2.393468
## -> class 0\|1 [0.882]
##
## Rule 9/43: (6.2, lift 10.7)
## PC4 <= -7.746524
## PC50 > 1.05512
## -> class 0\|1 [0.877]
##
## Rule 9/44: (23.4/2.4, lift 10.6)
## PC4 <= -8.075791
## PC13 <= -2.73854
## PC63 > -0.8391311
## -> class 0\|1 [0.865]
##
## Rule 9/45: (73.2/9.6, lift 10.5)
## PC4 > -8.075791
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC19 <= -0.01211329
## PC32 <= 0.6346551
## PC40 <= -1.096531
## PC55 > -0.2069452
## PC97 > 0.06804004
## -> class 0\|1 [0.859]
##
## Rule 9/46: (52.2/6.8, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.01419809
## PC18 > -0.6070462
## PC18 <= 2.129967
## PC59 <= -1.35427
## -> class 0\|1 [0.856]
##
## Rule 9/47: (4.7, lift 10.4)
## PC13 > 5.532305
## PC18 <= 2.498906
## PC35 <= -0.6608484
## -> class 0\|1 [0.852]
##
## Rule 9/48: (168.9/25.5, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC8 <= 0.1415388
## PC13 <= 5.532305
## PC18 > -0.6070462
## PC39 > -1.450917
## PC42 <= 1.690911
## PC59 > -1.35427
## PC86 <= -0.7577536
## PC90 > -1.97385
## -> class 0\|1 [0.845]
##
## Rule 9/49: (4.3, lift 10.3)
## PC18 > 2.129967
## PC32 > 0.6255438
## PC32 <= 0.6346551
## PC99 > -1.153677
## -> class 0\|1 [0.841]
##
## Rule 9/50: (15.8/1.9, lift 10.2)
## PC2 > 2.5099
## PC13 <= 5.532305
## PC14 > -1.775794
## PC18 > 2.129967
## PC19 > -0.01211329
## PC56 <= 0.6853182
## PC63 > -0.8391311
## PC99 > -1.153677
## -> class 0\|1 [0.838]
##
## Rule 9/51: (52.4/9.7, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.179344
## PC18 <= -0.6070462
## PC44 > 0.7221023
## PC64 > -3.031896
## PC93 <= 1.314783
## -> class 0\|1 [0.803]
##
## Rule 9/52: (49.6/10.9, lift 9.4)
## PC13 <= 5.532305
## PC18 > 2.129967
## PC32 <= 0.6346551
## PC55 <= -0.2069452
## PC63 > -0.8391311
## PC65 > -2.35891
## PC99 > -1.153677
## -> class 0\|1 [0.769]
##
## Rule 9/53: (41.4/9.9, lift 9.2)
## PC10 <= -7.383991
## PC18 > -1.179344
## PC93 <= 1.314783
## -> class 0\|1 [0.750]
##
## Rule 9/54: (81.4, lift 10.3)
## PC2 > 2.5099
## PC15 <= 0.787059
## PC18 > -2.745644
## PC18 <= -1.179344
## PC19 > -0.08697719
## PC32 <= 0.5255202
## PC52 > -1.910764
## PC60 > -1.15684
## PC61 <= -0.5470847
## PC66 <= 3.829112
## PC91 <= 3.542653
## -> class 0\|2 [0.988]
##
## Rule 9/55: (69.6, lift 10.3)
## PC4 <= -7.746524
## PC18 <= -1.179344
## PC50 <= 1.05512
## PC60 <= -0.06275523
## -> class 0\|2 [0.986]
##
## Rule 9/56: (71.6, lift 10.3)
## PC4 <= -7.746524
## PC18 <= -0.6070462
## PC50 <= 1.05512
## PC64 > 0.2858783
## -> class 0\|2 [0.986]
##
## Rule 9/57: (61.9/0.3, lift 10.3)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC7 <= -0.5128743
## PC18 > -2.745644
## PC18 <= -1.179344
## PC32 > -1.784234
## PC64 > -3.031896
## PC91 <= 3.542653
## PC93 > 0.2814403
## -> class 0\|2 [0.980]
##
## Rule 9/58: (174.7/3, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -7.383991
## PC11 > -0.06227817
## PC18 > -1.179344
## PC18 <= -0.6070462
## PC26 > -0.4104511
## PC28 <= 3.778366
## PC32 > -2.044558
## PC43 > -0.6974066
## PC44 <= 0.7221023
## PC77 <= 0.249985
## PC83 > -0.8894866
## PC93 <= 1.314783
## -> class 0\|2 [0.977]
##
## Rule 9/59: (44.3, lift 10.2)
## PC3 <= 1.640775
## PC18 > -2.745644
## PC18 <= -1.179344
## PC22 <= -0.0201489
## PC43 <= -0.6108432
## PC61 > -0.5470847
## PC75 > -0.08548965
## PC93 <= 0.2814403
## -> class 0\|2 [0.976]
##
## Rule 9/60: (73.5/1, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.179344
## PC28 <= 0.4418741
## PC49 > 0.9721346
## PC52 > -1.910764
## PC60 > -1.15684
## PC61 > -0.6514298
## -> class 0\|2 [0.974]
##
## Rule 9/61: (29, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.787059
## PC18 > -2.745644
## PC38 > -0.3432794
## PC52 > -1.910764
## PC61 > -0.5470847
## PC66 <= 3.829112
## PC72 > -0.2335936
## PC91 <= -1.349176
## PC93 <= 0.2814403
## -> class 0\|2 [0.968]
##
## Rule 9/62: (25.4, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.05072255
## PC18 <= -2.745644
## PC31 <= 0.1258671
## PC52 > -1.910764
## PC75 <= -0.5441555
## PC91 <= 3.542653
## -> class 0\|2 [0.964]
##
## Rule 9/63: (78.8/2, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.05072255
## PC31 <= 0.1258671
## PC32 > -1.784234
## PC32 <= -1.307277
## PC75 > -0.5441555
## -> class 0\|2 [0.963]
##
## Rule 9/64: (138.6/4.7, lift 10.0)
## PC4 <= -5.53159
## PC18 > -2.305537
## PC18 <= -1.179344
## PC32 > -1.784234
## PC32 <= 0.9011151
## PC49 <= 0.9721346
## PC52 > -1.910764
## PC66 <= 1.685282
## PC93 > -1.124399
## -> class 0\|2 [0.959]
##
## Rule 9/65: (21.4, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC52 > -1.910764
## PC56 <= -6.408858
## PC64 > -3.031896
## PC66 <= 3.829112
## PC78 <= 1.749331
## -> class 0\|2 [0.957]
##
## Rule 9/66: (22.6/0.2, lift 10.0)
## PC3 <= 1.640775
## PC18 <= -0.6070462
## PC78 <= 1.749331
## PC82 <= -4.371265
## -> class 0\|2 [0.952]
##
## Rule 9/67: (19, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.745644
## PC18 <= -0.6070462
## PC43 > -0.6108432
## PC48 > 0.4269449
## PC49 <= 0.9721346
## PC52 > -1.910764
## PC58 <= 3.36492
## PC78 > -0.08703781
## PC93 <= 0.2814403
## -> class 0\|2 [0.952]
##
## Rule 9/68: (40.4/1.1, lift 10.0)
## PC4 > -5.53159
## PC18 > -2.745644
## PC18 <= -1.179344
## PC52 > -1.910764
## PC79 > 1.264312
## PC93 <= 0.2814403
## -> class 0\|2 [0.951]
##
## Rule 9/69: (98.3/4.1, lift 9.9)
## PC3 <= 1.640775
## PC13 > 0.9729065
## PC18 > -2.745644
## PC18 <= -1.179344
## PC20 > -2.360649
## PC30 <= -0.8006646
## PC32 <= 0.9011151
## PC49 <= 0.9721346
## PC91 <= 3.542653
## PC93 <= 0.2814403
## -> class 0\|2 [0.949]
##
## Rule 9/70: (119.9/5.3, lift 9.9)
## PC3 <= 1.640775
## PC15 > 0.787059
## PC18 <= -1.179344
## PC64 > -3.031896
## PC78 <= 1.749331
## PC86 <= 0.08407711
## -> class 0\|2 [0.948]
##
## Rule 9/71: (105.9/5, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -5.53159
## PC15 <= 0.787059
## PC18 > -2.745644
## PC18 <= -0.6070462
## PC38 > -0.3432794
## PC60 > -1.15684
## PC72 <= -0.2335936
## PC79 <= 1.264312
## PC91 <= 3.542653
## PC93 <= 0.2814403
## -> class 0\|2 [0.945]
##
## Rule 9/72: (32.5/1, lift 9.9)
## PC3 <= 1.640775
## PC18 > -2.745644
## PC18 <= -1.179344
## PC28 <= -1.472077
## PC38 > -0.3432794
## PC49 <= 0.9721346
## PC93 <= 0.2814403
## -> class 0\|2 [0.941]
##
## Rule 9/73: (14.2, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.745644
## PC18 <= -1.179344
## PC28 > -1.472077
## PC32 <= 0.9011151
## PC38 > -0.3432794
## PC43 > -0.6108432
## PC79 <= 1.264312
## PC82 <= -0.9587206
## PC91 <= 3.542653
## PC93 <= 0.2814403
## -> class 0\|2 [0.933]
##
## Rule 9/74: (48.9/2.5, lift 9.7)
## PC2 > 2.5099
## PC13 <= 0.9729065
## PC18 > -2.745644
## PC18 <= -1.179344
## PC38 > -0.3432794
## PC43 > -0.6108432
## PC49 > 0.6589605
## PC52 > -1.910764
## PC93 <= 0.2814403
## -> class 0\|2 [0.931]
##
## Rule 9/75: (23/0.8, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.05072255
## PC18 <= -2.745644
## PC57 > 0.6278813
## PC78 <= 1.749331
## -> class 0\|2 [0.928]
##
## Rule 9/76: (63/4.7, lift 9.6)
## PC2 > 2.5099
## PC4 > -7.746524
## PC18 > -2.745644
## PC18 <= -1.179344
## PC32 > 0.9011151
## PC49 <= 0.9721346
## PC52 > -1.910764
## PC61 > -0.5470847
## PC64 > -3.031896
## PC66 <= 3.829112
## PC78 <= 1.749331
## -> class 0\|2 [0.913]
##
## Rule 9/77: (31.8/2.1, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC74 > 4.213144
## PC78 <= 1.749331
## -> class 0\|2 [0.908]
##
## Rule 9/78: (7.9, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.4296522
## PC93 > 0.2814403
## -> class 0\|2 [0.899]
##
## Rule 9/79: (5.9, lift 9.1)
## PC2 > 2.5099
## PC2 <= 3.280948
## PC18 <= -2.745644
## PC31 <= 0.1258671
## -> class 0\|2 [0.873]
##
## Rule 9/80: (51.1/5.8, lift 9.1)
## PC3 <= 1.640775
## PC18 > -2.745644
## PC18 <= -1.179344
## PC43 > -0.6108432
## PC45 > 1.161188
## PC49 <= 0.9721346
## PC78 > -0.08703781
## PC78 <= 1.749331
## PC93 <= 0.2814403
## -> class 0\|2 [0.871]
##
## Rule 9/81: (24.2/2.8, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.745644
## PC18 <= -1.179344
## PC32 <= 0.9011151
## PC38 > -0.3432794
## PC52 > -1.910764
## PC78 > -0.08703781
## PC93 <= 0.2814403
## PC99 <= -0.5947444
## -> class 0\|2 [0.853]
##
## Rule 9/82: (50.9/7.9, lift 8.7)
## PC3 <= 1.640775
## PC18 <= -0.6070462
## PC19 <= 0.4963779
## PC31 <= -0.01619392
## PC57 <= 0.2684259
## PC78 > 1.749331
## -> class 0\|2 [0.831]
##
## Rule 9/83: (88.1/14.4, lift 8.7)
## PC2 > 2.5099
## PC8 > 0.04292451
## PC18 <= -2.745644
## PC31 <= 0.1258671
## PC60 > -1.15684
## PC78 <= 1.749331
## -> class 0\|2 [0.829]
##
## Rule 9/84: (124.3/23.1, lift 8.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.05072255
## PC31 <= 0.1258671
## PC32 > -1.784234
## PC52 > -1.910764
## PC57 <= 0.6278813
## PC75 > -0.5441555
## PC78 <= 1.749331
## PC82 > -4.371265
## PC98 > 0.6952597
## -> class 0\|2 [0.809]
##
## Rule 9/85: (6562.4/4658.1, lift 3.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## -> class 0\|2 [0.290]
##
## Rule 9/86: (127.4, lift 10.9)
## PC13 > 0.9729065
## PC15 <= 0.787059
## PC18 <= -1.179344
## PC20 <= -2.360649
## PC32 > -1.784234
## PC32 <= 0.9011151
## PC43 > -0.6108432
## PC49 <= 0.9721346
## PC61 > -0.5470847
## PC78 <= 1.749331
## -> class 0\|3 [0.992]
##
## Rule 9/87: (39.7, lift 10.7)
## PC14 > -1.775794
## PC18 > -0.6070462
## PC40 <= -1.712465
## PC42 > 2.839821
## PC98 <= -1.222279
## -> class 0\|3 [0.976]
##
## Rule 9/88: (212.7/4.6, lift 10.7)
## PC4 > -5.53159
## PC13 <= 0.9729065
## PC15 <= 0.787059
## PC18 > -2.745644
## PC18 <= -1.179344
## PC32 <= 0.9011151
## PC43 > -0.6108432
## PC49 <= 0.6589605
## PC72 > -0.2335936
## PC75 > -0.08548965
## PC78 <= -0.08703781
## PC79 <= 1.264312
## PC82 > -0.9587206
## -> class 0\|3 [0.974]
##
## Rule 9/89: (30.6, lift 10.6)
## PC13 > 5.532305
## PC18 <= 2.498906
## PC36 > 1.476349
## PC42 <= 2.839821
## -> class 0\|3 [0.969]
##
## Rule 9/90: (42.3/1, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC84 <= -2.63774
## -> class 0\|3 [0.954]
##
## Rule 9/91: (21.1, lift 10.4)
## PC3 <= 1.640775
## PC18 > -1.179344
## PC18 <= -0.6070462
## PC26 <= -0.4104511
## PC43 > -0.6974066
## PC44 <= 0.7221023
## PC83 > -0.8894866
## -> class 0\|3 [0.953]
##
## Rule 9/92: (46.9/1.6, lift 10.4)
## PC13 > 5.532305
## PC18 <= 2.498906
## PC31 > 0.2311903
## -> class 0\|3 [0.946]
##
## Rule 9/93: (43.9/4, lift 9.8)
## PC13 > 5.532305
## PC18 <= 2.498906
## PC35 > -0.6608484
## PC57 <= 1.012731
## PC69 > -0.4289932
## -> class 0\|3 [0.891]
##
## Rule 9/94: (6.8, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5644688
## PC16 > 0.5664172
## PC18 > -0.6070462
## PC59 <= -1.35427
## -> class 0\|3 [0.887]
##
## Rule 9/95: (93.3/10.2, lift 9.7)
## PC13 > 5.532305
## PC18 <= 2.498906
## PC42 <= 2.839821
## PC57 > 1.012731
## -> class 0\|3 [0.882]
##
## Rule 9/96: (27.6/2.6, lift 9.6)
## PC13 > 5.532305
## PC18 <= 2.498906
## PC69 <= -0.4289932
## PC71 <= -0.6214744
## PC84 > -2.63774
## -> class 0\|3 [0.877]
##
## Rule 9/97: (43.1/5.8, lift 9.3)
## PC2 > 2.5099
## PC14 <= -1.775794
## PC18 > -0.6070462
## PC38 > 1.380526
## -> class 0\|3 [0.850]
##
## Rule 9/98: (3011.2/1403.2, lift 5.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.6070462
## -> class 0\|3 [0.534]
##
## Rule 9/99: (206.5, lift 15.5)
## PC1 > -0.430681
## PC14 <= -1.848327
## PC94 <= -0.105487
## -> class 1\|0 [0.995]
##
## Rule 9/100: (119.2, lift 15.4)
## PC1 > -0.430681
## PC6 <= -3.169151
## PC7 > 0.1284205
## PC11 <= -0.8052899
## PC68 <= 1.082112
## -> class 1\|0 [0.992]
##
## Rule 9/101: (145.8/0.8, lift 15.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC13 <= 0.2095596
## PC16 <= -1.941889
## PC77 > 0.3109092
## PC94 > -0.1598623
## -> class 1\|0 [0.988]
##
## Rule 9/102: (81.3, lift 15.4)
## PC1 > -0.1814509
## PC1 <= 0.3860425
## PC3 > 0.3946835
## PC10 <= -0.1517843
## PC16 <= 0.3594292
## PC21 > 0.4376473
## -> class 1\|0 [0.988]
##
## Rule 9/103: (128.8/1.9, lift 15.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.627075
## PC12 <= -0.5833734
## PC18 > -0.3420746
## PC22 > 0.1221173
## PC77 <= 0.7041603
## PC92 <= 0.4989451
## PC94 <= 0.03857326
## -> class 1\|0 [0.978]
##
## Rule 9/104: (537.3/15.3, lift 15.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC6 <= 5.1094
## PC7 <= 7.681071
## PC10 <= 0.6697507
## PC13 <= 0.2095596
## PC16 <= -1.941889
## PC44 > -1.455863
## PC91 > -0.5243187
## -> class 1\|0 [0.970]
##
## Rule 9/105: (95.3/2.2, lift 15.1)
## PC2 > 2.673694
## PC8 > -3.627075
## PC9 > -0.7472885
## PC16 <= -0.9381145
## PC18 > -0.3420746
## PC18 <= 0.7362046
## PC19 <= 0.3643757
## PC27 <= 0.6383951
## PC43 > -0.9742163
## PC88 > -0.3526908
## PC88 <= -0.2154914
## PC92 <= 0.4989451
## -> class 1\|0 [0.967]
##
## Rule 9/106: (109.3/3.4, lift 14.9)
## PC2 > 2.673694
## PC3 > 1.640775
## PC9 > -0.7472885
## PC18 > -0.3420746
## PC19 <= 0.3643757
## PC22 > 0.1221173
## PC43 > -0.9742163
## PC50 > 0.1592645
## PC75 <= 0.1696828
## PC88 > -0.3526908
## PC92 <= 0.4989451
## PC94 <= 0.03857326
## -> class 1\|0 [0.960]
##
## Rule 9/107: (286.9/11, lift 14.9)
## PC2 <= 2.5099
## PC10 <= 0.6697507
## PC14 <= -1.624508
## PC16 <= -1.941889
## PC34 > 0.3663474
## -> class 1\|0 [0.959]
##
## Rule 9/108: (16.2, lift 14.7)
## PC1 > -0.430681
## PC10 > 0.6697507
## PC16 <= -1.941889
## PC44 > -1.455863
## PC94 > -0.1598623
## PC95 <= -0.5842544
## -> class 1\|0 [0.945]
##
## Rule 9/109: (8.4, lift 14.1)
## PC1 > 0.3860425
## PC2 <= 2.5099
## PC8 > -3.591267
## PC16 <= 0.3594292
## PC24 > 2.664821
## -> class 1\|0 [0.904]
##
## Rule 9/110: (26.7/9.1, lift 10.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.591267
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC35 <= 0.78619
## PC48 > 0.6548464
## -> class 1\|0 [0.648]
##
## Rule 9/111: (143.8, lift 19.1)
## PC1 > -0.1814509
## PC1 <= 0.3860425
## PC3 > 0.3946835
## PC10 > -0.1517843
## PC16 > -1.941889
## PC16 <= 0.3594292
## -> class 1\|1 [0.993]
##
## Rule 9/112: (105, lift 19.1)
## PC5 > 12.1829
## PC16 <= -1.941889
## PC44 > -1.455863
## PC95 > -0.06860722
## -> class 1\|1 [0.991]
##
## Rule 9/113: (77.9, lift 19.0)
## PC1 > -0.430681
## PC1 <= 0.3860425
## PC2 <= 2.5099
## PC3 > 0.3946835
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC21 <= 0.4376473
## -> class 1\|1 [0.987]
##
## Rule 9/114: (44.3/0.2, lift 18.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.169151
## PC7 <= 0.1284205
## PC16 > -1.941889
## PC23 <= 1.996138
## PC82 <= 0.3274489
## -> class 1\|1 [0.974]
##
## Rule 9/115: (35.4, lift 18.7)
## PC1 > -0.3347962
## PC5 <= 12.1829
## PC6 > 5.1094
## PC10 <= 0.6697507
## PC14 > -1.624508
## PC16 <= -1.941889
## -> class 1\|1 [0.973]
##
## Rule 9/116: (42.4/0.2, lift 18.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.169151
## PC11 > -0.8052899
## PC16 > -1.941889
## PC23 <= 1.996138
## PC53 > -1.884559
## PC82 <= 0.3274489
## -> class 1\|1 [0.973]
##
## Rule 9/117: (182.5/4.2, lift 18.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > 0.6697507
## PC16 <= -1.941889
## PC28 <= 0.2453049
## PC44 > -1.455863
## PC77 <= 0.3109092
## PC94 > -0.1598623
## PC95 > -0.5842544
## PC99 <= 1.451252
## -> class 1\|1 [0.972]
##
## Rule 9/118: (31.5, lift 18.7)
## PC1 > -0.430681
## PC6 <= 5.1094
## PC16 <= -1.941889
## PC28 <= 0.2453049
## PC91 <= -0.5243187
## -> class 1\|1 [0.970]
##
## Rule 9/119: (26.4, lift 18.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.3946835
## PC6 > -3.169151
## PC8 > -3.591267
## PC14 > -1.848327
## PC19 > -1.342918
## PC86 > 0.6530707
## -> class 1\|1 [0.965]
##
## Rule 9/120: (26.7, lift 18.5)
## PC1 > -0.1814509
## PC3 <= 0.3946835
## PC6 > -3.169151
## PC9 > 0.1879727
## PC14 > -1.848327
## PC16 > -1.941889
## PC19 > -1.342918
## -> class 1\|1 [0.962]
##
## Rule 9/121: (22.2, lift 18.5)
## PC1 > -0.3347962
## PC5 <= 12.1829
## PC6 > 5.1094
## PC10 <= 0.6697507
## PC16 <= -1.941889
## PC34 <= 0.3663474
## -> class 1\|1 [0.959]
##
## Rule 9/122: (19.1, lift 18.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.169151
## PC23 <= 1.996138
## PC53 > -1.884559
## PC68 > 1.082112
## -> class 1\|1 [0.952]
##
## Rule 9/123: (73.9/3.4, lift 18.2)
## PC1 > 0.3860425
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC9 > -1.497579
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC19 > -1.677214
## PC19 <= 2.10779
## PC37 > -0.6409275
## PC66 <= 0.1482805
## -> class 1\|1 [0.943]
##
## Rule 9/124: (8, lift 17.3)
## PC2 <= 2.5099
## PC7 > 7.681071
## -> class 1\|1 [0.900]
##
## Rule 9/125: (5.2, lift 16.6)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC81 > 0.4422784
## -> class 1\|1 [0.861]
##
## Rule 9/126: (19.1/4.4, lift 14.3)
## PC1 > -0.1814509
## PC14 <= -1.848327
## PC16 > -1.941889
## PC35 <= 0.78619
## PC94 > -0.105487
## -> class 1\|1 [0.743]
##
## Rule 9/127: (1221.3/813, lift 6.4)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.335]
##
## Rule 9/128: (121.1, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.3946835
## PC14 > -1.848327
## PC16 > -1.941889
## PC89 <= -0.1670063
## PC100 > 0.1844041
## -> class 1\|2 [0.992]
##
## Rule 9/129: (107, lift 15.1)
## PC1 > -0.430681
## PC3 > 0.3946835
## PC3 <= 1.106602
## PC16 > 0.3594292
## PC100 > 0.1844041
## -> class 1\|2 [0.991]
##
## Rule 9/130: (93.4, lift 15.1)
## PC3 > 0.3946835
## PC9 > -1.497579
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC19 <= -1.677214
## -> class 1\|2 [0.990]
##
## Rule 9/131: (85.1, lift 15.1)
## PC3 > 0.3946835
## PC6 > -3.169151
## PC16 > 0.3594292
## PC18 <= -0.08672471
## PC60 > -1.042585
## PC68 > 0.6046719
## PC74 > -0.3647397
## PC89 <= 0.6557855
## -> class 1\|2 [0.989]
##
## Rule 9/132: (77.5, lift 15.1)
## PC2 <= 2.5099
## PC3 > 0.3946835
## PC9 > -1.497579
## PC16 <= 0.3594292
## PC35 <= 0.78619
## PC37 <= -0.6409275
## PC66 <= 0.1482805
## -> class 1\|2 [0.987]
##
## Rule 9/133: (77.1, lift 15.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.3946835
## PC14 > -1.848327
## PC16 > 0.3594292
## PC40 > 0.4248171
## PC100 > 0.1844041
## -> class 1\|2 [0.987]
##
## Rule 9/134: (64.7, lift 15.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -3.169151
## PC13 <= -0.384605
## PC14 > -1.848327
## PC16 > 0.3594292
## PC50 > -0.4096445
## -> class 1\|2 [0.985]
##
## Rule 9/135: (50.9, lift 15.0)
## PC1 > -0.430681
## PC6 > -3.169151
## PC8 > -3.591267
## PC14 > -1.848327
## PC16 > -1.941889
## PC19 > 2.10779
## PC66 <= 0.1482805
## -> class 1\|2 [0.981]
##
## Rule 9/136: (47.4, lift 14.9)
## PC1 > 13.61654
## PC3 > 0.3946835
## PC9 > -1.497579
## PC14 > -1.848327
## PC16 > -1.941889
## -> class 1\|2 [0.978]
##
## Rule 9/137: (40.8, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC64 <= -1.090641
## -> class 1\|2 [0.977]
##
## Rule 9/138: (161.6/3, lift 14.9)
## PC1 > -0.1814509
## PC3 <= 0.3946835
## PC6 > -3.169151
## PC8 > -3.591267
## PC16 > -1.941889
## PC18 <= 0.1642319
## PC19 <= -1.342918
## PC35 <= 0.78619
## PC82 > -0.1607774
## PC95 <= 0.575142
## -> class 1\|2 [0.976]
##
## Rule 9/139: (39.8, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC60 <= -0.9522031
## -> class 1\|2 [0.976]
##
## Rule 9/140: (38.4, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC14 > -1.848327
## PC16 > -1.941889
## PC29 > 0.3908312
## PC100 > 0.1844041
## -> class 1\|2 [0.975]
##
## Rule 9/141: (36.6, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -3.169151
## PC8 > -3.591267
## PC14 > -1.848327
## PC20 <= -0.01728086
## PC53 > 1.072948
## PC100 > 0.1844041
## -> class 1\|2 [0.974]
##
## Rule 9/142: (196.1/4.4, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC48 <= 0.2171234
## PC61 > -0.7474916
## -> class 1\|2 [0.973]
##
## Rule 9/143: (169.8/7.4, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.5289698
## PC16 > 0.5655206
## PC38 <= 0.2102903
## PC46 <= 0.1508701
## -> class 1\|2 [0.951]
##
## Rule 9/144: (17.3, lift 14.5)
## PC2 <= -2.539608
## PC3 > 0.3946835
## PC35 <= 0.78619
## PC66 > 0.1482805
## -> class 1\|2 [0.948]
##
## Rule 9/145: (29.8/0.9, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -3.169151
## PC8 > -3.591267
## PC13 > -0.384605
## PC16 > -1.941889
## PC18 <= -0.08672471
## PC60 > -1.042585
## PC74 <= -0.3647397
## PC81 <= 1.431748
## PC100 <= 0.1844041
## -> class 1\|2 [0.940]
##
## Rule 9/146: (297.4/16.9, lift 14.4)
## PC1 > -0.430681
## PC5 > 3.340188
## PC14 > -1.848327
## PC16 > 0.3594292
## PC18 <= 0.1174222
## -> class 1\|2 [0.940]
##
## Rule 9/147: (13.2, lift 14.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC22 > 4.506784
## PC60 > -1.042585
## PC100 <= 0.1844041
## -> class 1\|2 [0.934]
##
## Rule 9/148: (36.8/1.9, lift 14.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 3.340188
## PC6 > -3.169151
## PC16 > 0.3594292
## PC20 > -0.01728086
## PC100 > 0.1844041
## -> class 1\|2 [0.926]
##
## Rule 9/149: (8.8, lift 13.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.591267
## PC16 > -1.941889
## PC18 > -0.08896717
## PC18 <= -0.08672471
## PC74 > -0.3647397
## -> class 1\|2 [0.908]
##
## Rule 9/150: (6.7, lift 13.5)
## PC1 > 0.3860425
## PC2 <= 2.5099
## PC3 > 4.937607
## PC14 > -1.848327
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC24 <= 2.664821
## PC66 > 0.1482805
## -> class 1\|2 [0.885]
##
## Rule 9/151: (18.8/1.6, lift 13.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 3.340188
## PC6 > -3.169151
## PC8 > -3.591267
## PC16 > -1.941889
## PC89 > 0.6557855
## PC100 <= 0.1844041
## -> class 1\|2 [0.877]
##
## Rule 9/152: (6.1, lift 13.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC63 <= -1.579399
## -> class 1\|2 [0.876]
##
## Rule 9/153: (5.1, lift 13.1)
## PC5 > 12.1829
## PC16 <= -1.941889
## PC95 <= -0.06860722
## -> class 1\|2 [0.860]
##
## Rule 9/154: (127.4/17.5, lift 13.1)
## PC2 <= 2.5099
## PC3 > 0.3946835
## PC14 > -1.848327
## PC16 > 0.3594292
## PC49 > 0.6831285
## PC100 > 0.1844041
## -> class 1\|2 [0.857]
##
## Rule 9/155: (221.4/33.7, lift 12.9)
## PC1 > -0.1814509
## PC6 > -3.169151
## PC14 > -1.848327
## PC16 > -1.941889
## PC60 > 1.80998
## -> class 1\|2 [0.845]
##
## Rule 9/156: (45.8/7.5, lift 12.6)
## PC1 > -0.430681
## PC8 <= -3.591267
## PC19 <= -1.607163
## -> class 1\|2 [0.823]
##
## Rule 9/157: (16/2.5, lift 12.3)
## PC2 <= 2.5099
## PC16 <= -1.941889
## PC44 <= -1.455863
## -> class 1\|2 [0.806]
##
## Rule 9/158: (15.6/2.9, lift 11.9)
## PC2 <= 2.5099
## PC16 <= -1.941889
## PC28 > 0.2453049
## -> class 1\|2 [0.780]
##
## Rule 9/159: (40.4/9.4, lift 11.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC83 <= -0.4227733
## -> class 1\|2 [0.754]
##
## Rule 9/160: (32.6/10.9, lift 10.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.591267
## PC16 > -1.941889
## PC35 > 0.78619
## PC44 <= 0.9945
## -> class 1\|2 [0.656]
##
## Rule 9/161: (187.3/1.2, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC38 > 0.2102903
## PC48 > 0.2171234
## PC60 > -0.9522031
## -> class 1\|3 [0.988]
##
## Rule 9/162: (176.3/15.6, lift 12.9)
## PC3 > 1.106602
## PC5 <= 3.340188
## PC6 > -3.169151
## PC13 > -0.384605
## PC16 > 0.3594292
## PC20 <= -0.01728086
## PC29 <= 0.3908312
## PC40 <= 0.4248171
## PC49 <= 0.6831285
## PC53 <= 1.072948
## PC89 > -0.1670063
## PC100 > 0.1844041
## -> class 1\|3 [0.907]
##
## Rule 9/163: (170.1/16, lift 12.8)
## PC1 > -0.1814509
## PC3 > 0.3946835
## PC6 > -3.169151
## PC8 > -3.591267
## PC16 > 0.3594292
## PC18 > 0.1174222
## -> class 1\|3 [0.901]
##
## Rule 9/164: (33.7/6.1, lift 11.4)
## PC1 > -0.430681
## PC3 <= 0.3946835
## PC18 <= 0.1642319
## PC19 <= -1.342918
## PC35 <= 0.78619
## PC82 <= -0.1607774
## -> class 1\|3 [0.801]
##
## Rule 9/165: (4720.2/3517.4, lift 3.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.255]
##
## Rule 9/166: (99, lift 14.9)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 0.1411573
## PC7 > 0.1959509
## PC8 > 0.02357382
## PC19 <= -0.1529577
## -> class 2\|0 [0.990]
##
## Rule 9/167: (59, lift 14.8)
## PC1 > -0.430681
## PC8 > -3.591267
## PC16 > -1.941889
## PC35 > 0.78619
## PC44 > 0.9945
## PC71 > -0.7803868
## -> class 2\|0 [0.984]
##
## Rule 9/168: (61.2, lift 14.8)
## PC8 > 2.29004
## PC11 > -0.9337804
## PC21 > 1.157921
## PC60 > -0.4655866
## PC61 > -1.181812
## PC65 > -1.053551
## PC70 > 0.04911138
## PC97 <= 0.3310453
## -> class 2\|0 [0.983]
##
## Rule 9/169: (587.7/18.9, lift 14.6)
## PC2 <= 2.5099
## PC8 > 2.29004
## PC11 > -0.9337804
## PC12 > -1.738485
## PC20 > -0.4744917
## PC20 <= 0.09120373
## PC39 <= 0.8667881
## PC42 > -0.3808974
## PC59 <= 0.2636111
## PC60 > -0.4655866
## PC70 <= 0.04911138
## PC74 > -0.5899407
## -> class 2\|0 [0.966]
##
## Rule 9/170: (59.2/1.2, lift 14.5)
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC10 <= 0.1524317
## PC12 > 1.722267
## PC19 <= -0.7097048
## PC37 > -0.4811098
## PC39 > -0.4145089
## PC94 <= 0.2778198
## -> class 2\|0 [0.964]
##
## Rule 9/171: (52.4/1.2, lift 14.5)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC69 > 0.01766207
## -> class 2\|0 [0.959]
##
## Rule 9/172: (21.1, lift 14.4)
## PC8 > 2.29004
## PC12 > 2.433656
## PC20 > -0.4744917
## PC21 > -0.2515769
## PC42 <= -0.3808974
## -> class 2\|0 [0.953]
##
## Rule 9/173: (276.5/12.6, lift 14.4)
## PC7 > 1.456484
## PC8 > 2.29004
## PC11 > -0.9337804
## PC12 > -1.738485
## PC20 > -0.4744917
## PC21 > -0.2515769
## PC60 > -0.4655866
## PC65 > -1.053551
## -> class 2\|0 [0.951]
##
## Rule 9/174: (335.6/21.5, lift 14.1)
## PC2 <= 2.5099
## PC8 > 2.29004
## PC11 > -0.9337804
## PC18 > -0.2114727
## PC18 <= 0.06546122
## PC20 > -0.4744917
## PC20 <= 0.09120373
## PC39 <= 0.8667881
## PC42 > -0.3808974
## PC59 > -0.684129
## PC59 <= 0.2636111
## PC60 > -0.4655866
## PC72 <= 0.6509421
## -> class 2\|0 [0.933]
##
## Rule 9/175: (140/9.7, lift 14.0)
## PC1 <= -0.430681
## PC8 > 2.29004
## PC11 > -0.9337804
## PC20 > -0.4744917
## PC21 > -0.2515769
## PC60 > -0.4655866
## PC63 <= -0.2196726
## -> class 2\|0 [0.925]
##
## Rule 9/176: (45.3/3.2, lift 13.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.169151
## PC14 > -1.848327
## PC53 <= -1.884559
## PC82 <= 0.3274489
## -> class 2\|0 [0.912]
##
## Rule 9/177: (40.1/2.9, lift 13.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC13 <= 0.06795641
## PC32 > 0.9619102
## -> class 2\|0 [0.908]
##
## Rule 9/178: (79.3/6.5, lift 13.7)
## PC8 > 2.29004
## PC11 > -0.9337804
## PC21 > -0.2515769
## PC60 > -0.4655866
## PC62 <= -1.361028
## -> class 2\|0 [0.908]
##
## Rule 9/179: (77.3/7.2, lift 13.5)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.02357382
## PC32 > 0.9619102
## PC58 <= -0.2940955
## PC88 <= 0.7771873
## -> class 2\|0 [0.897]
##
## Rule 9/180: (160.2/16.5, lift 13.5)
## PC1 <= -0.430681
## PC8 > 2.29004
## PC11 > -0.9337804
## PC12 > -1.738485
## PC21 > -0.2515769
## PC45 <= -0.2089768
## PC65 > -1.053551
## -> class 2\|0 [0.892]
##
## Rule 9/181: (9.4/0.3, lift 13.4)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC8 > -3.591267
## PC15 <= -0.7526743
## PC16 > -1.941889
## PC67 > 0.02869307
## -> class 2\|0 [0.888]
##
## Rule 9/182: (27.4/2.3, lift 13.4)
## PC3 <= 0.3946835
## PC6 > -3.169151
## PC8 > -3.591267
## PC14 > -1.848327
## PC18 > 0.1642319
## PC19 <= -1.342918
## -> class 2\|0 [0.886]
##
## Rule 9/183: (7.2, lift 13.3)
## PC1 <= -0.430681
## PC8 > 2.29004
## PC12 > -1.738485
## PC21 > -0.2515769
## PC60 <= -0.4655866
## PC95 > 0.3264606
## -> class 2\|0 [0.881]
##
## Rule 9/184: (139.9, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC28 <= -0.1979612
## -> class 2\|1 [0.993]
##
## Rule 9/185: (110.2/0.2, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC12 <= 1.722267
## PC29 > 0.2722214
## PC96 > -0.5880364
## -> class 2\|1 [0.989]
##
## Rule 9/186: (273.3/2, lift 10.0)
## PC1 <= -0.430681
## PC8 > 2.29004
## PC12 <= -1.738485
## -> class 2\|1 [0.989]
##
## Rule 9/187: (51.6, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC23 <= 1.564079
## PC60 > -0.4655866
## PC70 > 0.04911138
## PC97 > 0.3310453
## -> class 2\|1 [0.980]
##
## Rule 9/188: (40.6, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.29004
## PC70 <= 0.04911138
## PC74 <= -0.5899407
## -> class 2\|1 [0.974]
##
## Rule 9/189: (36.7, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC34 > 1.066212
## PC47 <= -0.8744069
## -> class 2\|1 [0.974]
##
## Rule 9/190: (31.4, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC80 > 1.256113
## PC96 <= -0.7712488
## -> class 2\|1 [0.967]
##
## Rule 9/191: (31/0.2, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC45 > 0.2825942
## PC61 <= 1.034484
## PC87 <= -0.8287594
## -> class 2\|1 [0.964]
##
## Rule 9/192: (23.9, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC45 <= 0.2825942
## PC46 > 0.7840141
## PC47 > -0.8744069
## PC50 <= -0.5849071
## PC63 <= 0.1486803
## -> class 2\|1 [0.958]
##
## Rule 9/193: (45.1/1.2, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.29004
## PC18 > 0.06546122
## PC21 <= 1.157921
## PC70 > 0.04911138
## -> class 2\|1 [0.954]
##
## Rule 9/194: (15.2, lift 9.5)
## PC1 > -0.430681
## PC16 > -1.941889
## PC35 > 0.78619
## PC44 > 0.9945
## PC71 <= -0.7803868
## -> class 2\|1 [0.942]
##
## Rule 9/195: (14.7, lift 9.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.169151
## PC8 > -3.591267
## PC35 <= 0.78619
## PC82 > 0.3274489
## -> class 2\|1 [0.940]
##
## Rule 9/196: (9.4, lift 9.2)
## PC1 > -0.430681
## PC1 <= -0.3347962
## PC2 <= 2.5099
## PC16 <= -1.941889
## -> class 2\|1 [0.912]
##
## Rule 9/197: (41.4/3, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC100 > 3.830744
## -> class 2\|1 [0.908]
##
## Rule 9/198: (4.5, lift 8.6)
## PC2 <= 2.5099
## PC8 <= 0.02357382
## PC45 > 0.2825942
## PC45 <= 0.284075
## -> class 2\|1 [0.845]
##
## Rule 9/199: (33.1/5.3, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 > 4.321576
## -> class 2\|1 [0.821]
##
## Rule 9/200: (61.6/12, lift 8.1)
## PC1 <= -2.780294
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC56 > -0.3465867
## PC77 <= 0.1170096
## PC80 <= -0.08269584
## -> class 2\|1 [0.796]
##
## Rule 9/201: (38.6/11.6, lift 7.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC29 <= -0.2439684
## -> class 2\|1 [0.689]
##
## Rule 9/202: (37.6/12.6, lift 6.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC47 > -0.8744069
## -> class 2\|1 [0.656]
##
## Rule 9/203: (43.8/17.1, lift 6.1)
## PC1 > -0.1814509
## PC3 <= 0.3946835
## PC8 > 0.03116684
## PC9 <= 0.1879727
## PC19 > -1.342918
## PC35 <= 0.78619
## -> class 2\|1 [0.605]
##
## Rule 9/204: (27/11.8, lift 5.7)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC9 > -1.841855
## PC15 > -0.7526743
## PC16 > -1.941889
## PC20 <= 1.429649
## PC66 <= 0.5428161
## PC83 <= 0.2331265
## -> class 2\|1 [0.559]
##
## Rule 9/205: (3238/1586.7, lift 5.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## -> class 2\|1 [0.510]
##
## Rule 9/206: (225.1, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC28 > -0.1979612
## PC58 > 0.2519042
## PC66 <= 0.4444719
## PC100 <= 3.830744
## -> class 2\|2 [0.995]
##
## Rule 9/207: (286.7/1, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC26 > -2.258385
## PC28 > -0.1979612
## PC29 > -0.2439684
## PC45 <= 0.2825942
## PC47 > -0.8744069
## PC63 > 0.1486803
## PC96 > -0.7712488
## -> class 2\|2 [0.993]
##
## Rule 9/208: (75.3, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC28 > 0.05317707
## PC29 > -0.2439684
## PC46 <= 0.7840141
## PC47 > -0.8744069
## PC77 > -0.4775279
## PC96 > -0.7712488
## -> class 2\|2 [0.987]
##
## Rule 9/209: (120.8/0.7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC28 > -0.1979612
## PC44 > -0.808265
## PC45 <= 0.2825942
## PC57 <= -0.0803154
## PC64 > -0.3144777
## PC67 <= 0.5072189
## -> class 2\|2 [0.986]
##
## Rule 9/210: (86.3/0.3, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC26 > -2.258385
## PC45 <= 0.2825942
## PC47 > -0.8744069
## PC77 <= -0.4775279
## PC96 > -0.7712488
## -> class 2\|2 [0.986]
##
## Rule 9/211: (66.7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC26 > -2.258385
## PC28 > -0.1979612
## PC29 > -0.2439684
## PC46 <= 0.7840141
## PC48 > 0.6496715
## PC96 > -0.7712488
## PC100 <= 3.830744
## -> class 2\|2 [0.985]
##
## Rule 9/212: (222.4/2.5, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC10 > 0.142055
## PC12 <= 1.722267
## PC27 > -0.6246462
## PC29 <= 0.2722214
## PC32 <= 0.9619102
## PC41 <= 1.739545
## PC45 <= 0.2991882
## PC48 > -0.5397028
## PC56 > -0.3465867
## PC77 <= 0.1170096
## PC80 > -0.08269584
## PC81 > 0.001050612
## -> class 2\|2 [0.984]
##
## Rule 9/213: (66.5/0.3, lift 10.6)
## PC1 > -2.412113
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= 0.02357382
## PC19 > -3.140827
## PC43 <= -0.4935798
## PC68 <= -0.3918532
## PC90 <= 0.3040766
## -> class 2\|2 [0.981]
##
## Rule 9/214: (204.3/2.8, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC19 > -3.731768
## PC26 > -2.258385
## PC29 > -0.2439684
## PC45 <= 0.2825942
## PC46 > 0.7840141
## PC47 > -0.8744069
## PC50 > -0.5849071
## -> class 2\|2 [0.981]
##
## Rule 9/215: (47.9, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC26 > -2.258385
## PC54 > 1.308325
## PC96 > -0.7712488
## -> class 2\|2 [0.980]
##
## Rule 9/216: (41.1/0.2, lift 10.5)
## PC1 <= -2.412113
## PC8 > -3.393956
## PC8 <= -1.615908
## PC19 > -3.140827
## PC28 > -0.2747726
## PC43 <= -0.4935798
## PC50 > 0.06733477
## -> class 2\|2 [0.973]
##
## Rule 9/217: (129.6/2.6, lift 10.5)
## PC1 <= -2.412113
## PC8 > -3.393956
## PC8 <= -1.615908
## PC19 > -3.140827
## PC28 > -0.2747726
## PC37 > -0.8004532
## PC43 <= -0.4935798
## PC80 > -0.3110734
## -> class 2\|2 [0.973]
##
## Rule 9/218: (31.9, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > 1.051963
## PC8 <= 0.02357382
## PC15 <= 4.321576
## -> class 2\|2 [0.970]
##
## Rule 9/219: (32.3, lift 10.5)
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= 0.02357382
## PC43 <= -0.4935798
## PC47 > -0.779565
## PC68 > -0.3918532
## PC89 <= -0.866735
## -> class 2\|2 [0.968]
##
## Rule 9/220: (56.4/1.2, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC45 <= 0.2825942
## PC80 <= 1.256113
## PC96 <= -0.7712488
## -> class 2\|2 [0.963]
##
## Rule 9/221: (23.4, lift 10.4)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC6 > 1.597621
## PC8 > 0.02357382
## PC8 <= 1.164459
## PC10 <= 0.142055
## -> class 2\|2 [0.961]
##
## Rule 9/222: (23.9, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC23 <= -1.045798
## PC28 > -0.1979612
## PC28 <= 0.05317707
## PC54 <= 1.308325
## -> class 2\|2 [0.961]
##
## Rule 9/223: (131.7/4.5, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.453513
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC19 > -3.731768
## PC23 > -1.045798
## PC26 > -2.258385
## PC29 > -0.2439684
## PC44 <= -0.808265
## PC47 > -0.8744069
## PC48 <= 0.6496715
## PC58 <= 0.2519042
## -> class 2\|2 [0.959]
##
## Rule 9/224: (68.2/2.1, lift 10.3)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.615908
## PC28 > -0.2747726
## PC43 <= -0.4935798
## PC47 > -0.779565
## PC90 > 0.3040766
## -> class 2\|2 [0.955]
##
## Rule 9/225: (21.6, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC23 > -1.045798
## PC45 <= 0.2825942
## PC63 <= 0.1486803
## PC64 > -0.3144777
## PC100 <= -0.7894184
## -> class 2\|2 [0.954]
##
## Rule 9/226: (54.7/1.7, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC28 <= 0.1268737
## PC35 <= 0.6570984
## PC45 > 0.284075
## PC47 > -0.8744069
## PC61 <= 1.034484
## PC87 > -0.8287594
## -> class 2\|2 [0.952]
##
## Rule 9/227: (17.8, lift 10.2)
## PC2 <= -1.074925
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC12 <= 1.722267
## PC85 <= -1.504104
## PC96 > -0.5880364
## -> class 2\|2 [0.949]
##
## Rule 9/228: (43.7/1.5, lift 10.2)
## PC1 <= -0.430681
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC19 > 3.394219
## PC26 > -2.258385
## PC57 > -0.0803154
## PC100 > -0.7894184
## -> class 2\|2 [0.944]
##
## Rule 9/229: (195/11.1, lift 10.1)
## PC1 > -2.780294
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC10 > 0.142055
## PC12 <= 1.722267
## PC32 <= 0.9619102
## PC41 <= 1.739545
## PC48 > -0.5397028
## PC56 > -0.3465867
## PC77 <= 0.1170096
## PC96 > -0.5880364
## -> class 2\|2 [0.938]
##
## Rule 9/230: (12.2, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC12 <= 1.722267
## PC24 > 0.9580865
## PC32 <= 0.9619102
## -> class 2\|2 [0.930]
##
## Rule 9/231: (47.3/2.5, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC8 <= 1.164459
## PC10 <= 0.142055
## PC24 <= 0.3564256
## PC32 <= 0.9619102
## PC41 <= 1.739545
## PC63 > 0.2301266
## PC77 <= 0.1170096
## -> class 2\|2 [0.929]
##
## Rule 9/232: (11.8, lift 10.0)
## PC1 <= -0.430681
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC12 <= 1.722267
## PC31 <= -1.640161
## PC96 > -0.5880364
## -> class 2\|2 [0.928]
##
## Rule 9/233: (19.4/0.5, lift 10.0)
## PC1 <= -0.430681
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC19 > 0.7069203
## PC32 <= 0.9619102
## PC56 <= -0.3465867
## PC96 > -0.5880364
## -> class 2\|2 [0.927]
##
## Rule 9/234: (11.9, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC12 > 1.722267
## PC19 > -0.7097048
## PC29 <= 0.04144715
## -> class 2\|2 [0.921]
##
## Rule 9/235: (63.1/4.8, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -1.615908
## PC19 > -3.140827
## PC28 > -0.2747726
## PC47 > -0.779565
## PC56 > -0.1797422
## PC68 <= -0.8945875
## -> class 2\|2 [0.911]
##
## Rule 9/236: (10.2, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC34 <= 1.066212
## PC47 <= -0.8744069
## PC95 <= -0.2686553
## -> class 2\|2 [0.910]
##
## Rule 9/237: (8.8, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.01416879
## PC8 <= 0.02357382
## PC47 > -0.8744069
## -> class 2\|2 [0.907]
##
## Rule 9/238: (181.2/16.3, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 2.29004
## PC12 <= 1.722267
## PC31 > -1.640161
## PC32 <= 0.9619102
## PC40 <= -1.163566
## PC56 > -0.3465867
## PC96 > -0.5880364
## -> class 2\|2 [0.906]
##
## Rule 9/239: (9.2, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC12 > 1.722267
## PC19 > -0.7097048
## PC26 <= 4.11563
## PC73 > -0.0005048831
## -> class 2\|2 [0.903]
##
## Rule 9/240: (9.5/0.2, lift 9.7)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC8 > -3.591267
## PC9 <= -1.841855
## -> class 2\|2 [0.897]
##
## Rule 9/241: (66.4/6.2, lift 9.7)
## PC8 > -3.393956
## PC8 <= -1.615908
## PC9 > 8.173388
## PC47 > -0.779565
## PC68 <= 3.328794
## -> class 2\|2 [0.895]
##
## Rule 9/242: (229.6/35.3, lift 9.1)
## PC2 <= -1.074925
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC12 <= 1.722267
## PC23 > 0.8950061
## PC27 > -0.6246462
## PC32 <= 0.9619102
## PC77 <= 0.1170096
## -> class 2\|2 [0.843]
##
## Rule 9/243: (14.7/2, lift 8.8)
## PC1 <= -0.430681
## PC8 > 2.29004
## PC23 > 1.564079
## -> class 2\|2 [0.818]
##
## Rule 9/244: (15.8/2.3, lift 8.8)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC12 <= 1.722267
## PC32 <= 0.9619102
## PC56 <= -0.3465867
## PC91 <= -0.08565091
## PC96 > -0.5880364
## -> class 2\|2 [0.811]
##
## Rule 9/245: (78.5/18.6, lift 8.2)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.615908
## PC19 > -3.140827
## PC25 > 0.2356781
## PC28 > -0.2747726
## PC29 <= 0.2792483
## PC43 > -0.4935798
## -> class 2\|2 [0.756]
##
## Rule 9/246: (48.2/11.4, lift 8.1)
## PC1 > -0.1814509
## PC3 <= 0.3946835
## PC6 > -3.169151
## PC8 > -3.591267
## PC8 <= 0.03116684
## PC16 > -1.941889
## PC19 > -1.342918
## PC35 <= 0.78619
## PC83 <= -0.130059
## PC86 <= 0.6530707
## -> class 2\|2 [0.754]
##
## Rule 9/247: (97.8/42.4, lift 6.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC19 > -0.7097048
## PC27 <= -0.9365607
## -> class 2\|2 [0.565]
##
## Rule 9/248: (208.2, lift 8.3)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC17 <= 0.1117543
## PC19 > -1.491111
## PC43 <= 1.673128
## PC85 <= 0.4757593
## PC99 <= 3.40659
## -> class 2\|3 [0.995]
##
## Rule 9/249: (116.7, lift 8.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.591267
## PC19 > -1.607163
## PC57 <= 0.2258642
## PC85 <= 0.4219957
## PC88 > -0.1708522
## -> class 2\|3 [0.992]
##
## Rule 9/250: (107.4, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.01416879
## PC28 > -0.1979612
## PC28 <= 0.05317707
## PC44 > -0.808265
## PC45 <= 0.2825942
## PC48 <= 0.6496715
## PC58 <= 0.2519042
## PC64 <= -0.3144777
## PC67 <= 0.5072189
## -> class 2\|3 [0.991]
##
## Rule 9/251: (96.5, lift 8.3)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.615908
## PC19 <= -3.140827
## PC56 > -0.1396661
## PC77 <= 0.7114283
## PC95 <= 0.0983755
## -> class 2\|3 [0.990]
##
## Rule 9/252: (67.9, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC34 <= 1.066212
## PC47 <= -0.8744069
## PC82 <= -0.216042
## PC95 > -0.2686553
## -> class 2\|3 [0.986]
##
## Rule 9/253: (62.7, lift 8.2)
## PC8 <= -1.615908
## PC47 > -0.779565
## PC68 > 3.328794
## -> class 2\|3 [0.985]
##
## Rule 9/254: (45.9, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC16 > 0.3362597
## PC36 <= 1.237872
## PC85 > 0.4757593
## -> class 2\|3 [0.979]
##
## Rule 9/255: (44.2, lift 8.2)
## PC8 <= -3.393956
## PC19 <= -1.491111
## PC94 > 0.8244115
## -> class 2\|3 [0.978]
##
## Rule 9/256: (42.2, lift 8.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.3946835
## PC6 > -3.169151
## PC8 > -3.591267
## PC8 <= 0.03116684
## PC14 > -1.848327
## PC16 > -1.941889
## PC19 > -1.342918
## PC67 > -0.4050675
## PC83 > -0.130059
## PC86 <= 0.6530707
## -> class 2\|3 [0.977]
##
## Rule 9/257: (53.9/1.1, lift 8.1)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC23 > 2.28391
## PC46 <= 0.413431
## -> class 2\|3 [0.962]
##
## Rule 9/258: (23.6, lift 8.0)
## PC1 <= -0.430681
## PC8 <= 2.29004
## PC12 > 1.722267
## PC26 > 4.11563
## -> class 2\|3 [0.961]
##
## Rule 9/259: (96.7/3.1, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -1.615908
## PC19 <= -3.140827
## PC22 <= -1.633252
## -> class 2\|3 [0.958]
##
## Rule 9/260: (20.1, lift 8.0)
## PC1 <= -0.430681
## PC5 > 2.279655
## PC8 <= -1.615908
## -> class 2\|3 [0.955]
##
## Rule 9/261: (52/1.9, lift 7.9)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC53 > 1.224
## PC85 <= 0.4757593
## PC99 <= 3.40659
## -> class 2\|3 [0.947]
##
## Rule 9/262: (15.2, lift 7.9)
## PC1 <= -0.430681
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC19 <= -3.731768
## -> class 2\|3 [0.942]
##
## Rule 9/263: (15, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC23 <= 1.564079
## PC24 > 1.275011
## -> class 2\|3 [0.941]
##
## Rule 9/264: (14, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC45 > 0.2825942
## PC47 > -0.8744069
## PC61 > 1.034484
## -> class 2\|3 [0.937]
##
## Rule 9/265: (14.5, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.02357382
## PC35 > 0.6570984
## PC45 > 0.2825942
## PC47 > -0.8744069
## -> class 2\|3 [0.934]
##
## Rule 9/266: (616.1/41.2, lift 7.8)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.615908
## PC9 <= 8.173388
## PC11 > -4.141527
## PC19 > -3.140827
## PC25 <= 0.2356781
## PC28 > -0.2747726
## PC29 <= 0.2792483
## PC41 <= 7.594835
## PC43 > -0.4935798
## PC47 > -0.779565
## PC68 > -0.8945875
## -> class 2\|3 [0.932]
##
## Rule 9/267: (407.4/30.3, lift 7.7)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC19 > -1.491111
## PC24 > -0.04271775
## PC32 <= 3.730523
## PC43 <= 1.673128
## PC46 <= 0.413431
## PC85 <= 0.4757593
## -> class 2\|3 [0.924]
##
## Rule 9/268: (17.1/0.5, lift 7.7)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC20 <= 0.560607
## PC36 <= 1.237872
## PC62 > 0.831696
## PC85 > 0.4757593
## -> class 2\|3 [0.924]
##
## Rule 9/269: (11.2, lift 7.7)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.615908
## PC19 <= 1.490475
## PC47 <= -0.779565
## PC53 <= -0.6138542
## -> class 2\|3 [0.924]
##
## Rule 9/270: (117.6/9.5, lift 7.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.591267
## PC19 > -1.607163
## PC48 <= 0.6820294
## PC57 <= 0.2258642
## -> class 2\|3 [0.912]
##
## Rule 9/271: (30.4/2.4, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC15 <= 4.321576
## PC26 <= -2.258385
## PC29 > -0.2439684
## PC47 > -0.8744069
## PC96 > -0.7712488
## -> class 2\|3 [0.894]
##
## Rule 9/272: (118.3/12.5, lift 7.4)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC25 > 0.29941
## -> class 2\|3 [0.888]
##
## Rule 9/273: (241.6/26.4, lift 7.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= 1.051963
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC19 <= 3.394219
## PC23 > -1.045798
## PC28 > -0.1979612
## PC28 <= 0.05317707
## PC44 > -0.808265
## PC45 <= 0.2825942
## PC46 <= 0.7840141
## PC48 <= 0.6496715
## PC54 <= 1.308325
## PC57 > -0.0803154
## PC63 <= 0.1486803
## PC67 <= 0.5072189
## PC77 > -0.4775279
## PC100 > -0.7894184
## -> class 2\|3 [0.887]
##
## Rule 9/274: (85.7/9.7, lift 7.4)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC46 > 0.413431
## -> class 2\|3 [0.878]
##
## Rule 9/275: (21/4.4, lift 6.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC12 > 1.722267
## PC39 <= -0.4145089
## -> class 2\|3 [0.766]
##
## Rule 9/276: (1554/419, lift 6.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -1.615908
## PC9 <= 8.173388
## PC11 > -4.141527
## PC19 > -3.140827
## PC36 <= 1.237872
## PC47 > -0.779565
## PC90 <= 0.3040766
## -> class 2\|3 [0.730]
##
## Rule 9/277: (52.6/13.7, lift 6.1)
## PC8 > -3.393956
## PC8 <= -1.615908
## PC19 > 1.490475
## PC28 > -0.2747726
## PC47 <= -0.779565
## -> class 2\|3 [0.730]
##
## Rule 9/278: (28.9/8.2, lift 5.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC8 <= 2.29004
## PC12 <= 1.722267
## PC19 <= 0.7069203
## PC32 <= 0.9619102
## PC51 > -0.07302494
## PC56 <= -0.3465867
## -> class 2\|3 [0.702]
##
## Rule 9/279: (16.4/7, lift 4.7)
## PC2 <= 2.5099
## PC6 <= -3.169151
## PC23 > 1.996138
## -> class 2\|3 [0.565]
##
## Rule 9/280: (76.3, lift 25.2)
## PC8 <= -3.393956
## PC12 > -0.7680604
## PC43 > 1.673128
## PC85 <= 0.4757593
## -> class 2\|4 [0.987]
##
## Rule 9/281: (46.9, lift 25.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC48 > 0.6820294
## PC85 > 0.4219957
## -> class 2\|4 [0.980]
##
## Rule 9/282: (47.7, lift 25.0)
## PC8 <= -1.615908
## PC9 <= 8.173388
## PC41 > 7.594835
## PC43 > -0.4935798
## -> class 2\|4 [0.980]
##
## Rule 9/283: (45, lift 25.0)
## PC1 <= -0.430681
## PC8 <= 0.02357382
## PC19 <= -3.140827
## PC56 <= -0.1396661
## -> class 2\|4 [0.979]
##
## Rule 9/284: (95.7/1, lift 25.0)
## PC1 <= -0.430681
## PC8 <= 0.02357382
## PC19 <= -3.140827
## PC22 > -1.633252
## PC95 > 0.0983755
## -> class 2\|4 [0.979]
##
## Rule 9/285: (194.7/4, lift 24.8)
## PC1 <= -0.430681
## PC5 <= 2.279655
## PC8 <= -3.393956
## PC16 <= 0.3362597
## PC20 <= 0.560607
## PC25 <= 0.29941
## PC46 <= 0.413431
## PC62 <= 0.831696
## PC85 > 0.4757593
## -> class 2\|4 [0.974]
##
## Rule 9/286: (27.2, lift 24.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.591267
## PC19 > -1.607163
## PC57 > 0.2258642
## -> class 2\|4 [0.966]
##
## Rule 9/287: (54.3/0.9, lift 24.6)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.615908
## PC19 <= 1.490475
## PC47 <= -0.779565
## PC53 > -0.6138542
## -> class 2\|4 [0.966]
##
## Rule 9/288: (25.9, lift 24.6)
## PC1 <= -0.430681
## PC19 <= -3.140827
## PC77 > 0.7114283
## -> class 2\|4 [0.964]
##
## Rule 9/289: (15.8, lift 24.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC11 <= -4.141527
## -> class 2\|4 [0.944]
##
## Rule 9/290: (14.6, lift 24.0)
## PC8 <= -3.393956
## PC46 <= 0.413431
## PC85 <= 0.4757593
## PC99 > 3.40659
## -> class 2\|4 [0.940]
##
## Rule 9/291: (22.2/0.8, lift 23.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.3946835
## PC6 > -3.169151
## PC16 > -1.941889
## PC19 > -1.342918
## PC67 <= -0.4050675
## -> class 2\|4 [0.926]
##
## Rule 9/292: (66.2/4.2, lift 23.6)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC17 > 0.1117543
## PC19 > -1.491111
## PC24 <= -0.04271775
## -> class 2\|4 [0.924]
##
## Rule 9/293: (227.9/32.5, lift 21.8)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC19 <= -1.491111
## PC23 <= 2.28391
## PC46 <= 0.413431
## PC53 <= 1.224
## PC94 <= 0.8244115
## -> class 2\|4 [0.854]
##
## Rule 9/294: (20.4/4.9, lift 18.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.615908
## PC8 <= 0.02357382
## PC47 <= -0.8744069
## PC82 > -0.216042
## PC95 > -0.2686553
## -> class 2\|4 [0.737]
##
## Rule 9/295: (42.5/19.2, lift 13.9)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.615908
## PC28 <= -0.2747726
## -> class 2\|4 [0.546]
##
## Default class: 2\|3
##
## ----- Trial 10: -----
##
## Rules:
##
## Rule 10/1: (112.7, lift 16.9)
## PC2 > 2.5099
## PC10 <= -0.6148984
## PC18 > -0.4677226
## PC21 > -0.4086362
## PC24 > -0.07951631
## PC49 > 0.4054496
## PC53 <= 0.4616049
## PC76 <= 0.7417731
## PC87 <= 0.1198898
## -> class 0\|0 [0.991]
##
## Rule 10/2: (96.2, lift 16.8)
## PC1 > -0.7784119
## PC12 <= -1.161961
## PC14 > -1.775794
## PC18 > 2.129967
## PC62 <= 2.242246
## -> class 0\|0 [0.990]
##
## Rule 10/3: (236.8/1.9, lift 16.8)
## PC1 > -0.7784119
## PC3 > -3.960161
## PC9 <= 0.6279278
## PC12 > -0.815518
## PC13 <= -0.04686175
## PC18 > 2.790875
## PC21 > -0.8726107
## PC27 > -2.597364
## PC32 > -0.3788766
## PC37 > -1.85303
## PC51 <= 0.3593292
## PC61 <= 0.08386239
## PC63 > -0.8122117
## -> class 0\|0 [0.988]
##
## Rule 10/4: (47.1, lift 16.6)
## PC2 > 2.5099
## PC3 > -1.949545
## PC3 <= 1.640775
## PC18 > -0.4677226
## PC71 > 0.6533293
## -> class 0\|0 [0.978]
##
## Rule 10/5: (97/1.2, lift 16.6)
## PC1 > -0.7784119
## PC13 <= 6.880823
## PC18 > 2.129967
## PC20 <= -2.544282
## PC32 <= -0.3788766
## -> class 0\|0 [0.978]
##
## Rule 10/6: (42.9/0.1, lift 16.6)
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 2.129967
## PC37 <= -1.85303
## PC56 <= 1.207356
## PC79 <= -0.7399817
## -> class 0\|0 [0.975]
##
## Rule 10/7: (28.6, lift 16.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.443306
## PC13 <= 6.880823
## PC14 > -1.775794
## PC17 > -3.462449
## PC18 > -0.4677226
## PC21 > -0.4086362
## -> class 0\|0 [0.967]
##
## Rule 10/8: (51.2/0.8, lift 16.4)
## PC1 > -0.7784119
## PC13 <= 6.880823
## PC18 > 2.129967
## PC40 > 3.115261
## -> class 0\|0 [0.966]
##
## Rule 10/9: (24.7, lift 16.4)
## PC2 > 2.5099
## PC3 > -1.949545
## PC3 <= 1.640775
## PC18 > -0.4677226
## PC81 <= -0.8032476
## PC87 <= 0.1198898
## -> class 0\|0 [0.962]
##
## Rule 10/10: (203.4/8.5, lift 16.2)
## PC1 > -0.7784119
## PC13 <= 6.880823
## PC18 > 2.790875
## PC56 <= 1.207356
## PC58 > -3.10427
## PC62 > 0.2032153
## -> class 0\|0 [0.954]
##
## Rule 10/11: (20.7, lift 16.2)
## PC1 > -0.7784119
## PC18 > 2.790875
## PC20 > -2.544282
## PC21 > -0.8726107
## PC21 <= -0.8439173
## -> class 0\|0 [0.953]
##
## Rule 10/12: (306.1/14.4, lift 16.2)
## PC1 > -0.7784119
## PC9 <= 0.6279278
## PC13 <= -0.04686175
## PC18 > 2.790875
## PC21 > -0.8726107
## PC27 > -2.597364
## PC32 > -0.3788766
## PC37 > -1.85303
## PC51 <= 0.3593292
## PC63 > -0.8122117
## PC86 > -0.5266995
## -> class 0\|0 [0.950]
##
## Rule 10/13: (25.1/0.6, lift 16.0)
## PC2 > 2.5099
## PC3 > -1.949545
## PC3 <= 1.640775
## PC18 > -0.4677226
## PC21 > -0.4086362
## PC51 > 0.3430175
## PC53 <= 0.4616049
## PC87 <= 0.1198898
## -> class 0\|0 [0.942]
##
## Rule 10/14: (317.3/22, lift 15.8)
## PC1 > -0.7784119
## PC13 <= 6.880823
## PC18 > 2.790875
## PC21 > -0.8726107
## PC27 > -2.597364
## PC35 <= 0.01966005
## PC37 > -1.85303
## PC56 <= 1.207356
## PC58 > -3.10427
## PC63 > -0.8122117
## -> class 0\|0 [0.928]
##
## Rule 10/15: (41.6/2.2, lift 15.8)
## PC1 > -0.7784119
## PC18 > 2.790875
## PC32 <= -0.3788766
## PC65 <= -1.130438
## PC99 <= 2.222162
## -> class 0\|0 [0.927]
##
## Rule 10/16: (14.3/0.2, lift 15.7)
## PC1 > -0.7784119
## PC18 > 2.129967
## PC21 <= -0.8726107
## PC62 <= 0.2032153
## PC85 <= -0.1128362
## -> class 0\|0 [0.926]
##
## Rule 10/17: (64.3/4.1, lift 15.7)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 2.129967
## PC24 <= -3.445012
## PC62 <= 2.242246
## -> class 0\|0 [0.923]
##
## Rule 10/18: (24.2/1.2, lift 15.5)
## PC3 > -1.949545
## PC18 > -0.4677226
## PC21 > -0.4086362
## PC34 > 2.34313
## PC49 <= 0.4054496
## PC87 <= 0.1198898
## -> class 0\|0 [0.914]
##
## Rule 10/19: (9.1, lift 15.5)
## PC13 > 6.880823
## PC18 > 3.718587
## PC31 > 0.1783828
## -> class 0\|0 [0.910]
##
## Rule 10/20: (4.4, lift 14.3)
## PC1 <= -0.7784119
## PC13 <= 6.880823
## PC18 > 2.129967
## PC24 > -3.445012
## PC29 <= -2.842779
## -> class 0\|0 [0.843]
##
## Rule 10/21: (4.3, lift 14.3)
## PC13 > 6.880823
## PC18 > 3.718587
## PC37 <= -0.2538081
## -> class 0\|0 [0.840]
##
## Rule 10/22: (46.6/7.6, lift 14.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.1886026
## PC13 <= 0.5753061
## PC18 > -0.4677226
## PC32 > 0.06650951
## PC43 <= 1.71847
## PC86 <= -1.288112
## -> class 0\|0 [0.824]
##
## Rule 10/23: (429.4/133.1, lift 11.7)
## PC3 > -1.949545
## PC18 > 2.059208
## -> class 0\|0 [0.689]
##
## Rule 10/24: (125.6, lift 12.0)
## PC2 > 2.5099
## PC3 > -1.949545
## PC3 <= 1.640775
## PC18 > -0.4677226
## PC18 <= 2.129967
## PC21 <= -0.4086362
## -> class 0\|1 [0.992]
##
## Rule 10/25: (85.5, lift 11.9)
## PC2 > 2.5099
## PC3 > -1.506377
## PC3 <= 1.640775
## PC8 > -0.3520953
## PC15 > -0.1307071
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC28 <= -0.05259333
## -> class 0\|1 [0.989]
##
## Rule 10/26: (43.2, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -1.206507
## PC18 <= -0.4677226
## PC28 <= 0.2464169
## -> class 0\|1 [0.978]
##
## Rule 10/27: (47.2/0.6, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= -0.6148984
## PC18 > -0.4677226
## PC21 > -0.4086362
## PC76 > 0.7417731
## PC87 <= 0.1198898
## -> class 0\|1 [0.968]
##
## Rule 10/28: (198.5/9.9, lift 11.4)
## PC3 <= -0.5252459
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 2.129967
## PC18 <= 2.790875
## PC20 > -2.594427
## PC29 <= 1.437989
## PC31 <= 0.2583246
## PC40 <= 3.115261
## PC48 <= 0.5145028
## PC53 > -0.6847924
## PC62 > -1.134293
## PC70 > -1.117484
## PC80 > -0.4595938
## -> class 0\|1 [0.946]
##
## Rule 10/29: (27.1/1.8, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC20 > -4.323125
## PC43 <= -1.068515
## PC54 <= 3.096431
## -> class 0\|1 [0.902]
##
## Rule 10/30: (48.2/8.3, lift 9.8)
## PC2 > 2.5099
## PC14 > -1.775794
## PC18 > 2.790875
## PC37 <= -1.85303
## PC62 <= 0.2032153
## PC79 > -0.7399817
## -> class 0\|1 [0.814]
##
## Rule 10/31: (46.4/11, lift 9.1)
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC29 > -7.534168
## PC54 <= 3.096431
## PC57 > 0.2684259
## PC78 > 1.729346
## -> class 0\|1 [0.752]
##
## Rule 10/32: (3495.4/2036, lift 5.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4677226
## -> class 0\|1 [0.418]
##
## Rule 10/33: (109.9, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC28 > -1.609339
## PC40 > -2.69639
## PC57 <= 1.474847
## PC68 > 0.3249009
## PC75 <= 0.3975095
## PC84 <= 0.1122488
## PC94 <= 0.4247063
## PC98 > -0.5151101
## PC98 <= 1.034072
## -> class 0\|2 [0.991]
##
## Rule 10/34: (103.7, lift 9.1)
## PC2 > 2.5099
## PC14 <= -1.775794
## PC18 > -0.4677226
## PC42 > -1.626274
## -> class 0\|2 [0.991]
##
## Rule 10/35: (101.8/0.1, lift 9.1)
## PC20 > -2.883198
## PC26 > -2.09578
## PC30 <= -3.370784
## PC54 <= 3.096431
## PC78 > -1.400105
## PC82 <= 0.4653322
## -> class 0\|2 [0.989]
##
## Rule 10/36: (90.1, lift 9.1)
## PC4 > 9.305666
## PC18 <= -0.4677226
## PC20 > -2.883198
## -> class 0\|2 [0.989]
##
## Rule 10/37: (111.3/0.4, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > 0.5627666
## PC13 <= 0.5753061
## PC18 > -0.4677226
## PC18 <= 2.129967
## PC27 <= 2.505427
## PC32 <= 0.06650951
## PC43 <= 1.71847
## -> class 0\|2 [0.988]
##
## Rule 10/38: (71.6, lift 9.0)
## PC3 <= 1.640775
## PC14 > -0.6328624
## PC18 <= -1.136285
## PC20 <= 4.851933
## PC28 <= -1.609339
## PC46 <= 0.5684413
## PC56 > -8.900821
## PC70 <= 0.9779814
## -> class 0\|2 [0.986]
##
## Rule 10/39: (71.5, lift 9.0)
## PC3 <= 1.640775
## PC5 > -1.206507
## PC14 > -0.6328624
## PC18 <= -1.136285
## PC20 > -2.883198
## PC20 <= 4.851933
## PC46 <= 0.5684413
## PC54 <= 3.096431
## PC57 > 1.474847
## PC73 <= 1.983331
## PC78 > -1.400105
## -> class 0\|2 [0.986]
##
## Rule 10/40: (66.2, lift 9.0)
## PC2 > 2.5099
## PC18 > -2.012766
## PC18 <= -0.4677226
## PC20 > -2.883198
## PC46 <= 0.5684413
## PC57 <= 1.474847
## PC79 > 1.231971
## PC84 > -1.348797
## -> class 0\|2 [0.985]
##
## Rule 10/41: (63.7, lift 9.0)
## PC9 > -0.2658859
## PC9 <= 0.5571359
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC30 > 1.385025
## PC32 > -1.704439
## PC40 > -2.69639
## PC57 <= 1.474847
## PC70 > -0.4726349
## PC98 <= 1.034072
## -> class 0\|2 [0.985]
##
## Rule 10/42: (62.7, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.5571359
## PC18 <= -1.136285
## PC20 > -2.883198
## PC50 <= 0.4407904
## PC78 <= 1.729346
## -> class 0\|2 [0.985]
##
## Rule 10/43: (169.8/1.6, lift 9.0)
## PC3 <= -3.774415
## PC13 > 6.880823
## PC18 > -0.4677226
## PC18 <= 3.718587
## PC35 > -0.3969824
## PC64 <= 1.88732
## PC90 <= 2.342756
## -> class 0\|2 [0.985]
##
## Rule 10/44: (51.9, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > -0.2658859
## PC9 <= 0.5571359
## PC18 > -2.012766
## PC18 <= -0.4677226
## PC20 > -2.883198
## PC32 > -1.704439
## PC54 <= 3.096431
## PC57 <= 1.474847
## PC61 > -0.3029197
## PC74 <= 0.7843596
## PC82 <= 0.4653322
## PC99 > 0.3203414
## -> class 0\|2 [0.981]
##
## Rule 10/45: (47.6, lift 9.0)
## PC3 <= 1.640775
## PC14 > -0.6328624
## PC18 <= -1.136285
## PC20 > -2.883198
## PC26 > -2.09578
## PC46 <= 0.5684413
## PC54 <= 3.096431
## PC81 > 1.244725
## -> class 0\|2 [0.980]
##
## Rule 10/46: (48.5, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC20 > -2.883198
## PC22 > 1.86412
## PC26 > -2.09578
## PC41 <= 0.5409865
## PC54 <= 3.096431
## PC56 > -8.900821
## -> class 0\|2 [0.980]
##
## Rule 10/47: (45.5, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC19 <= -0.1012639
## PC20 > -2.883198
## PC40 > -2.69639
## PC61 > -0.3029197
## PC70 > -0.4726349
## PC73 <= 1.983331
## PC74 <= 0.7843596
## PC85 > -0.6814473
## -> class 0\|2 [0.979]
##
## Rule 10/48: (44.3, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC20 <= 4.851933
## PC26 > 1.409878
## PC61 > -0.3029197
## PC74 <= 0.7843596
## PC78 > -1.400105
## PC86 <= 2.622587
## -> class 0\|2 [0.978]
##
## Rule 10/49: (93.5/1.4, lift 8.9)
## PC2 > 2.5099
## PC3 <= -1.949545
## PC13 <= 0.5753061
## PC18 > -0.4677226
## PC18 <= 1.112413
## PC20 <= 2.041625
## PC32 <= 0.06650951
## PC43 <= 1.71847
## PC47 <= 0.7839843
## PC97 <= -0.2877332
## -> class 0\|2 [0.975]
##
## Rule 10/50: (35.1, lift 8.9)
## PC4 <= -8.287465
## PC18 <= -1.136285
## -> class 0\|2 [0.973]
##
## Rule 10/51: (139.9/3, lift 8.9)
## PC13 > 6.880823
## PC17 > 0.6527454
## PC18 > -0.4677226
## PC18 <= 3.718587
## PC35 > -0.3969824
## PC64 <= 1.88732
## -> class 0\|2 [0.972]
##
## Rule 10/52: (61.5/0.9, lift 8.9)
## PC1 <= -0.822493
## PC2 > 2.5099
## PC14 > -0.6328624
## PC18 <= -1.136285
## PC20 > -2.883198
## PC40 > -2.69639
## PC46 <= 0.5684413
## PC54 <= 3.096431
## PC78 > -1.400105
## PC86 <= 2.622587
## -> class 0\|2 [0.971]
##
## Rule 10/53: (34.4, lift 8.9)
## PC14 > -0.6328624
## PC18 <= -1.136285
## PC20 > -2.883198
## PC28 > 3.256614
## -> class 0\|2 [0.971]
##
## Rule 10/54: (33.3, lift 8.9)
## PC2 > 2.5099
## PC14 > -0.6328624
## PC18 <= -2.012766
## PC20 <= 4.851933
## PC37 <= -0.5945614
## PC46 <= 0.5684413
## PC61 > -0.3029197
## PC73 <= 1.983331
## PC82 <= 0.4653322
## PC84 <= 0.1122488
## PC86 <= 2.622587
## -> class 0\|2 [0.970]
##
## Rule 10/55: (91.7/1.8, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC20 > -2.883198
## PC20 <= 4.851933
## PC35 > -0.5812685
## PC40 > -2.69639
## PC46 <= 0.4634584
## PC55 <= 0.1917603
## PC61 > -0.3029197
## PC74 <= 0.7843596
## PC75 <= 0.3975095
## PC87 > -0.4508406
## PC94 > 0.4247063
## PC98 <= 1.034072
## -> class 0\|2 [0.970]
##
## Rule 10/56: (28.8, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= -0.1886026
## PC14 > -1.775794
## PC18 > -0.4677226
## PC18 <= 2.129967
## PC32 > 0.06650951
## -> class 0\|2 [0.968]
##
## Rule 10/57: (27.8, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC19 > -0.5516042
## PC29 > -7.534168
## PC32 > -1.704439
## PC40 > -2.69639
## PC46 <= 0.5684413
## PC74 <= -1.623246
## PC86 <= 2.622587
## -> class 0\|2 [0.966]
##
## Rule 10/58: (27.3, lift 8.8)
## PC2 > 2.5099
## PC4 > 0.5807939
## PC8 <= -0.3520953
## PC15 > -0.1307071
## PC18 <= -0.4677226
## PC20 > -4.323125
## PC28 <= -0.05259333
## -> class 0\|2 [0.966]
##
## Rule 10/59: (26.6, lift 8.8)
## PC2 > 2.5099
## PC5 > -1.206507
## PC14 > -0.6328624
## PC18 <= -1.136285
## PC19 > -0.5516042
## PC41 > 0.5409865
## PC78 <= 1.729346
## -> class 0\|2 [0.965]
##
## Rule 10/60: (176/5.5, lift 8.8)
## PC2 > 2.5099
## PC3 <= -1.949545
## PC13 <= 0.5753061
## PC18 > -0.4677226
## PC18 <= 1.112413
## PC20 <= 2.041625
## PC32 <= 0.06650951
## PC43 <= 1.71847
## PC57 <= 0.8966972
## PC60 > -0.3346644
## -> class 0\|2 [0.964]
##
## Rule 10/61: (23.5, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > 0.5807939
## PC15 <= -0.1307071
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC20 > -4.323125
## PC28 <= -0.05259333
## -> class 0\|2 [0.961]
##
## Rule 10/62: (57.1/1.4, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.136285
## PC19 > -0.5516042
## PC32 <= -1.704439
## PC40 > -3.323119
## PC54 <= 3.096431
## -> class 0\|2 [0.960]
##
## Rule 10/63: (250.4/9, lift 8.8)
## PC2 > 2.5099
## PC3 <= -1.506377
## PC15 > -1.325352
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC20 > -4.323125
## PC34 <= 3.940006
## PC42 <= 0.7127923
## PC43 > -1.068515
## -> class 0\|2 [0.960]
##
## Rule 10/64: (139.8/5, lift 8.8)
## PC2 > 2.5099
## PC18 <= -1.136285
## PC19 > -0.5516042
## PC20 > -2.883198
## PC20 <= 4.851933
## PC46 <= 0.5684413
## PC61 <= -0.3029197
## PC69 > -1.686525
## PC73 <= 1.983331
## PC74 <= 0.7843596
## PC78 > -1.400105
## PC93 > -0.8618639
## PC96 > -0.8999735
## -> class 0\|2 [0.958]
##
## Rule 10/65: (22.5, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC20 > -2.883198
## PC46 <= 0.5684413
## PC51 <= -1.052437
## PC75 <= 0.3975095
## PC78 > -1.400105
## PC98 > -0.5151101
## -> class 0\|2 [0.956]
##
## Rule 10/66: (48.8/1.3, lift 8.7)
## PC2 > 2.5099
## PC18 <= -1.136285
## PC20 > -2.883198
## PC20 <= 4.851933
## PC40 > -2.69639
## PC61 > -0.3029197
## PC78 > -1.400105
## PC78 <= 1.729346
## PC85 <= -0.6814473
## PC86 <= 2.622587
## PC98 > -0.5151101
## -> class 0\|2 [0.954]
##
## Rule 10/67: (33.9/0.8, lift 8.7)
## PC2 > 2.5099
## PC5 > -1.206507
## PC9 > -0.2658859
## PC16 <= 0.1506982
## PC18 <= -1.136285
## PC20 > -2.883198
## PC78 <= 1.729346
## -> class 0\|2 [0.950]
##
## Rule 10/68: (20.3/0.1, lift 8.7)
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC20 <= -2.883198
## PC26 <= -0.5666324
## PC40 > -2.69639
## -> class 0\|2 [0.949]
##
## Rule 10/69: (30.6/0.6, lift 8.7)
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC19 > -0.5516042
## PC20 <= -2.883198
## PC29 > -7.534168
## PC40 > -2.69639
## PC65 > 0.9813831
## PC78 <= 1.729346
## -> class 0\|2 [0.949]
##
## Rule 10/70: (23.8/0.4, lift 8.7)
## PC15 > 0.3693528
## PC18 <= -1.136285
## PC54 <= 3.096431
## PC57 <= 0.2684259
## PC78 > 1.729346
## -> class 0\|2 [0.948]
##
## Rule 10/71: (17, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > -0.2658859
## PC32 > -1.704439
## PC61 > -0.3029197
## PC73 <= 1.983331
## PC74 <= 0.7843596
## PC78 > -1.400105
## PC80 > 0.5676203
## PC84 <= 0.1122488
## -> class 0\|2 [0.947]
##
## Rule 10/72: (113.7/5.3, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.6328624
## PC18 > -2.012766
## PC18 <= -0.4677226
## PC19 > -0.5516042
## PC20 > -2.883198
## PC24 <= -0.7603061
## PC70 > -0.4726349
## PC74 <= 0.7843596
## PC75 <= 0.3975095
## PC99 <= 0.3203414
## -> class 0\|2 [0.945]
##
## Rule 10/73: (16.1, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC17 > -3.462449
## PC18 > -0.4677226
## PC18 <= 1.112413
## PC32 <= 0.06650951
## PC47 > 0.7839843
## PC60 <= -0.3346644
## -> class 0\|2 [0.945]
##
## Rule 10/74: (165.8/9.2, lift 8.6)
## PC2 > 2.5099
## PC3 <= -1.506377
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC20 > -4.323125
## PC34 > -2.417706
## PC43 > -1.068515
## PC54 <= 3.096431
## PC78 <= 0.1014913
## -> class 0\|2 [0.939]
##
## Rule 10/75: (25.9/0.8, lift 8.6)
## PC3 > -1.506377
## PC4 > 0.5807939
## PC5 > -1.206507
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC28 > -0.05259333
## -> class 0\|2 [0.936]
##
## Rule 10/76: (37.6/1.6, lift 8.5)
## PC2 > 2.5099
## PC9 > -0.2658859
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC20 > -2.883198
## PC20 <= 4.851933
## PC28 > -1.609339
## PC40 > -2.69639
## PC61 > -0.3029197
## PC70 <= 0.9779814
## PC84 > -1.348797
## PC84 <= -0.5479506
## -> class 0\|2 [0.933]
##
## Rule 10/77: (41.9/2.3, lift 8.5)
## PC2 > 2.5099
## PC9 > -0.2658859
## PC18 <= -1.136285
## PC19 > -0.5516042
## PC20 <= 4.851933
## PC35 <= -0.5812685
## PC61 > -0.3029197
## PC74 <= 0.7843596
## PC78 > -1.400105
## PC78 <= 1.729346
## -> class 0\|2 [0.924]
##
## Rule 10/78: (171.8/13.1, lift 8.4)
## PC3 <= 1.640775
## PC9 > -0.2658859
## PC18 <= -1.136285
## PC20 > -2.883198
## PC20 <= 4.851933
## PC25 <= 1.100654
## PC26 > -0.04930484
## PC46 <= 0.4634584
## PC50 <= 0.3922068
## PC63 > -0.3873035
## PC70 > -0.4726349
## PC75 <= 0.3975095
## PC78 > -1.400105
## PC81 <= 0.5519378
## PC82 <= 0.4653322
## PC84 > 0.1122488
## PC88 > -0.4388471
## PC98 > -0.5151101
## -> class 0\|2 [0.919]
##
## Rule 10/79: (94.7/7, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC18 > -0.4677226
## PC34 > -2.487498
## PC43 > 1.71847
## -> class 0\|2 [0.917]
##
## Rule 10/80: (55.1/4.1, lift 8.3)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC18 > -0.4677226
## PC18 <= 1.112413
## PC20 <= 2.041625
## PC32 <= 0.06650951
## PC39 > 0.6857381
## PC97 > -0.2877332
## -> class 0\|2 [0.911]
##
## Rule 10/81: (99.7/8.6, lift 8.3)
## PC15 <= -0.6612474
## PC18 > 2.129967
## -> class 0\|2 [0.905]
##
## Rule 10/82: (8.5, lift 8.3)
## PC3 > -3.774415
## PC13 > 6.880823
## PC18 > -0.4677226
## PC21 <= -0.9726083
## -> class 0\|2 [0.905]
##
## Rule 10/83: (8.2, lift 8.3)
## PC3 <= 1.640775
## PC14 <= -0.6328624
## PC38 <= -5.400665
## PC78 <= 1.729346
## -> class 0\|2 [0.902]
##
## Rule 10/84: (31.7/2.3, lift 8.2)
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC20 <= 4.851933
## PC33 > 4.897779
## -> class 0\|2 [0.901]
##
## Rule 10/85: (10.5/0.4, lift 8.2)
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC20 <= -2.883198
## PC41 <= 0.5409865
## PC54 <= 3.096431
## PC72 > -0.2335936
## PC75 <= -0.1911165
## PC78 <= 1.729346
## -> class 0\|2 [0.892]
##
## Rule 10/86: (23.4/2.2, lift 8.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -1.206507
## PC18 <= -0.4677226
## PC28 > 0.2464169
## -> class 0\|2 [0.875]
##
## Rule 10/87: (73.6/11.9, lift 7.6)
## PC13 > 6.880823
## PC18 > -0.4677226
## PC31 <= 0.1783828
## PC97 <= -0.952373
## -> class 0\|2 [0.829]
##
## Rule 10/88: (16/2.3, lift 7.5)
## PC2 > 2.5099
## PC3 > -1.949545
## PC3 <= 1.640775
## PC10 > -0.6148984
## PC18 > -0.4677226
## PC18 <= 2.129967
## -> class 0\|2 [0.815]
##
## Rule 10/89: (44.6/12.3, lift 6.5)
## PC14 > -0.6328624
## PC18 <= -0.4677226
## PC19 > -0.5516042
## PC20 <= -2.883198
## PC29 > -7.534168
## PC54 <= 3.096431
## PC72 <= -0.2335936
## PC78 <= 1.729346
## -> class 0\|2 [0.714]
##
## Rule 10/90: (95.4, lift 10.9)
## PC1 > -0.822493
## PC3 <= 1.640775
## PC18 <= -1.136285
## PC22 <= 1.86412
## PC73 > 1.983331
## PC78 <= 1.729346
## -> class 0\|3 [0.990]
##
## Rule 10/91: (77.2, lift 10.8)
## PC2 > 2.5099
## PC4 <= 9.305666
## PC14 > -0.6328624
## PC18 <= -1.136285
## PC28 <= 3.256614
## PC46 > 0.5684413
## -> class 0\|3 [0.987]
##
## Rule 10/92: (84.4/0.3, lift 10.8)
## PC3 > -3.774415
## PC13 > 6.880823
## PC17 <= 0.6527454
## PC21 > -0.9726083
## -> class 0\|3 [0.985]
##
## Rule 10/93: (39.7, lift 10.7)
## PC13 > 6.880823
## PC18 <= 3.718587
## PC64 > 1.88732
## -> class 0\|3 [0.976]
##
## Rule 10/94: (35.2, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC19 <= -0.5516042
## -> class 0\|3 [0.973]
##
## Rule 10/95: (31.1/0.1, lift 10.6)
## PC2 > 2.5099
## PC18 > -0.4677226
## PC34 <= -2.487498
## PC43 > 1.71847
## -> class 0\|3 [0.966]
##
## Rule 10/96: (23.2, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.325352
## PC18 > -1.136285
## PC18 <= -0.4677226
## -> class 0\|3 [0.960]
##
## Rule 10/97: (19.8, lift 10.5)
## PC3 <= -1.506377
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC34 <= -2.417706
## PC42 > 0.7127923
## -> class 0\|3 [0.954]
##
## Rule 10/98: (15.8, lift 10.4)
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC20 <= -4.323125
## -> class 0\|3 [0.944]
##
## Rule 10/99: (14.9, lift 10.3)
## PC13 > 6.880823
## PC18 > -0.4677226
## PC18 <= 3.718587
## PC35 > -0.3969824
## PC90 > 2.342756
## -> class 0\|3 [0.941]
##
## Rule 10/100: (6.6, lift 9.7)
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC34 > 3.940006
## PC43 > -1.068515
## -> class 0\|3 [0.883]
##
## Rule 10/101: (5.4, lift 9.5)
## PC2 > 2.5099
## PC3 > -1.506377
## PC3 <= 1.640775
## PC4 <= 0.5807939
## PC18 > -1.136285
## PC18 <= -0.4677226
## -> class 0\|3 [0.865]
##
## Rule 10/102: (13.6/1.3, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 <= -3.462449
## PC18 > -0.4677226
## -> class 0\|3 [0.852]
##
## Rule 10/103: (43.1/6.3, lift 9.2)
## PC2 > 2.5099
## PC14 <= -1.775794
## PC42 <= -1.626274
## -> class 0\|3 [0.838]
##
## Rule 10/104: (38.1/6.3, lift 9.0)
## PC2 > 2.5099
## PC3 <= -1.506377
## PC18 > -1.136285
## PC18 <= -0.4677226
## PC42 > 0.7127923
## PC78 > 0.1014913
## -> class 0\|3 [0.818]
##
## Rule 10/105: (41.7/11.8, lift 7.8)
## PC2 > 2.5099
## PC3 <= -1.949545
## PC13 > 0.5753061
## PC13 <= 6.880823
## PC18 > -0.4677226
## PC18 <= 2.129967
## PC43 <= 1.71847
## -> class 0\|3 [0.708]
##
## Rule 10/106: (2685/1171.7, lift 6.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > -1.206507
## PC18 <= -1.136285
## -> class 0\|3 [0.564]
##
## Rule 10/107: (91.8, lift 16.8)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC4 > 0.2703157
## PC6 <= -3.470875
## PC9 > -0.2464361
## PC19 > -0.8741567
## PC68 <= 1.082112
## -> class 1\|0 [0.989]
##
## Rule 10/108: (69, lift 16.8)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC48 > 0.6985834
## PC57 > -1.258103
## PC61 > -0.6122087
## PC62 <= -0.1757284
## PC100 > -1.907325
## -> class 1\|0 [0.986]
##
## Rule 10/109: (300.4/3.2, lift 16.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC22 > 0.1221173
## PC30 <= 0.2263224
## PC33 > -0.5413352
## PC47 > -0.2999668
## PC65 > -0.1389549
## PC75 > -0.2134659
## PC77 <= 0.7041603
## PC82 > -0.6325383
## -> class 1\|0 [0.986]
##
## Rule 10/110: (68/0.7, lift 16.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC15 > -3.075166
## PC16 > -2.0107
## PC57 <= -1.258103
## -> class 1\|0 [0.976]
##
## Rule 10/111: (85.9/1.5, lift 16.5)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC32 > -0.6563316
## PC33 > -0.5413352
## PC47 > -0.2999668
## PC53 <= -0.5305915
## PC65 > -0.1389549
## -> class 1\|0 [0.971]
##
## Rule 10/112: (61.7/1.2, lift 16.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC31 > 0.06340582
## PC32 > -0.6563316
## PC47 > -0.2999668
## PC50 <= 0.3196637
## PC65 > -0.1389549
## -> class 1\|0 [0.965]
##
## Rule 10/113: (23.2, lift 16.3)
## PC2 > 2.5099
## PC12 <= -0.05653552
## PC16 <= -0.9381145
## PC65 > -0.1389549
## PC68 > 2.367436
## -> class 1\|0 [0.960]
##
## Rule 10/114: (445.3/17.5, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 <= 7.681071
## PC11 <= 2.110574
## PC16 <= -2.0107
## PC66 > -0.1660837
## PC83 <= 0.4486328
## PC88 <= 0.007153281
## -> class 1\|0 [0.959]
##
## Rule 10/115: (56.3/1.4, lift 16.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC33 > -0.5413352
## PC36 > 0.5747101
## PC47 > -0.2999668
## PC77 <= 0.7041603
## -> class 1\|0 [0.959]
##
## Rule 10/116: (124.2/4.6, lift 16.2)
## PC2 <= 2.5099
## PC13 <= 0.2095596
## PC16 <= -2.0107
## PC99 > 1.418252
## -> class 1\|0 [0.956]
##
## Rule 10/117: (290.1/13.7, lift 16.1)
## PC2 <= 2.5099
## PC13 <= 0.2095596
## PC15 <= -3.642247
## PC16 <= -2.0107
## -> class 1\|0 [0.950]
##
## Rule 10/118: (12.5, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 <= -0.05653552
## PC16 <= -0.9381145
## PC30 > 0.2263224
## PC32 <= -0.6563316
## PC47 > -0.2999668
## PC65 > -0.1389549
## PC77 <= 0.7041603
## -> class 1\|0 [0.926]
##
## Rule 10/119: (51.7/8.2, lift 14.1)
## PC1 > -0.1814509
## PC1 <= 0.6041246
## PC3 > 0.09497605
## PC15 > -3.075166
## PC16 > -2.0107
## PC16 <= 0.3594292
## PC21 > 0.4376473
## -> class 1\|0 [0.828]
##
## Rule 10/120: (416.5/73.4, lift 14.0)
## PC5 <= -1.696486
## PC15 <= -3.075166
## -> class 1\|0 [0.822]
##
## Rule 10/121: (25.5/4.5, lift 13.6)
## PC1 > -0.430681
## PC16 <= -2.0107
## PC31 > -1.264104
## PC61 <= -0.8899418
## PC66 <= -0.1660837
## -> class 1\|0 [0.801]
##
## Rule 10/122: (222.4, lift 17.2)
## PC2 <= 2.5099
## PC16 <= -2.0107
## PC17 <= 0.3507694
## PC21 <= 0.9837545
## PC61 > -0.8899418
## PC66 <= -0.1660837
## PC96 <= 0.3502879
## PC99 <= 1.418252
## -> class 1\|1 [0.996]
##
## Rule 10/123: (176.3/0.5, lift 17.1)
## PC2 <= 2.5099
## PC5 <= -4.892124
## PC15 > -3.642247
## PC16 <= -2.0107
## PC61 > -0.8899418
## PC66 <= -0.1660837
## PC96 <= 0.3502879
## PC99 <= 1.418252
## -> class 1\|1 [0.992]
##
## Rule 10/124: (61.1, lift 17.0)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC13 > -0.2205511
## PC16 <= 0.3594292
## PC98 > 0.5457087
## -> class 1\|1 [0.984]
##
## Rule 10/125: (139/1.5, lift 17.0)
## PC1 > -0.1814509
## PC1 <= 0.6041246
## PC3 > 0.09497605
## PC4 > -1.68035
## PC16 > -2.0107
## PC16 <= 0.3594292
## PC21 <= 0.4376473
## PC84 <= 0.5250967
## -> class 1\|1 [0.982]
##
## Rule 10/126: (42.8, lift 16.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC15 > -3.075166
## PC16 > -2.0107
## PC48 > 0.6985834
## PC61 > -0.6122087
## PC62 > -0.1757284
## -> class 1\|1 [0.978]
##
## Rule 10/127: (44.5/1.3, lift 16.4)
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC30 <= 0.2263224
## PC82 <= -0.6325383
## -> class 1\|1 [0.951]
##
## Rule 10/128: (78/3.3, lift 16.3)
## PC1 > 0.6041246
## PC3 > 0.09497605
## PC4 > -1.68035
## PC13 <= -0.2205511
## PC15 > -3.075166
## PC16 <= 0.3594292
## PC26 <= 0.82881
## PC84 <= 0.5250967
## -> class 1\|1 [0.946]
##
## Rule 10/129: (14.8, lift 16.3)
## PC1 > -0.1814509
## PC3 <= 0.09497605
## PC9 <= -0.2464361
## PC15 > -3.075166
## PC19 > -1.679154
## PC86 > 0.661262
## -> class 1\|1 [0.941]
##
## Rule 10/130: (16.9/0.4, lift 16.0)
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC4 > 0.2703157
## PC9 > -0.2464361
## PC15 > -3.075166
## PC68 > 1.082112
## -> class 1\|1 [0.925]
##
## Rule 10/131: (40.5/2.2, lift 16.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC11 <= 2.110574
## PC16 <= -2.0107
## PC59 > 0.0663783
## PC66 > -0.1660837
## PC88 > 0.007153281
## -> class 1\|1 [0.924]
##
## Rule 10/132: (36.1/2.7, lift 15.6)
## PC1 > -0.1814509
## PC3 <= 0.09497605
## PC6 > -3.470875
## PC9 > -0.2464361
## PC15 > -3.075166
## PC16 > -2.0107
## -> class 1\|1 [0.904]
##
## Rule 10/133: (10.5/0.3, lift 15.5)
## PC1 > -0.430681
## PC13 <= 0.2095596
## PC16 <= -2.0107
## PC66 > -0.1660837
## PC83 > 0.4486328
## PC88 <= 0.007153281
## -> class 1\|1 [0.897]
##
## Rule 10/134: (7.5, lift 15.5)
## PC1 > -0.430681
## PC4 <= 0.2703157
## PC6 <= -3.470875
## PC9 > -0.2464361
## -> class 1\|1 [0.895]
##
## Rule 10/135: (6.2, lift 15.2)
## PC2 <= 2.5099
## PC7 > 7.681071
## -> class 1\|1 [0.878]
##
## Rule 10/136: (4, lift 14.4)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC51 <= -0.6793012
## -> class 1\|1 [0.833]
##
## Rule 10/137: (54.7/9.3, lift 14.1)
## PC1 > -0.430681
## PC6 <= -1.374883
## PC8 <= 0.4784799
## PC15 > -3.075166
## PC19 <= -1.679154
## PC71 > -0.856258
## -> class 1\|1 [0.818]
##
## Rule 10/138: (254.6/64.8, lift 12.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC11 <= 2.110574
## PC16 <= -2.0107
## PC88 > 0.007153281
## -> class 1\|1 [0.743]
##
## Rule 10/139: (1311.9/840.3, lift 6.2)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.360]
##
## Rule 10/140: (139.6, lift 15.6)
## PC1 > 4.677061
## PC3 <= 0.09497605
## PC6 > -1.374883
## PC9 <= -0.2464361
## PC19 <= -1.679154
## PC79 <= 0.6500567
## -> class 1\|2 [0.993]
##
## Rule 10/141: (81.5, lift 15.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > -2.0107
## PC84 > 0.5250967
## -> class 1\|2 [0.988]
##
## Rule 10/142: (76.2, lift 15.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 > -1.68035
## PC14 <= 0.6629388
## PC16 > 0.3594292
## PC43 > -0.108369
## PC50 > -0.2163485
## PC57 > -1.258103
## PC65 <= 0.5879331
## PC100 <= 0.510457
## -> class 1\|2 [0.987]
##
## Rule 10/143: (60.2, lift 15.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC3 <= 1.077285
## PC14 <= 0.6629388
## PC16 > 0.3594292
## PC50 <= -0.2163485
## PC65 <= 0.5879331
## -> class 1\|2 [0.984]
##
## Rule 10/144: (53.5, lift 15.4)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC4 <= -1.68035
## PC16 > -2.0107
## PC82 > -0.6806296
## -> class 1\|2 [0.982]
##
## Rule 10/145: (39.5, lift 15.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 > -1.68035
## PC14 <= 0.6629388
## PC16 > 0.3594292
## PC19 <= 1.907495
## PC56 > 0.3922195
## PC57 > -1.258103
## PC65 <= 0.5879331
## -> class 1\|2 [0.976]
##
## Rule 10/146: (178.1/5, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC14 <= 0.6629388
## PC16 > 0.3594292
## PC34 > -0.7834614
## PC43 > -0.5487587
## PC65 <= 0.5879331
## PC68 > -1.693282
## PC100 > 0.510457
## -> class 1\|2 [0.967]
##
## Rule 10/147: (24.5, lift 15.0)
## PC2 <= 2.5099
## PC17 > 4.332971
## PC57 > -1.258103
## -> class 1\|2 [0.960]
##
## Rule 10/148: (20.5, lift 15.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.9959877
## PC63 <= -1.455538
## -> class 1\|2 [0.956]
##
## Rule 10/149: (19.4, lift 15.0)
## PC1 > -0.1814509
## PC15 > -3.075166
## PC48 > 0.6985834
## PC61 <= -0.6122087
## -> class 1\|2 [0.953]
##
## Rule 10/150: (70.1/3.2, lift 14.8)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 1.077285
## PC26 <= -1.26731
## PC50 <= -0.2163485
## PC65 <= 0.5879331
## -> class 1\|2 [0.942]
##
## Rule 10/151: (15.2, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.9959877
## PC83 <= -0.5257682
## -> class 1\|2 [0.942]
##
## Rule 10/152: (13.4, lift 14.7)
## PC1 > -0.1814509
## PC3 > 0.09497605
## PC14 > 0.6629388
## PC60 > -1.124229
## PC61 > 0.8495589
## -> class 1\|2 [0.935]
##
## Rule 10/153: (12.6, lift 14.5)
## PC11 > 2.110574
## PC13 <= 0.2095596
## PC16 <= -2.0107
## PC66 > -0.1660837
## -> class 1\|2 [0.926]
##
## Rule 10/154: (10.4, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.9959877
## PC65 > 0.3660693
## -> class 1\|2 [0.919]
##
## Rule 10/155: (10.2, lift 14.4)
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.9959877
## PC22 <= -2.091307
## -> class 1\|2 [0.918]
##
## Rule 10/156: (8.2, lift 14.1)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 > 0.8676775
## PC16 > 0.3594292
## -> class 1\|2 [0.902]
##
## Rule 10/157: (19.7/1.4, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC15 <= -3.075166
## PC50 <= -0.4979096
## -> class 1\|2 [0.891]
##
## Rule 10/158: (33.3/3, lift 13.9)
## PC1 > -0.430681
## PC13 <= 0.2095596
## PC31 <= -1.264104
## PC66 <= -0.1660837
## -> class 1\|2 [0.887]
##
## Rule 10/159: (104.8/12.7, lift 13.7)
## PC3 > 0.09497605
## PC15 > -3.075166
## PC16 > 0.3594292
## PC17 <= 4.332971
## PC19 <= 1.907495
## PC48 <= 0.6985834
## PC65 <= 0.5879331
## PC98 <= -0.5526988
## -> class 1\|2 [0.871]
##
## Rule 10/160: (5.8, lift 13.5)
## PC1 > -0.430681
## PC16 > 0.3594292
## PC50 <= -0.2163485
## PC51 > 0.1291597
## PC69 <= -0.4849659
## PC100 <= 0.510457
## -> class 1\|2 [0.863]
##
## Rule 10/161: (22.3/9.4, lift 9.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC13 > 0.2095596
## PC16 <= -2.0107
## -> class 1\|2 [0.573]
##
## Rule 10/162: (1081.5/462.7, lift 9.0)
## PC1 > 0.6041246
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > -2.0107
## PC48 <= 0.6985834
## PC57 > -1.258103
## -> class 1\|2 [0.572]
##
## Rule 10/163: (395.2/193.5, lift 8.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## -> class 1\|2 [0.510]
##
## Rule 10/164: (257.5/0.6, lift 15.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 <= 0.8676775
## PC8 <= 2.240701
## PC16 > 0.3594292
## PC17 <= 4.332971
## PC19 <= 1.907495
## PC26 > -1.26731
## PC50 <= -0.2163485
## PC51 <= 0.1291597
## PC56 <= 0.3922195
## PC84 <= 0.5250967
## PC98 > -0.5526988
## PC100 <= 0.510457
## -> class 1\|3 [0.994]
##
## Rule 10/165: (132.3/0.4, lift 15.3)
## PC1 > 0.6041246
## PC3 > 0.09497605
## PC4 > -1.68035
## PC6 > 1.084966
## PC13 > -0.2205511
## PC15 > -3.075166
## PC16 > -2.0107
## PC16 <= 0.3594292
## PC39 <= 0.3641718
## PC48 <= 0.6985834
## PC83 > -0.4936549
## PC89 > -0.1881214
## -> class 1\|3 [0.990]
##
## Rule 10/166: (101.9, lift 15.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC8 <= 2.240701
## PC16 > 0.3594292
## PC48 <= 0.6985834
## PC65 > 0.5879331
## -> class 1\|3 [0.990]
##
## Rule 10/167: (56.5, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > 0.3594292
## PC19 <= 1.907495
## PC38 > 0.3581017
## PC84 <= 0.5250967
## -> class 1\|3 [0.983]
##
## Rule 10/168: (191.4/3.4, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.530685
## PC5 > -5.914125
## PC16 > 0.9959877
## PC51 <= -0.7457969
## PC55 <= 0.6836692
## PC60 > -0.9224108
## -> class 1\|3 [0.977]
##
## Rule 10/169: (176.7/3.8, lift 15.1)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC14 > 0.6629388
## PC16 > 0.3594292
## PC37 > -0.9412288
## PC60 > -1.124229
## PC61 <= 0.8495589
## PC84 <= 0.5250967
## -> class 1\|3 [0.973]
##
## Rule 10/170: (296/16.1, lift 14.6)
## PC2 <= 2.5099
## PC3 > 1.077285
## PC4 <= 0.8676775
## PC8 <= 2.240701
## PC16 > 0.3594292
## PC17 <= 4.332971
## PC19 <= 1.907495
## PC26 > -1.26731
## PC37 > -0.9412288
## PC50 <= -0.2163485
## PC56 <= 0.3922195
## PC60 > -1.124229
## PC69 > -0.4849659
## PC84 <= 0.5250967
## PC98 > -0.5526988
## PC100 <= 0.510457
## -> class 1\|3 [0.943]
##
## Rule 10/171: (12.2, lift 14.4)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC8 <= 2.240701
## PC16 > 0.3594292
## PC34 <= -0.7834614
## PC84 <= 0.5250967
## -> class 1\|3 [0.930]
##
## Rule 10/172: (150.9/10.3, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > 0.3594292
## PC19 <= 1.907495
## PC43 <= -0.108369
## PC50 > -0.2163485
## PC100 <= 0.510457
## -> class 1\|3 [0.926]
##
## Rule 10/173: (31.9/2.1, lift 14.1)
## PC1 > -0.1814509
## PC3 > 0.09497605
## PC4 > -1.68035
## PC8 > 2.240701
## PC15 > -3.075166
## PC16 > -2.0107
## PC19 <= 1.907495
## PC25 <= -0.0455461
## PC84 <= 0.5250967
## -> class 1\|3 [0.910]
##
## Rule 10/174: (9.8, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= -0.2464361
## PC15 > -3.075166
## PC79 > 0.6500567
## -> class 1\|3 [0.909]
##
## Rule 10/175: (5.5, lift 13.4)
## PC1 > -0.430681
## PC1 <= 4.677061
## PC3 <= 0.09497605
## PC8 <= 0.4784799
## PC9 <= -0.2464361
## PC19 <= -1.679154
## PC71 > -0.856258
## -> class 1\|3 [0.867]
##
## Rule 10/176: (197.2/35.6, lift 12.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC8 <= 2.240701
## PC16 > 0.3594292
## PC68 <= -1.693282
## PC84 <= 0.5250967
## -> class 1\|3 [0.816]
##
## Rule 10/177: (82.3, lift 14.8)
## PC1 > -0.1814509
## PC3 <= 0.09497605
## PC8 > 0.4784799
## PC9 > -2.489837
## PC9 <= -0.2464361
## PC12 > -0.1327736
## PC72 > -0.6012824
## -> class 2\|0 [0.988]
##
## Rule 10/178: (61.1, lift 14.7)
## PC8 > 2.272961
## PC19 <= -0.03756655
## PC21 > 0.05605728
## PC53 > 0.9464185
## PC71 <= 0.9115143
## PC97 > -0.265904
## -> class 2\|0 [0.984]
##
## Rule 10/179: (422.4/6.1, lift 14.7)
## PC8 > 2.272961
## PC10 <= 0.4664886
## PC19 <= -0.03756655
## PC20 <= 0.1166532
## PC21 > 0.05605728
## PC28 <= 0.1391531
## PC46 <= 1.24209
## PC59 <= 0.2586897
## PC70 <= 0.06324595
## PC97 > -0.265904
## -> class 2\|0 [0.983]
##
## Rule 10/180: (89.8/0.7, lift 14.7)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC8 > 0.9433812
## PC36 > 0.09076007
## PC36 <= 0.3500793
## PC75 > -0.09048533
## PC94 <= 0.03713881
## PC96 <= 0.325923
## -> class 2\|0 [0.982]
##
## Rule 10/181: (345.9/5.2, lift 14.7)
## PC8 > 2.272961
## PC19 <= -0.03756655
## PC20 <= 0.1166532
## PC24 <= 0.571845
## PC28 <= 0.1391531
## PC32 > -2.091555
## PC39 <= 0.8557313
## PC70 <= -0.04163877
## PC71 <= 0.9115143
## PC97 > -0.265904
## -> class 2\|0 [0.982]
##
## Rule 10/182: (239.7/6.7, lift 14.5)
## PC8 > 2.272961
## PC10 <= 0.4664886
## PC11 > -0.5610121
## PC16 <= 0.5720171
## PC19 <= -0.03756655
## PC20 <= 0.1166532
## PC21 > 0.05605728
## PC28 <= 0.1391531
## PC46 <= 1.24209
## PC59 <= 0.2586897
## PC67 > -0.1835189
## PC97 > -0.265904
## -> class 2\|0 [0.968]
##
## Rule 10/183: (13.3, lift 14.0)
## PC1 <= -0.430681
## PC6 > -0.9504476
## PC8 > 1.104598
## PC8 <= 2.272961
## PC12 > 1.703315
## -> class 2\|0 [0.935]
##
## Rule 10/184: (18.2/1.5, lift 13.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 2.272961
## PC12 > 1.703315
## PC66 > -0.3298688
## PC98 > 0.592828
## -> class 2\|0 [0.878]
##
## Rule 10/185: (43.7/4.9, lift 13.0)
## PC2 <= -1.074925
## PC8 > 1.104598
## PC8 <= 2.272961
## PC12 > 1.703315
## PC26 <= 4.11563
## PC62 <= -1.206098
## PC98 <= 0.592828
## -> class 2\|0 [0.872]
##
## Rule 10/186: (268.8/44.4, lift 12.5)
## PC1 <= -0.430681
## PC8 > 2.272961
## PC10 <= -0.2725354
## -> class 2\|0 [0.832]
##
## Rule 10/187: (30.8/12.9, lift 8.6)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC9 <= -0.2464361
## PC15 > -3.075166
## PC19 > -1.679154
## PC44 > 1.140118
## PC86 <= 0.661262
## -> class 2\|0 [0.575]
##
## Rule 10/188: (902.9/501.2, lift 6.7)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC8 > 0.08273966
## PC16 > -2.0107
## -> class 2\|0 [0.445]
##
## Rule 10/189: (116.2, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC28 <= -0.2656237
## -> class 2\|1 [0.992]
##
## Rule 10/190: (93.9, lift 9.4)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.6898082
## PC12 <= 1.703315
## PC22 <= -0.8867117
## PC44 <= 0.3712398
## PC97 > 0.3241445
## -> class 2\|1 [0.990]
##
## Rule 10/191: (245.6/2.9, lift 9.3)
## PC2 <= -1.074925
## PC8 > 0.6898082
## PC8 <= 2.246104
## PC12 <= 1.703315
## PC22 > -0.8867117
## PC62 > -1.319855
## PC67 <= 0.2871534
## PC71 <= 0.399435
## PC88 <= 0.5226468
## -> class 2\|1 [0.984]
##
## Rule 10/192: (61.7, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC32 <= -2.091555
## PC70 <= -0.04163877
## PC97 > -0.265904
## -> class 2\|1 [0.984]
##
## Rule 10/193: (46.6, lift 9.3)
## PC2 > -1.563518
## PC2 <= -1.074925
## PC8 > 0.6898082
## PC8 <= 2.272961
## PC12 <= 1.703315
## PC71 <= 0.399435
## PC97 <= 0.3241445
## PC99 <= 1.33899
## -> class 2\|1 [0.978]
##
## Rule 10/194: (98.5/1.2, lift 9.3)
## PC2 <= -1.074925
## PC8 > 2.110449
## PC8 <= 2.246104
## PC12 <= 1.703315
## PC71 <= 0.399435
## -> class 2\|1 [0.978]
##
## Rule 10/195: (39.8, lift 9.3)
## PC1 <= -0.430681
## PC2 > -1.934819
## PC2 <= 2.5099
## PC6 <= 1.433258
## PC8 > -0.2065834
## PC8 <= 0.6898082
## PC14 > -1.12137
## PC74 > -0.5891837
## -> class 2\|1 [0.976]
##
## Rule 10/196: (37.8, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.6898082
## PC22 <= -0.8867117
## PC81 <= -0.2088361
## -> class 2\|1 [0.975]
##
## Rule 10/197: (34.1, lift 9.2)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 2.272961
## PC36 <= 0.09076007
## PC75 > -0.09048533
## -> class 2\|1 [0.972]
##
## Rule 10/198: (163.6/3.7, lift 9.2)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.6898082
## PC8 <= 2.272961
## PC12 <= 1.703315
## PC33 <= 0.509596
## PC44 > 0.3712398
## -> class 2\|1 [0.971]
##
## Rule 10/199: (166.5/4.1, lift 9.2)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.6898082
## PC8 <= 2.272961
## PC12 <= 1.703315
## PC71 > 0.399435
## -> class 2\|1 [0.970]
##
## Rule 10/200: (30.2, lift 9.2)
## PC1 <= -0.430681
## PC8 > 0.6898082
## PC8 <= 2.272961
## PC19 <= -2.213087
## PC44 <= 0.3712398
## -> class 2\|1 [0.969]
##
## Rule 10/201: (77.8/1.5, lift 9.2)
## PC1 <= -0.430681
## PC6 <= -0.9504476
## PC8 > 1.104598
## PC8 <= 2.272961
## PC12 > 1.703315
## PC62 > -1.206098
## PC98 <= 0.592828
## -> class 2\|1 [0.968]
##
## Rule 10/202: (29.3, lift 9.2)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 2.272961
## PC75 > -0.09048533
## PC94 > 0.03713881
## -> class 2\|1 [0.968]
##
## Rule 10/203: (124.4/3, lift 9.2)
## PC1 <= -0.430681
## PC8 > 2.272961
## PC21 <= 0.05605728
## PC24 <= 0.571845
## PC70 > -0.04163877
## -> class 2\|1 [0.968]
##
## Rule 10/204: (20.7, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 0.6898082
## PC14 > -1.12137
## PC53 <= -1.081494
## -> class 2\|1 [0.956]
##
## Rule 10/205: (20.1, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2518594
## PC8 <= 0.6898082
## PC51 <= 0.3526994
## PC74 > -0.5891837
## PC88 <= -0.2674662
## -> class 2\|1 [0.955]
##
## Rule 10/206: (45.1/1.2, lift 9.1)
## PC1 <= -0.430681
## PC8 > 2.272961
## PC11 <= -0.5610121
## PC16 <= 0.5720171
## PC70 > 0.06324595
## -> class 2\|1 [0.954]
##
## Rule 10/207: (19.1, lift 9.0)
## PC2 <= 2.5099
## PC16 <= -2.0107
## PC21 > 0.9837545
## PC66 <= -0.1660837
## -> class 2\|1 [0.953]
##
## Rule 10/208: (31.8/0.6, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 1.104598
## PC12 > 1.703315
## PC30 > 0.2127471
## PC70 <= 0.2902557
## PC89 <= 0.002573911
## -> class 2\|1 [0.952]
##
## Rule 10/209: (18, lift 9.0)
## PC1 > -0.430681
## PC3 <= 0.09497605
## PC8 > 0.4784799
## PC9 <= -0.2464361
## PC12 <= -0.1327736
## -> class 2\|1 [0.950]
##
## Rule 10/210: (315.5/15.3, lift 9.0)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.6898082
## PC8 <= 2.246104
## PC12 <= 1.703315
## PC20 <= 0.2133572
## PC22 > -0.8867117
## PC42 > -0.5777001
## PC62 > -1.319855
## PC88 <= 0.5226468
## -> class 2\|1 [0.949]
##
## Rule 10/211: (16.8, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= 1.433258
## PC8 > 0.2518594
## PC8 <= 0.6898082
## PC12 <= 1.703315
## PC14 > -1.12137
## PC47 <= -0.3046015
## PC76 <= 0.1057445
## -> class 2\|1 [0.947]
##
## Rule 10/212: (16.8/0.2, lift 8.9)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2065834
## PC8 <= 0.6898082
## PC28 <= -0.1246673
## -> class 2\|1 [0.936]
##
## Rule 10/213: (10.5, lift 8.7)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC36 > 0.3500793
## PC75 > -0.09048533
## -> class 2\|1 [0.920]
##
## Rule 10/214: (111.3/8.7, lift 8.7)
## PC2 <= -8.975098
## -> class 2\|1 [0.914]
##
## Rule 10/215: (8, lift 8.5)
## PC1 > -0.430681
## PC3 <= 0.09497605
## PC16 > -2.0107
## PC19 <= -1.679154
## PC71 <= -0.856258
## -> class 2\|1 [0.900]
##
## Rule 10/216: (48/4.3, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC12 > 5.117099
## -> class 2\|1 [0.894]
##
## Rule 10/217: (18.8/1.3, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 0.6898082
## PC12 <= 1.703315
## PC45 > 0.3823274
## -> class 2\|1 [0.888]
##
## Rule 10/218: (23.7/2.3, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 0.6898082
## PC12 <= 1.703315
## PC14 <= -1.12137
## -> class 2\|1 [0.870]
##
## Rule 10/219: (83.9/11.5, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC29 <= 0.2788967
## PC32 <= -2.545227
## PC57 > -0.2091191
## -> class 2\|1 [0.855]
##
## Rule 10/220: (75.6/12.6, lift 7.8)
## PC1 <= -0.430681
## PC8 > 2.272961
## PC24 <= 0.571845
## PC67 <= -0.1835189
## PC70 > 0.06324595
## -> class 2\|1 [0.825]
##
## Rule 10/221: (32/5.4, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC33 <= -0.4557476
## PC45 <= 0.4453568
## PC57 > -0.2091191
## PC66 <= 0.7007316
## PC98 <= -0.8824486
## PC100 <= 3.410604
## -> class 2\|1 [0.812]
##
## Rule 10/222: (53.1/11.6, lift 7.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= 0.07538287
## PC8 > 0.2518594
## PC14 > -1.12137
## PC74 > -0.5891837
## PC76 <= 0.1057445
## -> class 2\|1 [0.771]
##
## Rule 10/223: (42.6/9.8, lift 7.2)
## PC2 <= 2.5099
## PC6 <= 1.433258
## PC8 > -0.2065834
## PC8 <= 0.6898082
## PC46 > -0.9126658
## PC51 > 0.3526994
## PC74 > -0.5891837
## PC91 > -1.06635
## -> class 2\|1 [0.757]
##
## Rule 10/224: (15.9/3.6, lift 7.1)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC8 > 0.08273966
## PC18 <= 1.296624
## PC36 <= -0.01591384
## -> class 2\|1 [0.744]
##
## Rule 10/225: (43.5/15.7, lift 6.0)
## PC2 <= 2.5099
## PC8 > -2.684477
## PC36 > -0.7236297
## PC45 > 0.3222792
## PC57 <= -0.2091191
## -> class 2\|1 [0.633]
##
## Rule 10/226: (1564.1/713, lift 5.2)
## PC1 <= -0.430681
## PC8 > 2.272961
## -> class 2\|1 [0.544]
##
## Rule 10/227: (87.8, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.329367
## PC8 <= -0.2065834
## PC12 <= 5.117099
## PC32 <= 1.306595
## PC33 > -0.4557476
## PC41 <= 2.833062
## PC66 <= 0.7007316
## PC67 > 0.4893844
## -> class 2\|2 [0.989]
##
## Rule 10/228: (91.7, lift 11.0)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC2 <= 2.5099
## PC8 > -1.329367
## PC8 <= -0.2065834
## PC12 <= 5.117099
## PC28 > 0.04907383
## PC29 <= 0.2788967
## PC32 > -2.545227
## PC66 <= 0.7007316
## PC100 <= 3.410604
## -> class 2\|2 [0.989]
##
## Rule 10/229: (76.1, lift 11.0)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC23 > -0.9372438
## PC33 <= -0.4557476
## PC45 <= 0.4453568
## PC98 > -0.8824486
## PC100 <= 3.410604
## -> class 2\|2 [0.987]
##
## Rule 10/230: (111.8/1.1, lift 10.9)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC2 <= 2.5099
## PC8 > -1.329367
## PC8 <= -0.2065834
## PC20 > 0.1362111
## PC20 <= 0.383405
## PC63 > 0.06407528
## PC68 > -1.368178
## -> class 2\|2 [0.982]
##
## Rule 10/231: (49.6, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC12 <= 5.117099
## PC36 <= -0.7236297
## -> class 2\|2 [0.981]
##
## Rule 10/232: (56/0.2, lift 10.9)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 <= 2.272961
## PC12 <= 1.703315
## PC22 > -0.8867117
## PC42 <= -0.5777001
## PC67 > 0.2871534
## PC99 <= 1.33899
## -> class 2\|2 [0.979]
##
## Rule 10/233: (40.6, lift 10.9)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC2 <= 2.5099
## PC8 > -2.312642
## PC8 <= -0.2065834
## PC12 <= 5.117099
## PC33 <= -0.3275445
## PC39 <= 0.4334044
## PC45 <= 0.4453568
## PC57 > -0.2091191
## PC66 <= 0.7007316
## PC70 <= 0.1669734
## PC100 <= 3.410604
## -> class 2\|2 [0.975]
##
## Rule 10/234: (180.2/4.3, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.312642
## PC8 <= -0.2065834
## PC15 <= 3.794996
## PC20 <= 0.383405
## PC29 <= 0.2788967
## PC32 <= 1.306595
## PC35 <= 0.9875553
## PC38 > -0.5710974
## PC66 <= 0.7007316
## PC69 > -0.1335943
## PC70 > 0.1669734
## PC70 <= 0.4516251
## PC78 > -0.04845232
## PC87 <= 0.3100585
## -> class 2\|2 [0.971]
##
## Rule 10/235: (98.4/2, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC15 > -2.186466
## PC15 <= 3.794996
## PC32 > -2.545227
## PC33 > -0.4557476
## PC35 <= 0.9875553
## PC39 > 0.4334044
## PC66 <= 0.7007316
## -> class 2\|2 [0.970]
##
## Rule 10/236: (40.4/0.4, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.312642
## PC8 <= -0.2065834
## PC15 <= 3.794996
## PC29 <= 0.2788967
## PC33 > -0.4557476
## PC68 > -1.368178
## PC86 > 1.04179
## PC100 <= 3.410604
## -> class 2\|2 [0.968]
##
## Rule 10/237: (22.5, lift 10.7)
## PC1 > -0.430681
## PC3 <= 0.09497605
## PC8 <= 0.4784799
## PC9 <= -0.2464361
## PC15 > -3.075166
## PC19 > -1.679154
## PC44 <= 1.140118
## PC86 <= 0.661262
## PC98 > 0.3575567
## -> class 2\|2 [0.959]
##
## Rule 10/238: (62.4/1.7, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.312642
## PC15 > -2.186466
## PC20 > 0.383405
## PC32 > -2.545227
## PC33 > -0.4557476
## PC35 <= 0.9875553
## PC57 > -0.2091191
## -> class 2\|2 [0.959]
##
## Rule 10/239: (59.2/1.7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.329367
## PC8 <= -0.2065834
## PC12 <= 5.117099
## PC15 > -2.186466
## PC33 > -0.3275445
## PC49 <= -0.4523354
## PC66 <= 0.7007316
## PC100 <= 3.410604
## -> class 2\|2 [0.955]
##
## Rule 10/240: (87.1/4, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.312642
## PC8 <= -0.2065834
## PC29 <= 0.2788967
## PC35 <= 0.9875553
## PC38 > -0.5710974
## PC45 <= 0.4453568
## PC70 > 0.1669734
## PC71 > -0.3637459
## PC78 > -0.04845232
## -> class 2\|2 [0.944]
##
## Rule 10/241: (49.9/2, lift 10.5)
## PC8 > -2.312642
## PC8 <= -0.2065834
## PC15 <= 3.794996
## PC35 <= 0.9875553
## PC41 > 2.833062
## PC70 <= 0.1669734
## PC100 <= 3.410604
## -> class 2\|2 [0.942]
##
## Rule 10/242: (16.5, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.312642
## PC8 <= -0.2065834
## PC15 > -2.186466
## PC15 <= 3.794996
## PC28 > -0.2656237
## PC32 > 1.306595
## PC33 > -0.4557476
## PC35 <= 0.9875553
## PC39 <= 0.4334044
## -> class 2\|2 [0.942]
##
## Rule 10/243: (63.2/3.2, lift 10.4)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC15 <= 4.641573
## PC38 > 0.1580302
## PC49 <= -0.2072445
## -> class 2\|2 [0.936]
##
## Rule 10/244: (18.8/0.4, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC12 <= 5.117099
## PC48 > 0.2562707
## PC66 > 0.7007316
## -> class 2\|2 [0.935]
##
## Rule 10/245: (15.5/0.1, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 1.104598
## PC12 > 1.703315
## PC26 <= 4.11563
## PC28 > -0.0453077
## PC30 <= 0.2127471
## PC66 > -0.3298688
## PC70 <= 0.2902557
## PC98 <= 0.592828
## -> class 2\|2 [0.935]
##
## Rule 10/246: (57/2.9, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC12 <= -0.05278913
## PC29 > 0.2788967
## PC82 > -0.2344068
## -> class 2\|2 [0.933]
##
## Rule 10/247: (151.3/10.2, lift 10.3)
## PC1 <= -0.430681
## PC2 <= -1.563518
## PC8 > 0.6898082
## PC8 <= 2.110449
## PC19 > -2.213087
## PC22 <= -0.8867117
## PC44 <= 0.3712398
## PC60 > -1.798167
## PC71 <= 0.399435
## PC81 > -0.2088361
## PC97 <= 0.3241445
## -> class 2\|2 [0.927]
##
## Rule 10/248: (300.4/21, lift 10.3)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC9 > -4.402143
## PC12 <= 5.117099
## PC15 > -2.709436
## PC32 <= 1.917393
## PC36 > -0.5806515
## PC45 <= 0.3222792
## PC57 <= -0.2091191
## PC76 <= 0.5956997
## PC100 <= 3.410604
## -> class 2\|2 [0.927]
##
## Rule 10/249: (18.5/1, lift 10.1)
## PC1 <= -0.430681
## PC6 > 5.545538
## PC8 > -2.312642
## PC8 <= -0.2065834
## PC15 <= 3.794996
## PC86 <= 1.04179
## -> class 2\|2 [0.904]
##
## Rule 10/250: (125.6/13, lift 9.9)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2065834
## PC8 <= 2.272961
## PC20 > 0.2133572
## PC42 > -0.5777001
## PC67 > 0.2871534
## -> class 2\|2 [0.891]
##
## Rule 10/251: (8.3/0.1, lift 9.9)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC8 > -2.684477
## PC8 <= -2.312642
## PC29 <= 0.2788967
## PC30 > 0.2534839
## PC66 <= 0.7007316
## -> class 2\|2 [0.889]
##
## Rule 10/252: (16.9/1.2, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2065834
## PC20 > 0.8294119
## -> class 2\|2 [0.885]
##
## Rule 10/253: (81.1/10.7, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.312642
## PC8 <= -0.2065834
## PC12 <= 5.117099
## PC28 > -0.2656237
## PC29 <= 0.2788967
## PC66 <= 0.7007316
## PC68 <= -1.368178
## -> class 2\|2 [0.860]
##
## Rule 10/254: (31.7/3.8, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.246104
## PC8 <= 2.272961
## PC12 <= 1.703315
## PC71 <= 0.399435
## -> class 2\|2 [0.859]
##
## Rule 10/255: (75.1/16.2, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2065834
## PC25 > 0.2354798
## PC38 <= 0.1580302
## PC85 <= -0.01013124
## PC97 > -0.1140326
## -> class 2\|2 [0.777]
##
## Rule 10/256: (21.3/5.6, lift 8.0)
## PC1 <= -0.430681
## PC8 > 0.6898082
## PC8 <= 2.272961
## PC12 <= 1.703315
## PC22 > -0.8867117
## PC62 > -1.319855
## PC71 <= 0.399435
## PC88 > 0.5226468
## PC99 <= 1.33899
## -> class 2\|2 [0.715]
##
## Rule 10/257: (37.6/10.4, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 1.104598
## PC12 > 1.703315
## PC26 <= 4.11563
## PC28 > -0.0453077
## PC66 > -0.3298688
## PC89 > 0.002573911
## -> class 2\|2 [0.713]
##
## Rule 10/258: (613.4/178.3, lift 7.9)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2065834
## PC8 <= 0.6898082
## PC12 <= 1.703315
## PC99 <= 1.33899
## -> class 2\|2 [0.709]
##
## Rule 10/259: (12.4/3.3, lift 7.8)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > -0.2065834
## PC8 <= 2.272961
## PC51 > -0.6793012
## PC75 <= -0.09048533
## -> class 2\|2 [0.704]
##
## Rule 10/260: (9.9/2.9, lift 7.5)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC85 <= -0.01013124
## PC94 <= -2.653747
## -> class 2\|2 [0.670]
##
## Rule 10/261: (61.6, lift 8.9)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC15 > 4.641573
## -> class 2\|3 [0.984]
##
## Rule 10/262: (96.5/0.9, lift 8.9)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC20 <= 0.8294119
## PC22 <= -1.852043
## -> class 2\|3 [0.981]
##
## Rule 10/263: (191/5.8, lift 8.7)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= -2.312642
## PC15 > -2.186466
## PC29 <= 0.2788967
## PC30 <= 0.2534839
## PC33 > -0.4557476
## PC57 > -0.2091191
## PC66 <= 0.7007316
## -> class 2\|3 [0.965]
##
## Rule 10/264: (18.1, lift 8.6)
## PC1 <= -0.430681
## PC8 <= 2.272961
## PC12 > 1.703315
## PC26 > 4.11563
## -> class 2\|3 [0.950]
##
## Rule 10/265: (229.2/121.9, lift 4.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 > -1.696486
## PC15 <= -3.075166
## -> class 2\|3 [0.469]
##
## Rule 10/266: (11857.1/9657.4, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.186]
##
## Rule 10/267: (104.5, lift 24.4)
## PC1 <= -0.430681
## PC8 > -6.498019
## PC8 <= -2.684477
## PC16 <= 0.07408401
## PC24 <= 0.02965583
## PC38 <= 0.1580302
## PC74 <= 1.005751
## PC84 > -0.2814895
## PC85 > -0.01013124
## -> class 2\|4 [0.990]
##
## Rule 10/268: (81.3/0.3, lift 24.2)
## PC1 > -0.430681
## PC2 <= -0.4100847
## PC5 > -1.696486
## PC14 <= 1.485917
## PC15 <= -3.075166
## PC16 > -2.0107
## PC67 <= 0.5156994
## PC88 <= 0.02790001
## -> class 2\|4 [0.985]
##
## Rule 10/269: (143.6/1.4, lift 24.2)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC38 <= 0.1580302
## PC72 > -0.504717
## PC74 <= 1.005751
## PC85 > 0.7464535
## -> class 2\|4 [0.984]
##
## Rule 10/270: (59.4, lift 24.2)
## PC2 <= 2.5099
## PC8 > -6.498019
## PC8 <= -2.684477
## PC16 <= 0.07408401
## PC40 > 0.6674942
## PC49 > 0.09838086
## PC72 > -0.504717
## PC85 > -0.01013124
## -> class 2\|4 [0.984]
##
## Rule 10/271: (39.5, lift 24.0)
## PC6 > 0.1156972
## PC8 <= -2.684477
## PC16 <= 0.07408401
## PC49 <= 0.09838086
## PC60 > 1.190482
## PC72 > -0.504717
## PC74 <= 1.005751
## PC85 > -0.01013124
## PC89 <= 0.4733616
## -> class 2\|4 [0.976]
##
## Rule 10/272: (38.4, lift 24.0)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC12 > -0.05278913
## PC29 > 0.2788967
## PC57 > -0.2091191
## PC82 > -0.2344068
## -> class 2\|4 [0.975]
##
## Rule 10/273: (245.1/6, lift 23.9)
## PC1 <= -0.430681
## PC5 <= 1.957913
## PC6 <= 0.1156972
## PC8 > -6.498019
## PC8 <= -2.684477
## PC22 > -1.852043
## PC23 > 0.1205632
## PC24 > 0.02965583
## PC26 <= 3.239936
## PC38 <= 0.1580302
## PC45 <= 0.1423078
## PC49 <= 0.09838086
## PC72 > -0.504717
## PC85 > -0.01013124
## PC89 <= 0.4733616
## -> class 2\|4 [0.972]
##
## Rule 10/274: (27.2, lift 23.8)
## PC6 > 0.1156972
## PC8 > -6.498019
## PC8 <= -2.684477
## PC16 <= 0.07408401
## PC41 <= -1.15951
## PC72 > -0.504717
## PC89 <= 0.4733616
## -> class 2\|4 [0.966]
##
## Rule 10/275: (25.5, lift 23.7)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC25 <= 0.2354798
## PC39 <= 0.2011399
## PC43 > 1.698823
## PC85 <= -0.01013124
## PC94 > -2.653747
## -> class 2\|4 [0.964]
##
## Rule 10/276: (24.6, lift 23.7)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC18 <= -0.2207
## PC25 <= 0.2354798
## PC38 <= 0.1580302
## PC66 <= -0.07916607
## PC81 <= -0.03806818
## -> class 2\|4 [0.962]
##
## Rule 10/277: (20.7, lift 23.5)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC18 <= -0.2207
## PC20 <= -0.02201807
## PC25 <= 0.2354798
## PC38 <= 0.1580302
## PC66 <= -0.07916607
## -> class 2\|4 [0.953]
##
## Rule 10/278: (20.3, lift 23.4)
## PC8 <= -2.684477
## PC38 <= 0.1580302
## PC55 > 3.555846
## -> class 2\|4 [0.952]
##
## Rule 10/279: (14.2, lift 23.1)
## PC1 > -0.430681
## PC2 > -2.626969
## PC2 <= -0.4100847
## PC15 <= -3.075166
## PC16 > -2.0107
## PC50 > -0.4979096
## -> class 2\|4 [0.938]
##
## Rule 10/280: (34/1.6, lift 22.8)
## PC1 > -0.430681
## PC3 <= 0.09497605
## PC9 <= -0.2464361
## PC19 > -1.679154
## PC71 > 0.5719942
## PC86 <= 0.661262
## -> class 2\|4 [0.928]
##
## Rule 10/281: (10.4, lift 22.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 > -1.696486
## PC38 > 1.190677
## -> class 2\|4 [0.919]
##
## Rule 10/282: (12.1/0.9, lift 21.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC15 <= -2.186466
## PC57 > 0.06787015
## -> class 2\|4 [0.868]
##
## Rule 10/283: (28.2/3.8, lift 20.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC29 <= 0.2788967
## PC48 <= 0.2562707
## PC57 > -0.2091191
## PC66 > 0.7007316
## PC81 <= -0.09694044
## -> class 2\|4 [0.842]
##
## Rule 10/284: (32.9/5.9, lift 19.8)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC18 <= -0.2207
## PC25 <= 0.2354798
## PC38 <= 0.1580302
## PC39 <= 0.2011399
## PC66 > -0.07916607
## PC85 <= -0.01013124
## -> class 2\|4 [0.804]
##
## Rule 10/285: (10.5/2.1, lift 18.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.2065834
## PC28 > -0.2656237
## PC32 > 1.917393
## PC57 <= -0.2091191
## -> class 2\|4 [0.750]
##
## Default class: 2\|3
##
## ----- Trial 11: -----
##
## Rules:
##
## Rule 11/1: (61.8/0.1, lift 16.9)
## PC4 <= -8.071015
## PC18 > 1.725152
## PC26 <= 0.6551214
## PC97 <= -0.662299
## -> class 0\|0 [0.983]
##
## Rule 11/2: (69/0.2, lift 16.9)
## PC4 > -8.071015
## PC13 <= 6.880823
## PC17 > 0.3553725
## PC18 > 2.683598
## PC26 <= 0.6551214
## PC33 <= 3.237279
## PC51 <= 0.6068897
## PC58 <= -0.7764863
## PC63 > -1.234706
## PC87 <= 0.6524553
## PC94 > -0.2185117
## PC97 <= 0.2555704
## -> class 0\|0 [0.983]
##
## Rule 11/3: (219.2/3.3, lift 16.8)
## PC7 > -0.9757992
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC19 <= 0.008498676
## PC40 > 2.539887
## PC82 > -1.37623
## -> class 0\|0 [0.981]
##
## Rule 11/4: (437.9/7.9, lift 16.8)
## PC4 > -8.071015
## PC10 > -7.258377
## PC13 <= 6.880823
## PC18 > 2.683598
## PC19 <= 0.008498676
## PC22 > -0.5050016
## PC26 <= 0.6551214
## PC33 <= 3.237279
## PC38 <= 3.234724
## PC51 <= 0.6068897
## PC56 <= 0.7090798
## PC58 > -0.7764863
## PC63 > -1.234706
## PC79 > -2.591075
## PC87 <= 0.6524553
## PC97 <= 0.2555704
## -> class 0\|0 [0.980]
##
## Rule 11/5: (45.4, lift 16.8)
## PC2 <= 6.63899
## PC4 <= -8.071015
## PC18 > 1.725152
## PC56 <= -0.4952962
## -> class 0\|0 [0.979]
##
## Rule 11/6: (46.5, lift 16.8)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC26 <= 0.6551214
## PC33 <= 3.237279
## PC52 > -6.357232
## PC91 <= 2.682686
## PC92 <= -0.8235921
## PC97 > 0.2555704
## -> class 0\|0 [0.979]
##
## Rule 11/7: (43.4/0.1, lift 16.8)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC26 <= 0.6551214
## PC52 > -6.357232
## PC100 <= -0.929904
## -> class 0\|0 [0.976]
##
## Rule 11/8: (46.3/0.2, lift 16.7)
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC43 > -1.154644
## PC67 > 0.2726204
## PC91 <= 2.682686
## PC97 > 0.2555704
## -> class 0\|0 [0.975]
##
## Rule 11/9: (213.5/5.9, lift 16.6)
## PC4 > -8.071015
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC19 <= 0.008498676
## PC22 > -0.5050016
## PC33 <= 3.237279
## PC49 <= 0.2614544
## PC53 <= -0.8056883
## PC56 <= 0.7090798
## PC63 > -1.234706
## PC97 <= 0.2555704
## -> class 0\|0 [0.968]
##
## Rule 11/10: (28.9, lift 16.6)
## PC4 > -8.071015
## PC13 <= 6.880823
## PC18 > 1.725152
## PC19 <= 0.008498676
## PC33 <= 3.237279
## PC43 <= -1.154644
## PC52 > -6.357232
## PC97 > 0.2555704
## -> class 0\|0 [0.968]
##
## Rule 11/11: (54.1/0.9, lift 16.6)
## PC2 <= 6.63899
## PC4 <= -8.071015
## PC18 > 1.725152
## PC90 <= 0.01276649
## -> class 0\|0 [0.966]
##
## Rule 11/12: (26.6, lift 16.6)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > -0.597527
## PC40 <= -2.748798
## PC86 <= -1.263183
## -> class 0\|0 [0.965]
##
## Rule 11/13: (68.7/2.9, lift 16.2)
## PC2 <= 6.63899
## PC4 <= -8.071015
## PC18 > 1.725152
## PC84 <= 0.05418011
## -> class 0\|0 [0.944]
##
## Rule 11/14: (41.5/1.7, lift 16.1)
## PC2 <= 6.63899
## PC4 <= -8.071015
## PC18 > 1.725152
## PC26 <= 0.6551214
## PC78 <= -0.1263285
## -> class 0\|0 [0.938]
##
## Rule 11/15: (47.9/2.6, lift 15.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.1974562
## PC13 <= -0.3155258
## PC18 > -0.597527
## PC18 <= 1.725152
## PC47 <= -0.9079783
## -> class 0\|0 [0.929]
##
## Rule 11/16: (59.1/3.4, lift 15.9)
## PC2 > 2.5099
## PC12 > 0.2704921
## PC13 <= 1.572708
## PC17 <= 0.2186834
## PC18 > 0.7212847
## PC18 <= 1.725152
## PC40 > -2.748798
## PC93 > -1.122627
## PC99 <= 0.4290221
## -> class 0\|0 [0.928]
##
## Rule 11/17: (145.9/11.5, lift 15.7)
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC26 <= 0.6551214
## PC38 <= 3.234724
## PC49 > 0.2614544
## PC51 <= 0.6068897
## PC56 <= 0.7090798
## PC63 > 0.3291067
## PC87 <= 0.6524553
## PC97 <= 0.2555704
## -> class 0\|0 [0.915]
##
## Rule 11/18: (8.3, lift 15.4)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 0.7212847
## PC18 <= 1.725152
## PC43 <= -2.217216
## -> class 0\|0 [0.898]
##
## Rule 11/19: (7, lift 15.3)
## PC13 > 6.880823
## PC18 > 3.718587
## PC31 > 0.1783828
## -> class 0\|0 [0.889]
##
## Rule 11/20: (128.9/14.4, lift 15.2)
## PC3 > -1.155324
## PC14 > -1.775794
## PC18 > 1.725152
## PC26 <= 0.6551214
## PC40 <= 2.539887
## PC43 > -1.154644
## -> class 0\|0 [0.882]
##
## Rule 11/21: (5, lift 14.7)
## PC13 <= 6.880823
## PC18 > 1.725152
## PC33 <= 3.237279
## PC97 > 0.2555704
## PC98 > 1.189503
## -> class 0\|0 [0.856]
##
## Rule 11/22: (3.8, lift 14.2)
## PC10 <= -7.303295
## PC18 > 1.725152
## PC26 <= 0.6551214
## PC97 > 0.2555704
## -> class 0\|0 [0.828]
##
## Rule 11/23: (3.3, lift 13.9)
## PC13 > 6.880823
## PC18 > 3.718587
## PC37 <= -0.2538081
## -> class 0\|0 [0.810]
##
## Rule 11/24: (130/37.2, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.1860192
## PC13 <= 1.572708
## PC18 > -0.597527
## -> class 0\|0 [0.711]
##
## Rule 11/25: (43.2/0.5, lift 11.6)
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC52 <= -6.357232
## -> class 0\|1 [0.968]
##
## Rule 11/26: (76.3/1.6, lift 11.6)
## PC14 > -1.775794
## PC18 > -0.597527
## PC26 <= 0.6551214
## PC33 > 3.237279
## PC40 > -2.748798
## PC91 <= 2.682686
## PC100 > -0.929904
## -> class 0\|1 [0.967]
##
## Rule 11/27: (92.3/2.2, lift 11.6)
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC18 <= 2.683598
## PC38 > -1.015858
## PC40 <= 2.539887
## PC49 <= 0.2614544
## PC53 > -0.8056883
## PC97 <= 0.2555704
## -> class 0\|1 [0.966]
##
## Rule 11/28: (26.9, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7106125
## PC18 <= -0.597527
## PC46 > -1.653768
## PC94 > 1.092788
## -> class 0\|1 [0.965]
##
## Rule 11/29: (23.2/0.1, lift 11.5)
## PC2 > 2.5099
## PC3 > -0.6679491
## PC3 <= 1.640775
## PC18 > -0.597527
## PC18 <= 1.725152
## PC59 <= 0.2697162
## PC77 <= 0.3405924
## -> class 0\|1 [0.956]
##
## Rule 11/30: (29.1/2.8, lift 10.5)
## PC3 <= 1.640775
## PC18 <= -0.597527
## PC19 <= 0.6316684
## PC46 > -1.653768
## PC54 <= 3.096431
## PC70 <= 2.60459
## PC78 > 2.745598
## -> class 0\|1 [0.878]
##
## Rule 11/31: (70.2/11, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7106125
## PC17 > -2.007643
## PC18 <= -0.597527
## PC99 > -2.727979
## -> class 0\|1 [0.833]
##
## Rule 11/32: (112.5/18.1, lift 10.0)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 1.725152
## PC18 <= 2.683598
## PC19 <= 0.008498676
## PC40 <= 2.539887
## PC49 <= 0.2614544
## PC63 > -1.234706
## PC87 <= 0.6524553
## PC97 <= 0.2555704
## -> class 0\|1 [0.833]
##
## Rule 11/33: (7.8/0.9, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.6433303
## PC18 <= -0.597527
## PC28 <= -0.05609887
## PC78 <= 2.745598
## -> class 0\|1 [0.805]
##
## Rule 11/34: (17.3/2.9, lift 9.6)
## PC10 <= -7.258377
## PC18 > 2.683598
## PC97 <= 0.2555704
## PC100 > -0.929904
## -> class 0\|1 [0.799]
##
## Rule 11/35: (46.8/10.2, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.597527
## PC46 <= -1.653768
## PC87 > -1.711336
## -> class 0\|1 [0.771]
##
## Rule 11/36: (3526/2012.2, lift 5.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.597527
## -> class 0\|1 [0.429]
##
## Rule 11/37: (94.8, lift 9.6)
## PC4 <= -6.879872
## PC18 <= -0.597527
## PC67 > 0.001233689
## PC90 > 0.1579725
## -> class 0\|2 [0.989]
##
## Rule 11/38: (91.4, lift 9.6)
## PC2 > 2.5099
## PC8 <= -0.3005163
## PC14 <= -1.775794
## PC18 > -0.597527
## PC42 > -2.541008
## -> class 0\|2 [0.989]
##
## Rule 11/39: (83, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.572708
## PC18 > -0.597527
## PC18 <= 0.7212847
## PC40 > -2.748798
## PC40 <= -1.017799
## PC41 <= 0.1165162
## -> class 0\|2 [0.988]
##
## Rule 11/40: (66.6, lift 9.6)
## PC13 > 6.880823
## PC18 > -0.597527
## PC18 <= 3.718587
## PC58 > 2.487152
## -> class 0\|2 [0.985]
##
## Rule 11/41: (64.5/0.1, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.597527
## PC40 <= -2.748798
## PC75 <= -0.03743075
## PC86 > -1.263183
## -> class 0\|2 [0.983]
##
## Rule 11/42: (145.8/1.8, lift 9.5)
## PC2 > 2.5099
## PC3 <= -0.6679491
## PC6 <= 0.1860192
## PC8 <= 0.131999
## PC13 <= 1.572708
## PC14 > -1.775794
## PC18 > -0.597527
## PC18 <= 0.7212847
## PC40 > -2.748798
## PC41 <= 0.1165162
## PC48 > -0.3930171
## PC59 <= 0.2697162
## PC77 <= 0.3405924
## PC85 > -2.089015
## -> class 0\|2 [0.981]
##
## Rule 11/43: (48.6, lift 9.5)
## PC2 > 2.5099
## PC13 > 1.572708
## PC13 <= 6.880823
## PC18 > -0.597527
## PC18 <= 1.725152
## PC97 > -0.02581947
## -> class 0\|2 [0.979]
##
## Rule 11/44: (83.1/1.2, lift 9.5)
## PC4 <= -6.879872
## PC7 > -0.7106125
## PC18 > -2.305537
## PC18 <= -0.597527
## -> class 0\|2 [0.975]
##
## Rule 11/45: (28.1, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.131999
## PC13 <= 1.572708
## PC18 > -0.597527
## PC18 <= 0.7212847
## PC40 > -2.748798
## PC41 <= 0.1165162
## PC67 > 0.217809
## PC77 <= 0.3405924
## PC85 > -2.089015
## -> class 0\|2 [0.967]
##
## Rule 11/46: (21.4, lift 9.3)
## PC10 <= 3.607901
## PC13 > 6.880823
## PC18 > -0.597527
## PC18 <= 3.718587
## -> class 0\|2 [0.957]
##
## Rule 11/47: (78/2.8, lift 9.3)
## PC4 > -6.879872
## PC5 <= 2.383095
## PC18 <= -1.757131
## PC19 <= 0.6316684
## PC33 > 2.854491
## PC54 <= 3.096431
## PC71 > -0.551843
## PC71 <= 0.7617124
## PC99 > -2.727979
## -> class 0\|2 [0.952]
##
## Rule 11/48: (14.1, lift 9.1)
## PC18 > 1.725152
## PC19 > 0.008498676
## PC59 <= -1.958482
## -> class 0\|2 [0.938]
##
## Rule 11/49: (100.3/5.9, lift 9.1)
## PC3 <= 1.640775
## PC5 > 2.383095
## PC18 <= -0.597527
## PC38 <= 1.509924
## PC45 <= 2.456383
## PC54 <= 3.096431
## PC78 <= 2.745598
## PC87 <= 1.152562
## PC99 > -2.727979
## -> class 0\|2 [0.932]
##
## Rule 11/50: (27.3/1, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > -0.597527
## PC18 <= 1.725152
## PC47 > -0.9079783
## PC90 <= -1.91949
## -> class 0\|2 [0.931]
##
## Rule 11/51: (23.9/1, lift 9.0)
## PC2 > 2.5099
## PC14 > -1.775794
## PC18 > 0.7212847
## PC18 <= 1.725152
## PC65 <= -1.916134
## -> class 0\|2 [0.924]
##
## Rule 11/52: (182.3/14, lift 8.9)
## PC13 > 6.880823
## PC18 > 0.4228258
## PC18 <= 3.718587
## PC20 > -4.900248
## PC34 > -0.9837109
## PC97 > -6.190364
## -> class 0\|2 [0.919]
##
## Rule 11/53: (10.9, lift 8.9)
## PC13 > 6.880823
## PC18 > -0.597527
## PC28 > 2.902539
## -> class 0\|2 [0.918]
##
## Rule 11/54: (9.8, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.1974562
## PC13 <= 1.572708
## PC18 > -0.597527
## PC18 <= 1.725152
## PC47 <= -0.9079783
## -> class 0\|2 [0.916]
##
## Rule 11/55: (8.1, lift 8.8)
## PC13 > 6.880823
## PC18 > 3.718587
## PC20 <= -3.980935
## -> class 0\|2 [0.901]
##
## Rule 11/56: (17.6/1.5, lift 8.5)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > 0.7212847
## PC18 <= 1.725152
## PC93 <= -1.122627
## -> class 0\|2 [0.874]
##
## Rule 11/57: (55.2/7.2, lift 8.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1860192
## PC13 <= 1.572708
## PC18 > -0.597527
## PC18 <= 0.7212847
## PC39 > 0.624705
## PC59 <= 0.2697162
## PC70 > -0.6247793
## PC77 <= 0.3405924
## PC90 > -1.91949
## -> class 0\|2 [0.856]
##
## Rule 11/58: (94.6/17, lift 7.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7106125
## PC18 > -1.757131
## PC18 <= -0.597527
## PC44 > 0.6833789
## PC45 <= 2.456383
## PC54 <= 3.096431
## PC98 > -1.342097
## -> class 0\|2 [0.814]
##
## Rule 11/59: (22.8/4, lift 7.8)
## PC2 > 2.5099
## PC13 <= 1.572708
## PC18 > -0.597527
## PC18 <= 1.725152
## PC85 <= -2.089015
## -> class 0\|2 [0.797]
##
## Rule 11/60: (54.7/10.8, lift 7.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC54 <= 3.096431
## PC70 > 2.60459
## PC78 > 2.745598
## PC99 > -2.727979
## -> class 0\|2 [0.791]
##
## Rule 11/61: (7672.3/5623.1, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.267]
##
## Rule 11/62: (96.8, lift 11.5)
## PC2 > 3.449985
## PC4 <= 7.824315
## PC5 <= 2.383095
## PC18 <= -0.597527
## PC20 <= -2.854838
## PC34 > -2.289992
## PC62 <= 0.8403376
## PC64 <= -0.4885505
## PC89 <= 1.077349
## -> class 0\|3 [0.990]
##
## Rule 11/63: (73.7, lift 11.5)
## PC2 > 2.5099
## PC4 <= 7.824315
## PC5 <= 2.383095
## PC7 > -0.7106125
## PC18 <= -0.597527
## PC63 <= 1.30634
## PC98 <= -1.342097
## -> class 0\|3 [0.987]
##
## Rule 11/64: (73.8, lift 11.5)
## PC10 > 3.607901
## PC13 > 6.880823
## PC18 > -0.597527
## PC34 <= -0.9837109
## PC58 <= 2.487152
## -> class 0\|3 [0.987]
##
## Rule 11/65: (75, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.597527
## PC54 > 3.096431
## -> class 0\|3 [0.986]
##
## Rule 11/66: (62.3, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.824315
## PC18 <= -0.597527
## PC38 <= 1.509924
## PC78 <= 2.745598
## PC87 > 1.152562
## -> class 0\|3 [0.984]
##
## Rule 11/67: (60.1, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.597527
## PC46 > -1.653768
## PC99 <= -2.727979
## -> class 0\|3 [0.983]
##
## Rule 11/68: (152/1.5, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.879872
## PC5 <= 2.383095
## PC7 > -0.7106125
## PC18 <= -1.757131
## PC32 > -1.722358
## PC33 <= 2.854491
## PC47 <= -0.6009408
## PC62 <= 0.8403376
## PC63 <= 1.30634
## -> class 0\|3 [0.983]
##
## Rule 11/69: (52.8, lift 11.4)
## PC2 > 2.5099
## PC4 <= 7.824315
## PC7 > -0.7106125
## PC18 <= -0.597527
## PC45 > 2.456383
## PC78 <= 2.745598
## -> class 0\|3 [0.982]
##
## Rule 11/70: (78.9/0.7, lift 11.4)
## PC2 > 3.449985
## PC3 <= 1.640775
## PC4 > -6.879872
## PC4 <= 7.824315
## PC9 <= 0.6433303
## PC18 <= -1.757131
## PC33 <= 2.854491
## PC34 > -2.289992
## PC63 > 0.5376515
## PC63 <= 1.30634
## PC64 <= -0.4885505
## PC71 <= 0.7617124
## PC89 <= 1.077349
## -> class 0\|3 [0.980]
##
## Rule 11/71: (47.5, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.383095
## PC10 > 1.423542
## PC18 > -1.757131
## PC18 <= -0.597527
## PC26 <= 0.6288806
## PC80 <= 0.210486
## PC94 <= 0.5125971
## -> class 0\|3 [0.980]
##
## Rule 11/72: (47.9, lift 11.4)
## PC2 > 3.449985
## PC3 <= 1.640775
## PC4 > -6.879872
## PC4 <= 7.824315
## PC9 <= 0.6433303
## PC18 <= -1.757131
## PC33 <= 2.854491
## PC43 > -1.984868
## PC62 <= 0.8403376
## PC63 <= 1.30634
## PC64 <= -0.4628634
## PC89 <= 1.077349
## PC95 <= -0.09846061
## -> class 0\|3 [0.979]
##
## Rule 11/73: (44.2/0.2, lift 11.4)
## PC2 > 2.5099
## PC4 <= 7.824315
## PC5 <= 2.383095
## PC7 > -0.7106125
## PC18 > -1.757131
## PC18 <= -0.597527
## PC63 <= 1.30634
## PC78 <= 2.745598
## PC88 <= -1.770669
## -> class 0\|3 [0.975]
##
## Rule 11/74: (32.2, lift 11.3)
## PC2 > 2.5099
## PC4 > -6.879872
## PC4 <= 7.824315
## PC18 <= -0.597527
## PC26 <= 0.6288806
## PC43 > 1.216024
## PC46 <= 0.3749334
## PC80 <= 0.210486
## -> class 0\|3 [0.971]
##
## Rule 11/75: (30.4, lift 11.3)
## PC2 > 2.5099
## PC4 <= 7.824315
## PC7 > -0.7106125
## PC18 <= -0.597527
## PC40 <= -0.6920009
## PC63 > 1.30634
## -> class 0\|3 [0.969]
##
## Rule 11/76: (51.2/0.7, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.879872
## PC4 <= 7.824315
## PC7 > -0.7106125
## PC18 > -1.757131
## PC18 <= -0.597527
## PC54 > 1.155342
## PC80 <= 0.210486
## -> class 0\|3 [0.968]
##
## Rule 11/77: (28.8, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC14 > -1.775794
## PC18 > -0.597527
## PC40 <= -2.748798
## PC75 > -0.03743075
## -> class 0\|3 [0.968]
##
## Rule 11/78: (26.5, lift 11.2)
## PC2 > 2.5099
## PC4 > -6.879872
## PC5 <= 2.383095
## PC18 > -1.757131
## PC18 <= -0.597527
## PC42 > 2.424541
## -> class 0\|3 [0.965]
##
## Rule 11/79: (25.5, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC19 > 0.6316684
## -> class 0\|3 [0.964]
##
## Rule 11/80: (24.6, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7106125
## PC17 <= -2.007643
## PC33 <= -1.425962
## -> class 0\|3 [0.962]
##
## Rule 11/81: (152.4/5.1, lift 11.2)
## PC2 > 2.5099
## PC4 <= 7.824315
## PC7 > -0.7106125
## PC18 <= -0.597527
## PC38 > 1.509924
## -> class 0\|3 [0.960]
##
## Rule 11/82: (24.1, lift 11.2)
## PC2 > 2.5099
## PC13 > 1.572708
## PC13 <= 6.880823
## PC18 > -0.597527
## PC18 <= 1.725152
## PC40 > -2.748798
## PC97 <= -0.02581947
## -> class 0\|3 [0.960]
##
## Rule 11/83: (22.2, lift 11.2)
## PC4 > -6.879872
## PC18 > -1.757131
## PC18 <= -0.597527
## PC26 <= 0.6288806
## PC44 <= 0.6833789
## PC50 > 0.424627
## PC54 <= 1.155342
## PC63 <= 1.30634
## PC80 <= 0.210486
## -> class 0\|3 [0.959]
##
## Rule 11/84: (25.1/0.2, lift 11.1)
## PC4 <= -6.879872
## PC18 <= -2.305537
## PC66 > 0.1430771
## -> class 0\|3 [0.955]
##
## Rule 11/85: (19.1, lift 11.1)
## PC2 > 2.5099
## PC14 <= -1.775794
## PC42 <= -2.541008
## -> class 0\|3 [0.953]
##
## Rule 11/86: (25.4/0.5, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -4.529345
## PC5 <= 2.383095
## PC18 > -1.757131
## PC18 <= -0.597527
## PC35 > 0.1707816
## PC44 <= 0.6833789
## PC63 <= 1.30634
## PC80 <= 0.210486
## PC94 <= 0.5125971
## -> class 0\|3 [0.947]
##
## Rule 11/87: (12.9, lift 10.9)
## PC4 <= -4.529345
## PC6 > -0.2150508
## PC18 > -1.757131
## PC18 <= -0.597527
## PC80 <= 0.210486
## PC94 <= 0.5125971
## -> class 0\|3 [0.933]
##
## Rule 11/88: (11, lift 10.7)
## PC4 > 7.824315
## PC15 <= -1.287898
## PC18 <= -0.597527
## -> class 0\|3 [0.923]
##
## Rule 11/89: (591.6/50.6, lift 10.6)
## PC4 > -6.879872
## PC4 <= 7.824315
## PC7 > -0.7106125
## PC7 <= 1.805081
## PC9 <= 0.6433303
## PC18 <= -1.757131
## PC32 > -1.722358
## PC32 <= 0.9692289
## PC33 <= 2.854491
## PC38 <= 1.478495
## PC57 <= 1.423615
## PC59 > -2.38706
## PC63 <= 1.30634
## PC64 > -0.4628634
## PC71 <= 0.7617124
## PC82 > -1.312534
## -> class 0\|3 [0.913]
##
## Rule 11/90: (65.2/6.1, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.879872
## PC4 <= 7.824315
## PC5 <= 2.383095
## PC18 > -1.757131
## PC18 <= -0.597527
## PC44 <= 0.6833789
## PC46 > 0.3749334
## -> class 0\|3 [0.894]
##
## Rule 11/91: (38.8/3.5, lift 10.4)
## PC4 <= -6.879872
## PC18 <= -2.305537
## PC63 <= 1.30634
## PC67 <= 0.001233689
## -> class 0\|3 [0.889]
##
## Rule 11/92: (6.5, lift 10.3)
## PC2 > 2.5099
## PC8 > -0.3005163
## PC14 <= -1.775794
## PC18 > -0.597527
## -> class 0\|3 [0.883]
##
## Rule 11/93: (158.2/18.2, lift 10.3)
## PC2 > 2.5099
## PC4 <= 7.824315
## PC7 > -0.7106125
## PC18 <= -0.597527
## PC78 <= 2.745598
## PC92 <= -1.575889
## -> class 0\|3 [0.880]
##
## Rule 11/94: (33.7/3.7, lift 10.1)
## PC2 > 2.5099
## PC7 <= -0.7106125
## PC17 <= -2.007643
## PC46 > -1.653768
## PC82 <= -2.350466
## -> class 0\|3 [0.868]
##
## Rule 11/95: (197.5/30.6, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.879872
## PC4 <= 7.824315
## PC18 <= -1.757131
## PC46 > -1.653768
## PC63 <= 1.30634
## PC71 <= -0.551843
## -> class 0\|3 [0.841]
##
## Rule 11/96: (52/7.7, lift 9.8)
## PC4 <= -6.879872
## PC7 > -0.7106125
## PC18 <= -2.305537
## PC72 > -0.08584301
## PC90 <= 0.1579725
## -> class 0\|3 [0.840]
##
## Rule 11/97: (21.8/3, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7106125
## PC15 <= -1.137561
## PC18 <= -0.597527
## PC46 > -1.653768
## -> class 0\|3 [0.834]
##
## Rule 11/98: (8.1/0.9, lift 9.4)
## PC4 > 7.824315
## PC9 <= 0.6433303
## PC18 <= -0.597527
## PC37 <= -2.450752
## -> class 0\|3 [0.808]
##
## Rule 11/99: (141.6/38.9, lift 8.4)
## PC13 > 6.880823
## PC18 <= 0.4228258
## -> class 0\|3 [0.722]
##
## Rule 11/100: (198.6/2.3, lift 19.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC25 > -0.03263944
## PC39 > -0.09906762
## PC47 > -0.295758
## PC77 <= 0.7041603
## PC85 <= -0.3480356
## -> class 1\|0 [0.984]
##
## Rule 11/101: (56.6, lift 19.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC19 <= 0.3643757
## PC26 <= 0.07516892
## PC46 > 0.3056405
## PC55 > -0.3197942
## PC83 <= 0.3704055
## PC86 <= 0.5637985
## -> class 1\|0 [0.982]
##
## Rule 11/102: (55.9/0.3, lift 19.0)
## PC1 > -0.430681
## PC12 > 2.889639
## PC16 > -1.963041
## PC73 > -0.1765695
## -> class 1\|0 [0.977]
##
## Rule 11/103: (330.2/9, lift 18.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 <= 0.1877717
## PC13 <= 0.2095596
## PC16 <= -2.024799
## PC61 > -0.4970973
## PC63 > -2.62196
## PC79 > -0.1254558
## -> class 1\|0 [0.970]
##
## Rule 11/104: (29.4, lift 18.8)
## PC3 > 0.3930258
## PC14 <= -2.030991
## PC15 > -2.292284
## PC16 <= 0.8572028
## PC69 > -0.5220419
## -> class 1\|0 [0.968]
##
## Rule 11/105: (65/1.2, lift 18.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC19 <= 0.3643757
## PC46 > 0.9321272
## PC57 > -0.7904734
## PC86 <= 0.5637985
## -> class 1\|0 [0.967]
##
## Rule 11/106: (26.2, lift 18.7)
## PC3 > 0.3930258
## PC15 <= -2.292284
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 > -1.330855
## -> class 1\|0 [0.965]
##
## Rule 11/107: (80.3/1.9, lift 18.7)
## PC1 > 13.49866
## PC7 > -0.782323
## PC11 <= -0.8052899
## PC12 <= 2.889639
## PC62 <= 0.560158
## -> class 1\|0 [0.964]
##
## Rule 11/108: (200.7/9.6, lift 18.4)
## PC8 > -3.620445
## PC8 <= 1.692834
## PC16 <= -0.9381145
## PC19 <= 0.3643757
## PC22 > 1.935135
## PC26 <= 0.07516892
## PC39 > -0.09906762
## PC47 > -0.295758
## PC55 > -0.3197942
## PC83 <= 0.3704055
## PC86 <= 0.5637985
## -> class 1\|0 [0.947]
##
## Rule 11/109: (270.5/24.8, lift 17.6)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC9 > 1.376346
## PC16 <= -1.963041
## PC19 > 1.883735
## PC90 <= 0.5382626
## -> class 1\|0 [0.905]
##
## Rule 11/110: (5.5, lift 16.8)
## PC2 <= 2.5099
## PC16 <= -1.963041
## PC19 <= 1.883735
## PC42 <= -2.549539
## -> class 1\|0 [0.867]
##
## Rule 11/111: (58.4/10.5, lift 15.7)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC15 > -3.116522
## PC25 > 0.7090623
## -> class 1\|0 [0.810]
##
## Rule 11/112: (49.1/15.2, lift 13.3)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 > -1.330855
## PC69 > -0.5220419
## PC99 <= -0.4568278
## -> class 1\|0 [0.683]
##
## Rule 11/113: (139.2, lift 14.4)
## PC5 > 12.1829
## PC16 <= -1.963041
## PC28 <= 0.2567424
## PC95 > -0.06860722
## -> class 1\|1 [0.993]
##
## Rule 11/114: (222.6/1.6, lift 14.3)
## PC1 > -0.430681
## PC12 > 2.889639
## PC16 > -1.963041
## PC73 <= -0.1765695
## -> class 1\|1 [0.989]
##
## Rule 11/115: (59.5, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC26 > 0.07516892
## PC46 <= 0.9321272
## PC85 > -0.3480356
## -> class 1\|1 [0.984]
##
## Rule 11/116: (56.9, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC47 <= -0.295758
## -> class 1\|1 [0.983]
##
## Rule 11/117: (178.4/2.2, lift 14.2)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC10 > -0.5955303
## PC15 > -2.292284
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 > -1.330855
## PC21 > -0.8096619
## PC25 <= 0.7090623
## PC32 > -1.31353
## PC59 <= 1.023718
## PC69 > -0.5220419
## PC84 <= 0.3777474
## PC99 > -0.4568278
## -> class 1\|1 [0.982]
##
## Rule 11/118: (125.7/1.8, lift 14.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC9 <= 1.376346
## PC10 > 0.1877717
## PC16 <= -1.963041
## PC28 <= 0.2567424
## PC38 > -0.7205423
## PC44 > -1.972712
## PC73 <= 1.257636
## -> class 1\|1 [0.978]
##
## Rule 11/119: (52.3/0.2, lift 14.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 <= -1.963041
## PC28 <= 0.2567424
## PC90 > 0.5382626
## -> class 1\|1 [0.978]
##
## Rule 11/120: (35.8, lift 14.1)
## PC2 > 2.5099
## PC8 <= -3.620445
## PC16 <= -0.9381145
## -> class 1\|1 [0.974]
##
## Rule 11/121: (34.7, lift 14.1)
## PC1 > 13.49866
## PC3 <= 0.3930258
## PC11 > -0.8052899
## PC15 > -3.116522
## PC16 > -1.963041
## PC19 > -1.661511
## -> class 1\|1 [0.973]
##
## Rule 11/122: (97.9/1.7, lift 14.1)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC19 <= 0.3643757
## PC22 <= 1.935135
## PC25 > -0.03263944
## PC39 > -0.09906762
## PC46 <= 0.3056405
## PC55 > -0.3197942
## -> class 1\|1 [0.973]
##
## Rule 11/123: (35.6, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC86 > 0.5637985
## -> class 1\|1 [0.973]
##
## Rule 11/124: (34, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC25 <= -0.03263944
## -> class 1\|1 [0.972]
##
## Rule 11/125: (32.6, lift 14.1)
## PC8 > 1.692834
## PC16 <= -0.9381145
## PC25 > -0.03263944
## PC39 > -0.09906762
## PC57 > -0.7904734
## PC83 <= 0.3704055
## PC85 > -0.3480356
## -> class 1\|1 [0.971]
##
## Rule 11/126: (31.2, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC46 <= 0.9321272
## PC83 > 0.3704055
## -> class 1\|1 [0.970]
##
## Rule 11/127: (29.5, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -0.01785663
## PC19 > 0.3643757
## -> class 1\|1 [0.968]
##
## Rule 11/128: (27, lift 14.0)
## PC1 > -0.430681
## PC3 <= 0.3930258
## PC12 <= 0.7567332
## PC18 > 0.1661444
## PC19 <= -1.661511
## -> class 1\|1 [0.965]
##
## Rule 11/129: (36.6/0.5, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC39 <= -0.09906762
## -> class 1\|1 [0.962]
##
## Rule 11/130: (21.9/0.1, lift 13.8)
## PC3 > 1.640775
## PC15 > -0.01785663
## PC19 <= 0.3643757
## PC39 > -0.09906762
## PC46 <= 0.9321272
## PC47 > -0.295758
## PC55 <= -0.3197942
## PC85 > -0.3480356
## -> class 1\|1 [0.954]
##
## Rule 11/131: (39.7/1, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC57 <= -0.7904734
## -> class 1\|1 [0.951]
##
## Rule 11/132: (107.2/4.5, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -0.01785663
## PC16 > -0.9381145
## PC22 > -2.091307
## PC50 > -0.1767377
## PC72 > -1.208527
## -> class 1\|1 [0.949]
##
## Rule 11/133: (215.6/10.6, lift 13.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 > 0.1877717
## PC16 <= -1.963041
## PC19 <= 1.883735
## PC28 <= 0.2567424
## PC38 <= 0.2364037
## PC42 > -2.549539
## PC44 > -1.972712
## PC73 <= 1.257636
## -> class 1\|1 [0.947]
##
## Rule 11/134: (17.4/0.1, lift 13.7)
## PC1 > 13.49866
## PC3 <= 0.3930258
## PC11 <= -0.8052899
## PC62 > 0.560158
## -> class 1\|1 [0.943]
##
## Rule 11/135: (12, lift 13.5)
## PC1 > 13.49866
## PC3 <= 0.3930258
## PC7 <= -0.782323
## PC15 > -3.116522
## PC19 > -1.661511
## -> class 1\|1 [0.929]
##
## Rule 11/136: (9.6, lift 13.2)
## PC2 <= 2.5099
## PC10 <= 0.1877717
## PC13 <= 0.2095596
## PC16 <= -1.963041
## PC28 <= 0.2567424
## PC61 <= -0.4970973
## -> class 1\|1 [0.909]
##
## Rule 11/137: (7.7, lift 13.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC77 > 0.7041603
## -> class 1\|1 [0.897]
##
## Rule 11/138: (19.6/1.8, lift 12.6)
## PC1 > -0.430681
## PC13 <= 0.2095596
## PC16 > -2.024799
## PC16 <= -1.963041
## PC28 <= 0.2567424
## PC73 <= 1.257636
## -> class 1\|1 [0.870]
##
## Rule 11/139: (50.4/7.2, lift 12.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC4 <= -2.170555
## PC15 > -0.01785663
## PC16 > -0.9381145
## PC22 > -2.091307
## PC72 > -1.208527
## -> class 1\|1 [0.844]
##
## Rule 11/140: (25.9/3.8, lift 12.0)
## PC2 > -6.986035
## PC3 <= -3.191808
## PC12 <= 0.7567332
## PC19 <= -1.661511
## -> class 1\|1 [0.830]
##
## Rule 11/141: (3.7, lift 12.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -0.01785663
## PC16 <= 0.6269175
## -> class 1\|1 [0.826]
##
## Rule 11/142: (72.7/12.9, lift 11.8)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC15 > -3.116522
## PC40 <= -0.4615879
## -> class 1\|1 [0.814]
##
## Rule 11/143: (39.7/8.6, lift 11.2)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC2 <= 2.5099
## PC3 <= 0.3930258
## PC8 > -0.9156818
## PC15 > -3.116522
## PC19 > -1.661511
## PC42 > 0.6910079
## -> class 1\|1 [0.770]
##
## Rule 11/144: (181.4/48.1, lift 10.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC13 <= 0.2095596
## PC16 <= -1.963041
## PC61 > -0.4970973
## PC79 <= -0.1254558
## -> class 1\|1 [0.732]
##
## Rule 11/145: (69.7, lift 15.2)
## PC3 > 0.3930258
## PC9 > 1.540722
## PC12 <= 2.889639
## PC15 > -3.116522
## PC16 > 0.8572028
## PC25 <= 0.7090623
## PC87 <= 0.008622233
## -> class 1\|2 [0.986]
##
## Rule 11/146: (57.8, lift 15.2)
## PC3 > 0.3930258
## PC12 <= 2.889639
## PC16 > 0.8572028
## PC45 <= -0.1783837
## PC50 <= 0.274063
## PC55 > 0.5433202
## -> class 1\|2 [0.983]
##
## Rule 11/147: (47.4, lift 15.1)
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC5 <= 2.990929
## PC13 <= -0.5631196
## PC16 > -1.963041
## PC25 <= 0.7090623
## -> class 1\|2 [0.980]
##
## Rule 11/148: (48.8, lift 15.1)
## PC3 > 0.3930258
## PC16 > 0.8572028
## PC25 <= 0.7090623
## PC70 > 0.8784015
## -> class 1\|2 [0.980]
##
## Rule 11/149: (39.1, lift 15.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC15 > -2.292284
## PC16 > -1.963041
## PC19 > -1.330855
## PC25 <= 0.7090623
## PC69 > -0.5220419
## PC84 > 0.3777474
## -> class 1\|2 [0.976]
##
## Rule 11/150: (36.3, lift 15.0)
## PC5 > 12.1829
## PC28 <= 0.2567424
## PC95 <= -0.06860722
## -> class 1\|2 [0.974]
##
## Rule 11/151: (94.7/2.3, lift 14.9)
## PC1 > -0.430681
## PC6 > 6.320586
## PC16 > 0.8572028
## PC35 <= 0.38775
## PC41 > -1.010532
## PC55 <= -1.772928
## -> class 1\|2 [0.966]
##
## Rule 11/152: (27.5, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC15 > -3.116522
## PC16 > 0.8572028
## PC50 > 0.274063
## PC55 > -1.772928
## -> class 1\|2 [0.966]
##
## Rule 11/153: (37.9/0.4, lift 14.9)
## PC3 > 0.3930258
## PC12 <= 2.889639
## PC15 > -3.116522
## PC16 > 0.8572028
## PC29 > -0.2230649
## PC45 <= -0.1783837
## PC77 <= 0.2681132
## PC87 > 0.008622233
## -> class 1\|2 [0.965]
##
## Rule 11/154: (220.9/7.8, lift 14.8)
## PC1 > -0.430681
## PC2 > -6.986035
## PC3 > -3.191808
## PC3 <= 0.3930258
## PC12 <= 0.7567332
## PC15 > -3.028665
## PC18 <= 0.1661444
## PC19 <= -1.661511
## PC38 <= 0.6081832
## PC79 <= 0.5068917
## -> class 1\|2 [0.961]
##
## Rule 11/155: (29.1/0.2, lift 14.8)
## PC1 > -0.430681
## PC3 > 0.3930258
## PC12 <= 2.889639
## PC16 > 0.8572028
## PC41 <= -1.010532
## -> class 1\|2 [0.961]
##
## Rule 11/156: (23.3, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -0.01785663
## PC16 > -0.9381145
## PC72 <= -1.208527
## -> class 1\|2 [0.960]
##
## Rule 11/157: (22.3, lift 14.8)
## PC3 > 1.640775
## PC15 > -0.01785663
## PC16 > -0.9381145
## PC22 <= -2.091307
## -> class 1\|2 [0.959]
##
## Rule 11/158: (22.1, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -0.443954
## PC15 <= -0.01785663
## PC65 > 0.01915797
## -> class 1\|2 [0.958]
##
## Rule 11/159: (37.6/0.9, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -0.443954
## PC50 > -0.3236801
## -> class 1\|2 [0.951]
##
## Rule 11/160: (18.6, lift 14.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC16 > 0.8572028
## PC44 > 0.1252853
## PC45 > -0.1783837
## PC55 > -1.772928
## PC87 > 0.008622233
## -> class 1\|2 [0.949]
##
## Rule 11/161: (16.6, lift 14.6)
## PC2 <= 2.5099
## PC16 <= -1.963041
## PC28 > 0.2567424
## -> class 1\|2 [0.946]
##
## Rule 11/162: (132.5/6.4, lift 14.6)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC16 > 0.8572028
## PC45 > -0.1783837
## PC50 > -0.4134688
## PC57 <= 0.646654
## PC87 > 0.008622233
## -> class 1\|2 [0.945]
##
## Rule 11/163: (15.8, lift 14.6)
## PC2 <= 2.5099
## PC16 <= -1.963041
## PC44 <= -1.972712
## -> class 1\|2 [0.944]
##
## Rule 11/164: (34.6/1.2, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC4 > -2.170555
## PC15 > -0.01785663
## PC16 > -0.9381145
## PC50 <= -0.1767377
## -> class 1\|2 [0.939]
##
## Rule 11/165: (11.6, lift 14.3)
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC16 > 0.8572028
## PC25 <= 0.7090623
## PC29 <= -0.2230649
## PC55 > -1.772928
## -> class 1\|2 [0.926]
##
## Rule 11/166: (11, lift 14.2)
## PC2 <= 2.5099
## PC9 <= -2.7624
## PC15 <= -3.116522
## PC50 <= -0.5004689
## -> class 1\|2 [0.923]
##
## Rule 11/167: (130/13.7, lift 13.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -0.01785663
## PC16 > 0.6269175
## PC65 <= 0.01915797
## -> class 1\|2 [0.889]
##
## Rule 11/168: (10.4/1, lift 12.9)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC16 <= -1.963041
## PC73 > 1.257636
## -> class 1\|2 [0.837]
##
## Rule 11/169: (1690.3/919.2, lift 7.0)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC12 <= 2.889639
## PC16 > -1.963041
## -> class 1\|2 [0.456]
##
## Rule 11/170: (34, lift 14.5)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC10 <= -0.5955303
## PC15 > -2.292284
## PC16 > -1.963041
## PC19 > -1.330855
## PC99 > -0.4568278
## -> class 1\|3 [0.972]
##
## Rule 11/171: (154.5/3.6, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -0.443954
## PC50 <= -0.3236801
## PC65 > 0.01915797
## -> class 1\|3 [0.971]
##
## Rule 11/172: (29.3, lift 14.4)
## PC3 > 0.3930258
## PC19 <= -1.330855
## PC49 <= -1.559507
## -> class 1\|3 [0.968]
##
## Rule 11/173: (12.5, lift 13.9)
## PC1 > -0.430681
## PC16 <= 0.8572028
## PC19 <= -1.330855
## PC77 <= -1.26034
## -> class 1\|3 [0.931]
##
## Rule 11/174: (80.4/6, lift 13.6)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC10 <= -0.004356579
## PC15 > -3.116522
## PC16 > -1.963041
## PC19 > -1.330855
## PC69 <= -0.5220419
## -> class 1\|3 [0.916]
##
## Rule 11/175: (74.5/10.3, lift 12.7)
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC15 > -3.116522
## PC16 > -1.963041
## PC19 <= -1.330855
## PC25 <= 0.7090623
## PC66 > 0.2001342
## -> class 1\|3 [0.852]
##
## Rule 11/176: (4.4/0.5, lift 11.4)
## PC1 > -0.430681
## PC3 <= 0.3930258
## PC19 <= -1.661511
## PC38 > 0.6081832
## -> class 1\|3 [0.769]
##
## Rule 11/177: (12.1/3.8, lift 9.8)
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC16 <= 0.8572028
## PC19 <= -1.330855
## PC24 > 0.4887501
## -> class 1\|3 [0.658]
##
## Rule 11/178: (777.7/265.6, lift 9.8)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.3930258
## PC5 <= 2.990929
## PC12 <= 2.889639
## PC16 > 0.8572028
## PC25 <= 0.7090623
## PC70 <= 0.8784015
## -> class 1\|3 [0.658]
##
## Rule 11/179: (909.7/434.3, lift 7.8)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC8 > -0.2356265
## PC16 > -1.963041
## PC40 > -0.4615879
## PC56 <= 0.2542848
## PC73 <= 0.155719
## -> class 1\|3 [0.523]
##
## Rule 11/180: (26.7/15.1, lift 6.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC13 > 0.2095596
## PC16 <= -1.963041
## -> class 1\|3 [0.439]
##
## Rule 11/181: (311.9/0.8, lift 13.9)
## PC1 <= -0.430681
## PC7 > 0.3800869
## PC8 > 0.5069594
## PC20 <= 0.004934375
## PC26 <= 4.165228
## PC62 <= 1.151694
## PC68 > 1.206213
## -> class 2\|0 [0.994]
##
## Rule 11/182: (186.8/0.5, lift 13.9)
## PC8 > 0.5069594
## PC10 <= -0.01892133
## PC19 <= 0.4173554
## PC21 > 2.093728
## -> class 2\|0 [0.992]
##
## Rule 11/183: (55.8/0.4, lift 13.6)
## PC1 <= -0.430681
## PC2 > -6.365885
## PC8 > 0.5069594
## PC19 <= -1.239717
## PC23 <= 1.307535
## PC45 <= -0.1767885
## -> class 2\|0 [0.976]
##
## Rule 11/184: (27.4, lift 13.5)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC2 <= 2.5099
## PC3 <= 0.3930258
## PC8 > -0.9156818
## PC16 > -1.963041
## PC41 <= 0.9601465
## PC43 > 1.244184
## -> class 2\|0 [0.966]
##
## Rule 11/185: (492.6/22.3, lift 13.3)
## PC1 <= -0.430681
## PC2 > -6.365885
## PC8 > 0.5069594
## PC19 <= -1.239717
## PC23 <= 1.307535
## PC41 <= 1.197411
## PC42 > -0.5061315
## PC46 <= 1.480478
## PC59 <= 0.3109601
## PC63 <= 0.1882535
## PC75 <= 1.016341
## PC97 > -0.2732452
## -> class 2\|0 [0.953]
##
## Rule 11/186: (55/1.8, lift 13.3)
## PC1 > -0.430681
## PC3 <= 0.3930258
## PC12 > 0.7567332
## PC16 > -1.963041
## PC19 <= -1.661511
## -> class 2\|0 [0.951]
##
## Rule 11/187: (22.3/0.2, lift 13.3)
## PC1 <= -0.430681
## PC8 > 1.14407
## PC10 <= -0.01892133
## PC24 > -0.298875
## PC28 <= -0.1569469
## -> class 2\|0 [0.950]
##
## Rule 11/188: (55.1/2.1, lift 13.2)
## PC1 <= -0.430681
## PC8 > 1.14407
## PC10 <= -0.01892133
## PC13 > -0.403196
## PC24 <= -0.298875
## -> class 2\|0 [0.945]
##
## Rule 11/189: (15.4, lift 13.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC10 <= -0.01892133
## PC16 <= -0.5142595
## PC19 <= 0.4173554
## PC20 <= 0.1762612
## -> class 2\|0 [0.943]
##
## Rule 11/190: (12.9, lift 13.0)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC10 <= -0.01892133
## PC53 > 1.333356
## -> class 2\|0 [0.933]
##
## Rule 11/191: (83.5/4.9, lift 13.0)
## PC1 <= -0.430681
## PC8 > 1.14407
## PC10 <= -0.4950449
## -> class 2\|0 [0.931]
##
## Rule 11/192: (8.9, lift 12.7)
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC10 <= -0.01892133
## PC13 <= -0.403196
## PC19 > -1.239717
## -> class 2\|0 [0.908]
##
## Rule 11/193: (8, lift 12.6)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC8 > 1.117307
## PC16 > -1.963041
## PC56 <= 0.2542848
## -> class 2\|0 [0.900]
##
## Rule 11/194: (178/18.2, lift 12.5)
## PC1 <= -0.430681
## PC8 > 1.14407
## PC10 <= -0.01892133
## PC11 > 0.9214363
## PC13 > -0.403196
## PC20 <= 0.1762612
## -> class 2\|0 [0.893]
##
## Rule 11/195: (51.5/5, lift 12.4)
## PC1 > -0.1814509
## PC1 <= 13.49866
## PC3 <= 0.3930258
## PC8 > -0.9156818
## PC12 > -0.2288934
## PC16 > -1.963041
## PC41 <= 0.9601465
## PC42 <= 0.6910079
## PC64 <= 0.4922342
## -> class 2\|0 [0.887]
##
## Rule 11/196: (262.4/40.4, lift 11.8)
## PC1 <= -0.430681
## PC8 > 3.041932
## PC14 <= 0.04521783
## PC19 > -1.239717
## PC26 <= 4.165228
## -> class 2\|0 [0.844]
##
## Rule 11/197: (123.1, lift 9.8)
## PC8 > 0.5069594
## PC8 <= 3.041932
## PC10 > -0.01892133
## PC13 <= 0.4242615
## PC21 > 1.851359
## PC50 > -0.6847122
## -> class 2\|1 [0.992]
##
## Rule 11/198: (149.8/0.4, lift 9.8)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC8 <= 3.041932
## PC22 > -1.210699
## PC23 <= 1.621683
## PC50 > 0.1890355
## PC68 <= 0.8394288
## PC86 <= 1.052654
## PC89 > -0.3195174
## -> class 2\|1 [0.991]
##
## Rule 11/199: (119.1, lift 9.8)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC8 <= 3.041932
## PC10 > -0.01892133
## PC15 <= 2.144778
## PC19 > -1.239717
## PC21 <= 1.731241
## PC26 <= 4.165228
## PC36 > -0.4828377
## PC50 > -0.6847122
## PC82 > -0.4229476
## PC84 > 0.2418321
## -> class 2\|1 [0.991]
##
## Rule 11/200: (91.4, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC28 <= -0.2528225
## -> class 2\|1 [0.989]
##
## Rule 11/201: (116.6/0.4, lift 9.8)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC8 <= 3.041932
## PC10 > -0.01892133
## PC13 <= 0.4242615
## PC19 > -1.239717
## PC23 <= 1.621683
## PC50 > -0.6847122
## PC68 <= 0.8394288
## PC89 <= -0.3195174
## -> class 2\|1 [0.988]
##
## Rule 11/202: (64.5, lift 9.7)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC19 <= -1.239717
## PC23 <= 1.307535
## PC45 > -0.1767885
## PC59 > 0.3109601
## PC75 <= 1.016341
## -> class 2\|1 [0.985]
##
## Rule 11/203: (90.1/0.7, lift 9.7)
## PC1 <= -0.430681
## PC7 > 0.3800869
## PC8 > 0.5069594
## PC20 <= 0.004934375
## PC62 > 1.151694
## -> class 2\|1 [0.982]
##
## Rule 11/204: (50.8, lift 9.7)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC19 <= -1.239717
## PC20 <= 0.3863277
## PC23 > 1.307535
## -> class 2\|1 [0.980]
##
## Rule 11/205: (149.5/3.5, lift 9.6)
## PC1 <= -0.430681
## PC7 > 0.04431561
## PC8 > 0.5069594
## PC8 <= 2.24321
## PC10 > -0.01892133
## PC12 > -2.1424
## PC15 <= 2.144778
## PC19 > -1.239717
## PC22 > -1.210699
## PC24 <= 0.338042
## PC36 > -0.4828377
## PC68 <= 0.8394288
## PC73 > -0.8941447
## PC77 > -0.9423219
## PC82 > -0.4229476
## PC84 > -0.3890857
## -> class 2\|1 [0.970]
##
## Rule 11/206: (31, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC20 > 0.004934375
## PC68 > 1.206213
## -> class 2\|1 [0.970]
##
## Rule 11/207: (30.4, lift 9.6)
## PC2 <= 2.5099
## PC8 > -2.62821
## PC14 <= -3.562955
## -> class 2\|1 [0.969]
##
## Rule 11/208: (28.2, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC100 > 3.830744
## -> class 2\|1 [0.967]
##
## Rule 11/209: (60.3/1.1, lift 9.6)
## PC2 <= -6.365885
## PC8 > 0.5069594
## PC19 <= -1.239717
## PC23 <= 1.307535
## PC68 <= 1.206213
## -> class 2\|1 [0.965]
##
## Rule 11/210: (21.6, lift 9.5)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC19 <= -1.239717
## PC23 <= 1.307535
## PC59 <= 0.3109601
## PC63 > 0.1882535
## PC68 <= 1.206213
## -> class 2\|1 [0.958]
##
## Rule 11/211: (53.7/2.4, lift 9.3)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC3 <= 0.3930258
## PC8 > -0.9156818
## PC16 > -1.963041
## PC19 > -1.661511
## PC41 > 0.9601465
## -> class 2\|1 [0.939]
##
## Rule 11/212: (12.1, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC59 <= -0.3393796
## PC87 > -0.536171
## PC88 > 0.2871338
## -> class 2\|1 [0.929]
##
## Rule 11/213: (11.4, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC19 > -1.239717
## PC23 > 1.621683
## PC40 > -1.019644
## -> class 2\|1 [0.925]
##
## Rule 11/214: (11.4, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC15 <= 2.977504
## PC45 > 0.3397689
## PC63 <= -0.002314486
## PC66 <= 0.5238416
## -> class 2\|1 [0.925]
##
## Rule 11/215: (11.7, lift 9.1)
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC43 <= -0.2797403
## PC59 > -0.3393796
## PC63 <= -0.002314486
## PC66 > 0.5238416
## -> class 2\|1 [0.923]
##
## Rule 11/216: (46.7/2.9, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC8 <= 1.14407
## PC10 <= -0.01892133
## PC19 > -1.239717
## PC48 > -0.1171398
## PC61 <= 0.7683539
## -> class 2\|1 [0.920]
##
## Rule 11/217: (17.1/0.7, lift 9.0)
## PC2 <= 2.5099
## PC3 <= 0.5143595
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC11 > -3.59767
## PC32 > 1.081789
## PC59 > -0.3393796
## PC63 > -0.002314486
## PC80 <= 1.36517
## -> class 2\|1 [0.911]
##
## Rule 11/218: (17.9/0.8, lift 9.0)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC8 > -0.2356265
## PC56 > 0.2542848
## -> class 2\|1 [0.911]
##
## Rule 11/219: (53.9/4.2, lift 9.0)
## PC1 <= -0.430681
## PC2 > -6.365885
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC41 <= 1.197411
## PC42 > -0.5061315
## PC63 <= 0.1882535
## PC68 <= 1.206213
## PC75 <= 1.016341
## PC97 <= -0.2732452
## -> class 2\|1 [0.907]
##
## Rule 11/220: (123.2/13.7, lift 8.7)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC23 <= 1.307535
## PC42 > -0.5061315
## PC46 > 1.480478
## -> class 2\|1 [0.883]
##
## Rule 11/221: (111.1/12.7, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC45 > 0.3316423
## PC63 > -0.002314486
## -> class 2\|1 [0.879]
##
## Rule 11/222: (11.8/0.8, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.04712294
## PC8 <= 0.5069594
## PC63 > -0.002314486
## PC82 <= -0.3747648
## -> class 2\|1 [0.871]
##
## Rule 11/223: (5.6, lift 8.6)
## PC2 <= 2.5099
## PC8 > -0.04712294
## PC8 <= -0.04597202
## PC59 > -0.3393796
## -> class 2\|1 [0.868]
##
## Rule 11/224: (41.9/4.9, lift 8.6)
## PC2 <= -8.96454
## PC8 <= 0.5069594
## -> class 2\|1 [0.867]
##
## Rule 11/225: (225/29.6, lift 8.6)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC26 <= 4.165228
## PC41 > 1.197411
## PC75 <= 1.016341
## -> class 2\|1 [0.865]
##
## Rule 11/226: (42.7/5.2, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC59 <= -0.3393796
## PC87 <= -0.536171
## -> class 2\|1 [0.861]
##
## Rule 11/227: (132.4/18.3, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC80 > 1.36517
## -> class 2\|1 [0.856]
##
## Rule 11/228: (8.2/0.5, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC59 > -0.3393796
## PC79 > 0.4505522
## -> class 2\|1 [0.856]
##
## Rule 11/229: (62.7/9.6, lift 8.3)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC19 <= -1.239717
## PC23 <= 1.307535
## PC42 <= -0.5061315
## -> class 2\|1 [0.837]
##
## Rule 11/230: (35.2/5.4, lift 8.2)
## PC1 > -0.1814509
## PC1 <= 13.49866
## PC3 <= 0.3930258
## PC8 > -0.9156818
## PC12 <= -0.2288934
## PC42 <= 0.6910079
## -> class 2\|1 [0.828]
##
## Rule 11/231: (12.8/2.3, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC32 > 1.544652
## PC40 <= 3.326823
## PC94 <= -1.088126
## -> class 2\|1 [0.775]
##
## Rule 11/232: (1472.9/388.2, lift 7.3)
## PC1 <= -0.430681
## PC8 > 1.14407
## PC19 > -1.239717
## PC68 <= 1.206213
## -> class 2\|1 [0.736]
##
## Rule 11/233: (12.8/3.1, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > 0.5143595
## PC8 > -0.7715472
## -> class 2\|1 [0.724]
##
## Rule 11/234: (72.6, lift 11.7)
## PC1 <= -0.430681
## PC8 > -2.62821
## PC8 <= 0.5069594
## PC11 > 4.614819
## PC14 > -3.562955
## PC55 > -0.2845948
## PC80 <= 0.4435241
## -> class 2\|2 [0.987]
##
## Rule 11/235: (82.8/0.5, lift 11.6)
## PC1 <= -0.430681
## PC2 > -8.96454
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC15 <= 3.24969
## PC29 <= 0.2788967
## PC30 > 0.223086
## PC55 > -0.2845948
## -> class 2\|2 [0.983]
##
## Rule 11/236: (59/0.1, lift 11.6)
## PC1 <= -0.430681
## PC2 > -8.96454
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC28 > -0.2528225
## PC56 > 0.1001118
## PC90 > 0.5597738
## -> class 2\|2 [0.982]
##
## Rule 11/237: (52.2, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.5069594
## PC11 <= 4.614819
## PC14 > -3.562955
## PC28 > -0.2528225
## PC44 <= 0.4698507
## PC55 > -0.2845948
## PC59 > 0.1494038
## PC64 <= 0.1025447
## PC75 <= 1.150857
## PC80 <= 0.4435241
## -> class 2\|2 [0.982]
##
## Rule 11/238: (51.3, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC19 > -1.239717
## PC23 > 1.621683
## PC40 <= -1.019644
## -> class 2\|2 [0.981]
##
## Rule 11/239: (51.6, lift 11.6)
## PC1 > -0.1814509
## PC3 <= 0.3930258
## PC8 > -0.9156818
## PC12 > -0.2288934
## PC12 <= 2.889639
## PC41 <= 0.9601465
## PC42 <= 0.6910079
## PC43 <= 1.244184
## PC64 > 0.4922342
## PC97 <= 1.238189
## -> class 2\|2 [0.981]
##
## Rule 11/240: (58.6/0.2, lift 11.6)
## PC2 <= 2.5099
## PC8 <= 3.041932
## PC10 > -0.01892133
## PC19 > -1.239717
## PC21 <= 1.851359
## PC50 > -0.6847122
## PC59 > -0.6650241
## PC77 <= -0.9423219
## PC82 > -0.4229476
## PC84 <= 0.2418321
## PC89 > -0.3195174
## -> class 2\|2 [0.980]
##
## Rule 11/241: (67.8/0.4, lift 11.6)
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC14 > -1.897347
## PC28 > -0.2528225
## PC56 > 0.1001118
## PC68 <= -0.920035
## -> class 2\|2 [0.980]
##
## Rule 11/242: (38.1, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.5069594
## PC14 > -3.562955
## PC36 <= -0.7236297
## -> class 2\|2 [0.975]
##
## Rule 11/243: (87.2/1.5, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > 0.04431561
## PC8 <= 2.265014
## PC10 > -0.01892133
## PC12 <= -2.1424
## PC15 <= 2.144778
## PC21 <= 1.731241
## PC50 > -0.6847122
## PC50 <= 0.1890355
## PC84 <= 0.2418321
## PC89 > -0.3195174
## -> class 2\|2 [0.972]
##
## Rule 11/244: (55.2/1, lift 11.4)
## PC1 <= -0.430681
## PC2 > -8.96454
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC14 > -3.562955
## PC28 > -0.2528225
## PC55 > -0.2845948
## PC80 > 0.4435241
## -> class 2\|2 [0.966]
##
## Rule 11/245: (22.9, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.5069594
## PC22 <= -2.321789
## -> class 2\|2 [0.960]
##
## Rule 11/246: (79.9/2.8, lift 11.3)
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC14 > -1.173535
## PC29 <= 0.2788967
## PC32 <= 1.544652
## PC84 > -8.19811
## PC94 <= -1.088126
## -> class 2\|2 [0.954]
##
## Rule 11/247: (18.8, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 2.265014
## PC21 <= 1.851359
## PC59 > -0.6650241
## PC68 <= 0.8394288
## PC86 > 1.052654
## PC89 > -0.3195174
## -> class 2\|2 [0.952]
##
## Rule 11/248: (16.8, lift 11.2)
## PC8 > -2.62821
## PC8 <= 0.5069594
## PC41 <= -6.340248
## -> class 2\|2 [0.947]
##
## Rule 11/249: (14.8/0.1, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC28 > 0.0508226
## PC29 <= 0.2788967
## PC33 <= 0.3999125
## PC44 <= 0.4698507
## PC45 <= 0.4507558
## PC58 > -0.6706477
## PC64 <= 0.1025447
## PC80 <= 0.4435241
## -> class 2\|2 [0.934]
##
## Rule 11/250: (275.1/18.2, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -0.003932531
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC11 > -3.44794
## PC41 > -2.327364
## PC44 <= 0.4698507
## PC47 <= 0.7349637
## PC55 > -0.2845948
## PC64 > 0.1025447
## PC74 <= 0.3732598
## PC75 <= 1.150857
## -> class 2\|2 [0.931]
##
## Rule 11/251: (46.3/2.6, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC8 <= 2.265014
## PC21 <= 1.851359
## PC22 <= -1.210699
## PC23 <= 1.621683
## PC84 <= 0.2418321
## PC89 > -0.3195174
## -> class 2\|2 [0.926]
##
## Rule 11/252: (12.3/0.2, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC8 <= 2.265014
## PC10 > -0.01892133
## PC19 > -1.239717
## PC50 > -0.6847122
## PC68 > 0.8394288
## PC68 <= 1.206213
## -> class 2\|2 [0.915]
##
## Rule 11/253: (25.1/1.4, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC8 <= 2.265014
## PC10 > -0.01892133
## PC59 > -0.6650241
## PC73 > -0.8941447
## PC82 <= -0.4229476
## PC89 > -0.3195174
## -> class 2\|2 [0.912]
##
## Rule 11/254: (18.9/0.9, lift 10.8)
## PC8 > 2.24321
## PC8 <= 2.265014
## PC10 > -0.01892133
## PC19 > -1.239717
## PC23 <= 1.621683
## PC59 > -0.6650241
## -> class 2\|2 [0.910]
##
## Rule 11/255: (9.8, lift 10.8)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC27 <= -0.3149909
## PC61 <= -0.6894617
## PC74 > -0.8882745
## -> class 2\|2 [0.910]
##
## Rule 11/256: (13/0.4, lift 10.7)
## PC8 > 0.5069594
## PC8 <= 2.24321
## PC13 <= 0.4242615
## PC21 > 1.731241
## PC21 <= 1.851359
## PC68 <= 0.8394288
## PC73 > -0.8941447
## -> class 2\|2 [0.904]
##
## Rule 11/257: (7.7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC8 <= 1.14407
## PC10 <= -0.01892133
## PC48 <= -0.1171398
## -> class 2\|2 [0.897]
##
## Rule 11/258: (60.5/6.2, lift 10.5)
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC20 > 0.3863277
## PC23 > 1.307535
## -> class 2\|2 [0.884]
##
## Rule 11/259: (53.1/5.5, lift 10.4)
## PC1 <= -0.430681
## PC8 > 0.5069594
## PC8 <= 2.265014
## PC10 > -0.01892133
## PC15 > 2.144778
## PC19 > -1.239717
## PC21 <= 1.851359
## PC59 > -0.6650241
## PC89 > -0.3195174
## -> class 2\|2 [0.882]
##
## Rule 11/260: (243.3/29, lift 10.4)
## PC1 <= -0.430681
## PC2 > -8.96454
## PC2 <= 2.5099
## PC8 <= 0.5069594
## PC46 > 0.4344632
## PC60 <= -0.5467761
## -> class 2\|2 [0.878]
##
## Rule 11/261: (10.3/0.6, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= 0.04431561
## PC8 > 0.5069594
## PC19 > -1.239717
## PC21 <= 1.851359
## PC50 <= 0.1890355
## PC89 > -0.3195174
## -> class 2\|2 [0.869]
##
## Rule 11/262: (99.5/13.1, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 2.265014
## PC10 > -0.01892133
## PC15 <= 2.144778
## PC19 > -1.239717
## PC21 <= 1.731241
## PC50 <= 0.1890355
## PC68 <= 1.206213
## PC82 > -0.4229476
## PC84 <= -0.3890857
## PC89 > -0.3195174
## -> class 2\|2 [0.861]
##
## Rule 11/263: (42.6/5.3, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC8 <= 2.265014
## PC10 > -0.01892133
## PC26 <= 4.165228
## PC50 <= -0.6847122
## PC59 > -0.6650241
## PC68 <= 1.206213
## -> class 2\|2 [0.859]
##
## Rule 11/264: (29.9/4.1, lift 9.9)
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC9 <= -2.414232
## PC14 > -3.562955
## PC29 <= 0.2788967
## PC44 <= 0.4698507
## PC55 > -0.2845948
## PC58 > -0.6706477
## PC64 <= 0.1025447
## -> class 2\|2 [0.840]
##
## Rule 11/265: (10.7/1.1, lift 9.9)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC2 <= 2.5099
## PC3 <= 0.3930258
## PC8 <= -0.9156818
## PC15 > -3.116522
## PC19 > -1.661511
## PC98 > 0.2510042
## -> class 2\|2 [0.836]
##
## Rule 11/266: (16/2.4, lift 9.6)
## PC1 <= -0.430681
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC14 > -3.562955
## PC55 <= -0.2845948
## PC56 > 0.1001118
## PC86 > 0.8126208
## PC94 > -1.088126
## -> class 2\|2 [0.812]
##
## Rule 11/267: (23.8/4.7, lift 9.2)
## PC2 <= 2.5099
## PC8 > 0.5069594
## PC8 <= 2.265014
## PC10 > -0.01892133
## PC13 > 0.4242615
## PC26 <= 4.165228
## PC59 > -0.6650241
## PC68 <= 1.206213
## -> class 2\|2 [0.778]
##
## Rule 11/268: (10.8/1.9, lift 9.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC19 > 1.034315
## PC31 <= 1.233408
## PC46 <= 0.4344632
## PC95 > 1.086031
## -> class 2\|2 [0.776]
##
## Rule 11/269: (7.3/1.5, lift 8.7)
## PC1 <= -3.230525
## PC8 <= -2.62821
## PC74 <= -0.8882745
## PC95 <= 1.086031
## -> class 2\|2 [0.733]
##
## Rule 11/270: (867.4/306.7, lift 7.6)
## PC1 <= -0.430681
## PC2 > -8.96454
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC14 > -3.562955
## PC28 > -0.2528225
## -> class 2\|2 [0.646]
##
## Rule 11/271: (142.2/0.1, lift 8.4)
## PC2 <= 2.5099
## PC9 <= -2.7624
## PC15 <= -3.116522
## PC43 <= -0.1552896
## PC50 > -0.5004689
## -> class 2\|3 [0.992]
##
## Rule 11/272: (42.4, lift 8.3)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC11 > -4.081238
## PC27 > -0.3149909
## PC32 <= -1.180129
## PC74 > -0.8882745
## -> class 2\|3 [0.977]
##
## Rule 11/273: (46.6/0.7, lift 8.2)
## PC1 <= -0.430681
## PC2 > -8.96454
## PC2 <= 2.5099
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC14 > -3.562955
## PC43 > -0.4048597
## PC59 <= -0.3393796
## PC87 > -0.536171
## PC88 <= 0.2871338
## -> class 2\|3 [0.966]
##
## Rule 11/274: (148.7/4.3, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -0.003932531
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC11 <= 4.614819
## PC80 <= 0.4435241
## PC94 > -1.088126
## -> class 2\|3 [0.965]
##
## Rule 11/275: (27.3, lift 8.2)
## PC1 > -2.783512
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC26 > -3.361338
## PC41 <= -0.6782464
## PC49 > -0.07020637
## PC85 <= 0.8064775
## -> class 2\|3 [0.964]
##
## Rule 11/276: (26.1, lift 8.2)
## PC1 <= -0.430681
## PC2 > -8.96454
## PC2 <= 2.5099
## PC12 > 2.739974
## PC43 <= -0.2797403
## PC59 > -0.3393796
## PC63 <= -0.002314486
## -> class 2\|3 [0.964]
##
## Rule 11/277: (53/1, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= 0.5143595
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC42 > -0.02213998
## PC43 > -0.2797403
## PC63 <= -0.002314486
## PC80 <= 1.36517
## -> class 2\|3 [0.963]
##
## Rule 11/278: (22, lift 8.2)
## PC1 <= -0.430681
## PC8 > -0.7715472
## PC8 <= 0.5069594
## PC9 <= -3.43794
## PC28 > -0.2528225
## -> class 2\|3 [0.958]
##
## Rule 11/279: (103.3/4.9, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC31 > 1.233408
## PC39 <= 0.266601
## -> class 2\|3 [0.944]
##
## Rule 11/280: (15.8, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC11 <= -3.59767
## PC59 > -0.3393796
## -> class 2\|3 [0.944]
##
## Rule 11/281: (12264.7/9923.3, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.191]
##
## Rule 11/282: (68.5, lift 23.2)
## PC1 > -0.430681
## PC9 <= -2.7624
## PC15 <= -3.116522
## PC43 > -0.1552896
## PC50 > -0.5004689
## PC71 > -0.10524
## -> class 2\|4 [0.986]
##
## Rule 11/283: (133/1, lift 23.2)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC22 > -1.900676
## PC31 <= 1.233408
## PC46 <= 0.4344632
## PC74 > -0.8882745
## PC76 <= 0.4855144
## PC85 > 0.8064775
## PC95 <= 1.086031
## -> class 2\|4 [0.985]
##
## Rule 11/284: (52.8, lift 23.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC11 <= -4.081238
## PC46 <= 0.4344632
## PC76 <= 0.4855144
## PC82 <= 0.1349488
## -> class 2\|4 [0.982]
##
## Rule 11/285: (170.1/3.1, lift 23.0)
## PC1 <= -2.783512
## PC8 <= -2.62821
## PC22 > -1.900676
## PC27 > -0.3149909
## PC31 <= 1.233408
## PC32 > -1.180129
## PC32 <= 1.306595
## PC45 <= 0.1479395
## PC46 <= 0.4344632
## PC74 > -0.8882745
## PC75 <= 0.5648175
## PC76 <= 0.4855144
## PC82 <= 0.1207264
## PC85 <= 0.8064775
## -> class 2\|4 [0.976]
##
## Rule 11/286: (43.4/0.2, lift 22.9)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC19 <= 1.034315
## PC31 <= 1.233408
## PC46 <= 0.4344632
## PC95 > 1.086031
## -> class 2\|4 [0.974]
##
## Rule 11/287: (72.5/1.2, lift 22.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.5069594
## PC26 <= -2.624301
## PC31 <= 1.233408
## PC46 <= 0.4344632
## PC74 > -0.8882745
## PC76 <= 0.4855144
## -> class 2\|4 [0.971]
##
## Rule 11/288: (250.1/15.1, lift 22.0)
## PC1 > -2.783512
## PC8 <= -2.62821
## PC22 > -1.900676
## PC27 > -0.1551272
## PC36 <= 0.9032384
## PC41 <= -0.6782464
## PC46 <= 0.4344632
## PC49 <= -0.07020637
## PC74 > -0.8882745
## PC75 <= 0.5648175
## PC76 <= 0.4855144
## PC81 <= 0.2483521
## PC82 <= 0.1349488
## PC93 <= 0.4328979
## PC94 > -0.3485934
## -> class 2\|4 [0.936]
##
## Rule 11/289: (25.4/0.9, lift 21.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.3930258
## PC8 <= -0.9156818
## PC15 > -3.116522
## PC19 > -1.661511
## PC71 > 0.5719942
## -> class 2\|4 [0.929]
##
## Rule 11/290: (30.8/1.3, lift 21.8)
## PC1 <= -0.430681
## PC2 > -8.96454
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC12 > 0.2930036
## PC29 > 0.2788967
## -> class 2\|4 [0.929]
##
## Rule 11/291: (11.8, lift 21.8)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC27 <= -0.3149909
## PC46 <= 0.4344632
## PC47 <= -0.7061571
## -> class 2\|4 [0.927]
##
## Rule 11/292: (91.7/7.4, lift 21.4)
## PC1 > -2.783512
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC27 > -0.1551272
## PC31 <= 1.233408
## PC46 <= 0.4344632
## PC47 <= -0.5385676
## PC74 > -0.8882745
## PC75 <= 0.5648175
## PC76 <= 0.4855144
## PC95 <= 1.086031
## -> class 2\|4 [0.911]
##
## Rule 11/293: (93.3/8.9, lift 21.1)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC18 <= -0.3244587
## PC22 > -1.900676
## PC46 <= 0.4344632
## PC47 > -0.5385676
## PC75 <= 0.5648175
## PC76 <= 0.4855144
## PC82 <= 0.1349488
## -> class 2\|4 [0.896]
##
## Rule 11/294: (6.4, lift 20.7)
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.5069594
## PC40 > 3.326823
## PC94 <= -1.088126
## -> class 2\|4 [0.881]
##
## Rule 11/295: (37.7/13.9, lift 14.7)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC23 <= -0.4576211
## PC27 <= -0.3149909
## PC46 <= 0.4344632
## PC95 <= 1.086031
## -> class 2\|4 [0.625]
##
## Rule 11/296: (23.1/8.5, lift 14.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.7715472
## PC34 <= 1.107331
## PC36 > -0.7236297
## PC45 > 0.4507558
## -> class 2\|4 [0.619]
##
## Default class: 2\|3
##
## ----- Trial 12: -----
##
## Rules:
##
## Rule 12/1: (56.3/0.7, lift 17.7)
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC18 > 0.4389784
## PC19 <= 0.009157797
## PC25 > -1.059136
## PC59 > -2.309268
## PC72 > 0.9520426
## -> class 0\|0 [0.970]
##
## Rule 12/2: (15.3, lift 17.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.502523
## PC13 <= -0.3503442
## PC18 <= 0.4389784
## PC44 > 0.5184558
## -> class 0\|0 [0.937]
##
## Rule 12/3: (11.7, lift 16.9)
## PC2 > 2.5099
## PC18 > 0.4389784
## PC59 <= -2.309268
## PC96 > 2.611007
## -> class 0\|0 [0.927]
##
## Rule 12/4: (6.2, lift 16.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -1.019176
## PC18 <= 0.4389784
## -> class 0\|0 [0.879]
##
## Rule 12/5: (5.3, lift 15.7)
## PC1 <= -0.7242486
## PC2 > 2.5099
## PC18 > 0.4389784
## PC25 > -1.059136
## PC25 <= 1.02128
## PC92 > 2.324903
## PC95 > -1.458702
## -> class 0\|0 [0.864]
##
## Rule 12/6: (43.9/17.6, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC17 <= -0.2627494
## PC18 > 0.4389784
## PC25 > -1.059136
## PC46 <= 1.972667
## PC74 <= -0.6065306
## PC99 > -0.2542219
## -> class 0\|0 [0.595]
##
## Rule 12/7: (1567.8/663.6, lift 10.5)
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC17 > -0.2627494
## PC18 > 0.4389784
## PC19 <= 0.009157797
## PC25 > -1.059136
## PC25 <= 1.02128
## PC35 <= 0.5582652
## PC59 > -2.309268
## PC62 <= 1.265038
## PC65 > -2.360248
## PC95 > -1.458702
## PC98 > -3.369963
## -> class 0\|0 [0.577]
##
## Rule 12/8: (22.5/10, lift 10.1)
## PC2 > 2.5099
## PC12 > -0.6991577
## PC13 <= 7.792017
## PC18 > 0.4389784
## PC25 <= -1.059136
## PC65 > -2.360248
## -> class 0\|0 [0.552]
##
## Rule 12/9: (97.9, lift 12.6)
## PC2 > 2.5099
## PC13 > 0.8801037
## PC13 <= 7.792017
## PC17 > -0.2627494
## PC18 > 0.4389784
## PC25 <= 1.02128
## PC32 <= 0.86491
## PC57 > -1.752604
## PC59 > -2.309268
## PC71 > -1.166431
## PC72 <= 0.9520426
## -> class 0\|1 [0.990]
##
## Rule 12/10: (64.9, lift 12.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 0.8801037
## PC17 > -0.2627494
## PC18 > 0.4389784
## PC22 <= -0.345479
## PC25 > -1.059136
## PC31 > -0.2933291
## PC48 <= 0.4543721
## PC65 > -2.360248
## PC72 <= 0.9520426
## PC76 <= 0.4777628
## -> class 0\|1 [0.985]
##
## Rule 12/11: (149.2/1.8, lift 12.5)
## PC1 <= -0.7242486
## PC4 > -9.096394
## PC13 <= 7.792017
## PC17 > -0.2627494
## PC18 > 0.4389784
## PC19 <= 0.009157797
## PC22 <= 1.212152
## PC24 > -2.765275
## PC25 > -1.059136
## PC25 <= 1.02128
## PC59 > -2.309268
## PC75 <= 0.3806083
## PC78 <= 1.294823
## PC92 <= 2.324903
## PC98 > -3.369963
## -> class 0\|1 [0.982]
##
## Rule 12/12: (53.5, lift 12.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC18 > 0.4389784
## PC22 > -0.345479
## PC24 > -2.765275
## PC52 > 0.033439
## PC53 > -0.8814516
## PC59 > -2.309268
## PC94 <= -0.2185117
## PC95 > -0.3325462
## -> class 0\|1 [0.982]
##
## Rule 12/13: (50.8, lift 12.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.1605581
## PC13 <= 1.643236
## PC15 > -0.8091529
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC32 > 0.1071818
## PC41 <= 0.1726234
## PC79 <= 0.1461518
## -> class 0\|1 [0.981]
##
## Rule 12/14: (83.4/0.8, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > 0.4389784
## PC25 > -1.059136
## PC31 <= -0.2933291
## PC47 > -1.610874
## PC53 > -0.8814516
## PC92 > -0.7570084
## -> class 0\|1 [0.979]
##
## Rule 12/15: (135.3/2, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.502523
## PC15 > -1.210525
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC25 <= 0.7634719
## PC44 > 0.7117437
## PC47 > -0.9742705
## PC57 > -0.02840612
## -> class 0\|1 [0.978]
##
## Rule 12/16: (83/1, lift 12.4)
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC18 > 0.4389784
## PC19 <= 0.009157797
## PC25 > 0.8409776
## PC57 <= -1.752604
## PC95 > -1.458702
## -> class 0\|1 [0.977]
##
## Rule 12/17: (41.1, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.502523
## PC13 > -0.3503442
## PC18 <= 0.4389784
## PC44 > 0.5184558
## -> class 0\|1 [0.976]
##
## Rule 12/18: (134.1/2.3, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC15 > 0.9567617
## PC18 > 0.4389784
## PC20 <= 3.549002
## PC24 > -2.765275
## PC47 <= 0.8636295
## PC53 > -0.8814516
## PC57 > -1.752604
## PC59 > -2.309268
## -> class 0\|1 [0.976]
##
## Rule 12/19: (145.1/2.5, lift 12.4)
## PC13 <= 7.792017
## PC18 > 0.4389784
## PC19 <= 0.009157797
## PC25 > -1.059136
## PC35 > 0.5582652
## PC46 <= 1.972667
## PC72 <= 0.9520426
## -> class 0\|1 [0.976]
##
## Rule 12/20: (36.3, lift 12.4)
## PC2 > 2.5099
## PC13 <= 7.792017
## PC18 > 0.4389784
## PC24 > -2.765275
## PC25 > -1.059136
## PC47 <= 0.8636295
## PC48 <= -0.5409103
## PC53 > -0.8814516
## -> class 0\|1 [0.973]
##
## Rule 12/21: (30.2, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC17 > -0.2627494
## PC24 > -2.765275
## PC25 > -1.059136
## PC48 <= 0.4543721
## PC60 <= -1.05442
## PC72 <= 0.9520426
## PC92 > -0.7570084
## -> class 0\|1 [0.969]
##
## Rule 12/22: (77.3/1.7, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.502523
## PC13 <= 1.643236
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC41 > 0.1726234
## PC47 > -0.9742705
## -> class 0\|1 [0.966]
##
## Rule 12/23: (24.7, lift 12.2)
## PC4 <= -9.785807
## PC18 > -1.019176
## PC44 <= 0.7117437
## PC79 <= 0.1461518
## -> class 0\|1 [0.963]
##
## Rule 12/24: (163.8/5.3, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 <= 0.2602117
## PC13 <= 7.792017
## PC17 <= -0.2627494
## PC18 > 0.4389784
## PC21 > -1.149755
## PC25 > -1.059136
## PC46 <= 1.972667
## PC65 > -2.360248
## PC74 > -0.6065306
## PC99 > -0.2542219
## -> class 0\|1 [0.962]
##
## Rule 12/25: (207.6/6.9, lift 12.2)
## PC1 <= -0.7242486
## PC13 <= 7.792017
## PC17 > -0.2627494
## PC18 > 0.4389784
## PC19 <= 0.009157797
## PC22 <= 1.212152
## PC24 > -2.765275
## PC25 > -1.059136
## PC35 <= 0.5582652
## PC59 > -2.309268
## PC75 <= 0.3806083
## PC78 <= 1.294823
## PC95 > -1.458702
## PC98 > -3.369963
## -> class 0\|1 [0.962]
##
## Rule 12/26: (110.4/3.8, lift 12.2)
## PC13 <= 7.792017
## PC18 > 0.4389784
## PC24 > -2.765275
## PC29 <= -1.523995
## PC59 > -2.309268
## PC87 <= 0.2749523
## PC92 > -0.7570084
## PC95 > -1.458702
## -> class 0\|1 [0.958]
##
## Rule 12/27: (51.7/1.3, lift 12.2)
## PC2 > 2.5099
## PC6 > -1.502523
## PC13 <= 1.643236
## PC18 > -1.019176
## PC36 <= -4.107141
## -> class 0\|1 [0.957]
##
## Rule 12/28: (112.5/4.3, lift 12.1)
## PC1 > -0.7242486
## PC3 <= 1.640775
## PC13 <= 0.8801037
## PC17 > -0.2627494
## PC18 > 0.4389784
## PC19 <= 0.009157797
## PC24 > -2.765275
## PC32 <= 0.5663381
## PC64 <= 1.761952
## PC87 > 0.2749523
## -> class 0\|1 [0.953]
##
## Rule 12/29: (18.4, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > 0.674604
## PC13 <= 1.643236
## PC18 > -1.019176
## PC18 <= 0.4389784
## -> class 0\|1 [0.951]
##
## Rule 12/30: (20.9/0.1, lift 12.1)
## PC1 > -0.7242486
## PC13 <= 0.8801037
## PC18 > 0.4389784
## PC19 <= 0.009157797
## PC24 > -2.765275
## PC25 <= 1.02128
## PC52 <= -1.305265
## PC58 > -1.64865
## PC87 <= 0.2749523
## PC92 > -0.7570084
## -> class 0\|1 [0.951]
##
## Rule 12/31: (86.4/3.4, lift 12.1)
## PC1 > -0.7242486
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC17 > -0.2627494
## PC24 > -2.765275
## PC25 <= 1.02128
## PC48 <= 0.4543721
## PC57 > -1.752604
## PC71 <= 0.3815518
## PC76 > 0.4777628
## PC95 > -0.3325462
## -> class 0\|1 [0.951]
##
## Rule 12/32: (16.9, lift 12.0)
## PC2 > 2.5099
## PC6 > 0.1375022
## PC6 <= 0.2633233
## PC13 <= 1.643236
## PC18 > -1.019176
## PC18 <= 0.4389784
## -> class 0\|1 [0.947]
##
## Rule 12/33: (16.7, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC17 <= -0.2627494
## PC18 > 0.4389784
## PC25 > -1.059136
## PC44 > -0.06944913
## PC99 <= -0.2542219
## -> class 0\|1 [0.947]
##
## Rule 12/34: (61.1/2.4, lift 12.0)
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC17 > -0.2627494
## PC18 > 0.4389784
## PC25 > 1.02128
## PC35 <= 0.5582652
## PC72 <= 0.9520426
## -> class 0\|1 [0.946]
##
## Rule 12/35: (53.9/2.2, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC18 > 0.4389784
## PC24 > -2.765275
## PC25 > -1.059136
## PC25 <= 1.02128
## PC48 <= 0.4543721
## PC53 > -0.8814516
## PC59 > -2.309268
## PC71 > 0.3815518
## PC72 <= 0.9520426
## PC92 > -0.7570084
## -> class 0\|1 [0.943]
##
## Rule 12/36: (13, lift 11.9)
## PC2 > 2.5099
## PC18 > 0.4389784
## PC24 <= -2.765275
## PC58 > 2.725601
## PC59 > -2.309268
## PC62 <= 1.265038
## -> class 0\|1 [0.933]
##
## Rule 12/37: (104.1/6.6, lift 11.8)
## PC4 <= -9.096394
## PC18 > 0.4389784
## PC72 <= 0.9520426
## -> class 0\|1 [0.928]
##
## Rule 12/38: (49.5/3.3, lift 11.6)
## PC2 > 2.5099
## PC13 <= 7.792017
## PC14 > 0.6028854
## PC18 > 0.4389784
## PC59 <= -2.309268
## PC65 > -2.360248
## PC96 <= 2.611007
## -> class 0\|1 [0.917]
##
## Rule 12/39: (17.1/1.1, lift 11.3)
## PC2 > 2.5099
## PC18 > 0.4389784
## PC48 <= 0.4543721
## PC53 > -0.8814516
## PC53 <= -0.8553069
## PC95 > -0.3325462
## -> class 0\|1 [0.892]
##
## Rule 12/40: (47.9/4.8, lift 11.2)
## PC13 > 7.792017
## PC18 > 0.4389784
## PC31 <= 0.1783828
## PC42 <= 0.09107997
## PC46 <= 1.972667
## PC47 > -1.610874
## PC73 <= -0.1035802
## -> class 0\|1 [0.883]
##
## Rule 12/41: (66.2/9, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.1605581
## PC13 <= 1.643236
## PC15 > -1.210525
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC47 > -0.9742705
## PC65 <= -0.2133583
## PC79 <= 0.1461518
## -> class 0\|1 [0.853]
##
## Rule 12/42: (66.8/9.8, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC17 > -0.2627494
## PC22 > -0.345479
## PC25 > -1.059136
## PC29 > -1.523995
## PC48 <= 0.4543721
## PC53 > -0.8814516
## PC59 <= -1.001778
## PC72 <= 0.9520426
## PC76 <= 0.4777628
## PC95 > -0.3325462
## -> class 0\|1 [0.843]
##
## Rule 12/43: (126.1/19.4, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 <= 0.003130711
## PC17 > -0.2627494
## PC19 <= 0.009157797
## PC24 > -2.765275
## PC25 <= 1.02128
## PC47 <= 0.8636295
## PC48 > -0.5409103
## PC48 <= 0.4543721
## PC52 <= 0.033439
## PC53 > -0.8553069
## PC59 > -1.001778
## PC71 <= 0.3815518
## PC87 <= 0.2749523
## PC92 > -0.7570084
## -> class 0\|1 [0.840]
##
## Rule 12/44: (27.3/11.5, lift 7.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.019176
## PC51 > 0.2262355
## PC89 > 1.380547
## PC99 > -2.727979
## -> class 0\|1 [0.574]
##
## Rule 12/45: (2669/1849.1, lift 3.9)
## PC2 > 2.5099
## PC5 > -0.9959361
## PC7 <= -0.274175
## -> class 0\|1 [0.307]
##
## Rule 12/46: (74.1, lift 9.6)
## PC4 <= -7.746524
## PC11 <= 0.08682834
## PC18 <= -1.019176
## PC35 > -0.5198501
## -> class 0\|2 [0.987]
##
## Rule 12/47: (70, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > -0.9959361
## PC8 > 0.01238032
## PC18 <= -1.019176
## PC20 > -3.653318
## PC30 <= 1.407807
## PC60 <= -0.3709495
## PC87 <= 0.2458874
## -> class 0\|2 [0.986]
##
## Rule 12/48: (70.1, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.01238032
## PC18 <= -1.019176
## PC21 <= -0.2235012
## PC25 > -0.8162957
## PC42 <= 2.539411
## PC89 <= 1.380547
## PC93 > -1.401263
## -> class 0\|2 [0.986]
##
## Rule 12/49: (66.9, lift 9.6)
## PC4 <= -7.746524
## PC18 <= -1.019176
## PC87 > 0.02870315
## -> class 0\|2 [0.985]
##
## Rule 12/50: (97.9/0.8, lift 9.6)
## PC2 > 2.5099
## PC4 > -7.746524
## PC5 > -0.9959361
## PC6 <= 0.08235791
## PC8 > 0.01238032
## PC14 > -0.4211345
## PC18 <= -1.019176
## PC20 > -3.653318
## PC34 > -1.066011
## PC49 > -0.3573701
## PC87 <= -0.1303834
## PC93 > -1.401263
## PC95 > -0.7274718
## -> class 0\|2 [0.982]
##
## Rule 12/51: (79.6/0.5, lift 9.6)
## PC6 > -1.502523
## PC8 > 0.01238032
## PC18 <= -1.019176
## PC20 > -3.653318
## PC29 > -7.785647
## PC30 > 1.407807
## PC42 <= 2.539411
## PC89 <= 1.380547
## PC95 > -0.7274718
## -> class 0\|2 [0.982]
##
## Rule 12/52: (50.2, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -6.299334
## PC18 <= -1.019176
## PC31 <= -0.3274396
## PC42 <= 2.539411
## PC50 <= 0.3961015
## PC59 <= 1.672678
## PC75 > -0.9745432
## PC89 <= 1.380547
## -> class 0\|2 [0.981]
##
## Rule 12/53: (43.8, lift 9.6)
## PC3 <= 1.640775
## PC5 > -0.9959361
## PC8 > 0.01238032
## PC18 <= -1.019176
## PC20 > -3.653318
## PC23 > 1.257388
## PC29 > -7.785647
## PC87 <= 0.2458874
## PC93 > -1.401263
## PC95 > -0.7274718
## -> class 0\|2 [0.978]
##
## Rule 12/54: (67.6/0.6, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > 1.306996
## PC18 <= -1.019176
## PC30 <= 2.792453
## -> class 0\|2 [0.977]
##
## Rule 12/55: (39, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= 0.4389784
## PC21 <= -1.024531
## PC39 > -1.48088
## PC42 <= 2.539411
## PC99 > -2.727979
## -> class 0\|2 [0.976]
##
## Rule 12/56: (40.1, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC19 > -0.4895512
## PC21 > -1.024531
## PC32 <= -1.532848
## PC34 > -2.607624
## -> class 0\|2 [0.976]
##
## Rule 12/57: (92.9/1.4, lift 9.5)
## PC3 <= 1.640775
## PC6 <= 0.08235791
## PC7 <= -0.274175
## PC8 > 0.01238032
## PC14 > -0.4211345
## PC15 <= -1.146681
## PC18 <= -1.019176
## PC49 > -0.3573701
## PC87 <= 0.2458874
## PC93 > -1.401263
## -> class 0\|2 [0.975]
##
## Rule 12/58: (54.4/0.7, lift 9.5)
## PC8 <= 0.01238032
## PC18 <= -1.019176
## PC59 <= 1.672678
## PC75 <= 0.478545
## PC82 <= -2.617293
## PC96 > -0.5750883
## PC99 > -2.727979
## -> class 0\|2 [0.969]
##
## Rule 12/59: (54.7/1, lift 9.4)
## PC3 <= 1.640775
## PC8 <= 0.01238032
## PC18 > -1.426588
## PC18 <= -1.019176
## PC32 > -1.104615
## PC40 > -1.975459
## PC50 <= 0.3961015
## PC75 <= 0.478545
## PC89 <= 1.380547
## PC92 > -1.625538
## -> class 0\|2 [0.965]
##
## Rule 12/60: (83.7/2.1, lift 9.4)
## PC13 > 7.792017
## PC18 > 0.4389784
## PC56 <= 5.422325
## PC73 > -0.1035802
## PC96 > -0.6067484
## -> class 0\|2 [0.964]
##
## Rule 12/61: (60.9/1.5, lift 9.4)
## PC3 > -1.655975
## PC6 > -1.502523
## PC18 <= -1.019176
## PC22 > -2.147306
## PC34 <= -1.94964
## PC39 > -1.48088
## PC40 > -1.975459
## PC96 > -0.5750883
## -> class 0\|2 [0.961]
##
## Rule 12/62: (69.7/2.2, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC17 <= -0.2627494
## PC18 > 0.4389784
## PC25 > -1.059136
## PC44 <= -0.06944913
## PC99 <= -0.2542219
## -> class 0\|2 [0.956]
##
## Rule 12/63: (19.7, lift 9.3)
## PC13 > 7.792017
## PC18 > 0.4389784
## PC42 > 0.09107997
## PC46 <= 1.972667
## PC73 <= -0.1035802
## -> class 0\|2 [0.954]
##
## Rule 12/64: (93/3.6, lift 9.3)
## PC2 > 2.5099
## PC6 > -1.502523
## PC18 <= -1.019176
## PC19 > -0.4895512
## PC32 > -1.532848
## PC32 <= -1.104615
## PC40 > -1.975459
## PC63 <= 1.30634
## PC89 <= 1.330549
## PC96 > -0.5750883
## -> class 0\|2 [0.952]
##
## Rule 12/65: (18.5, lift 9.3)
## PC18 <= -1.019176
## PC22 > -2.147306
## PC32 > -1.104615
## PC50 > 0.3961015
## PC66 > 0.7638164
## PC75 <= 0.478545
## PC87 > -1.130408
## PC92 > -1.625538
## -> class 0\|2 [0.951]
##
## Rule 12/66: (17.4, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.01238032
## PC18 <= 0.4389784
## PC55 <= 0.07572264
## PC59 <= 1.672678
## PC71 > 0.5792736
## PC75 <= 0.478545
## PC82 > -2.617293
## PC96 > -0.5750883
## PC99 > -2.727979
## -> class 0\|2 [0.949]
##
## Rule 12/67: (125.5/5.5, lift 9.3)
## PC4 > -7.746524
## PC5 <= 1.00785
## PC8 > -0.3307242
## PC8 <= 0.01238032
## PC15 <= 0.009458539
## PC18 <= -1.019176
## PC27 <= 2.083515
## PC36 <= 0.1558218
## PC38 <= 1.348614
## PC40 > -0.4920217
## PC50 <= 0.3961015
## PC55 > 0.07572264
## PC75 > -0.9745432
## PC75 <= 0.478545
## PC96 > -0.5750883
## -> class 0\|2 [0.949]
##
## Rule 12/68: (23.4/0.6, lift 9.2)
## PC2 > 2.5099
## PC18 <= -1.019176
## PC22 > -2.147306
## PC32 > -1.104615
## PC40 > -1.975459
## PC43 > 0.6908785
## PC50 > 0.3961015
## PC75 <= 0.478545
## -> class 0\|2 [0.939]
##
## Rule 12/69: (48.1/2.1, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC44 > 0.7117437
## PC57 <= -0.02840612
## -> class 0\|2 [0.937]
##
## Rule 12/70: (13.3, lift 9.1)
## PC3 <= 1.640775
## PC18 <= -1.019176
## PC37 > 1.795867
## PC42 <= 2.539411
## PC50 <= 0.3961015
## PC59 <= 1.672678
## PC75 <= 0.478545
## PC82 > -2.617293
## PC89 <= 1.380547
## -> class 0\|2 [0.935]
##
## Rule 12/71: (47.7/2.3, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > -0.8902912
## PC18 <= -1.019176
## PC22 > -2.147306
## PC34 > -1.94964
## PC37 <= 1.795867
## PC51 > -0.6607145
## PC75 <= 0.478545
## PC96 > -0.5750883
## -> class 0\|2 [0.934]
##
## Rule 12/72: (53.2/3, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.5816036
## PC18 <= -1.019176
## PC42 <= 2.539411
## PC50 <= 0.3961015
## PC75 <= 0.478545
## PC89 <= 1.380547
## -> class 0\|2 [0.927]
##
## Rule 12/73: (12.5, lift 9.0)
## PC18 <= -4.248249
## PC27 <= 2.083515
## PC50 <= 0.3961015
## PC51 > -0.6607145
## PC59 <= 1.672678
## PC75 > -0.9745432
## PC75 <= 0.478545
## PC92 > -1.625538
## -> class 0\|2 [0.925]
##
## Rule 12/74: (25.6/1.4, lift 8.9)
## PC15 <= 1.306996
## PC18 <= 0.4389784
## PC22 > -2.147306
## PC25 > 1.359354
## PC39 > -1.48088
## PC40 > -1.975459
## PC59 <= 1.672678
## PC89 <= 1.380547
## PC92 > -1.625538
## PC99 > -2.727979
## -> class 0\|2 [0.915]
##
## Rule 12/75: (34.9/2.1, lift 8.9)
## PC13 > 7.792017
## PC18 > 0.4389784
## PC55 <= 0.2514917
## PC56 <= 5.422325
## PC73 > -0.1035802
## PC90 <= 0.6281986
## -> class 0\|2 [0.915]
##
## Rule 12/76: (75.9/6.2, lift 8.9)
## PC2 > 2.5099
## PC4 > -7.746524
## PC18 <= -1.019176
## PC22 > -2.147306
## PC39 > -1.48088
## PC42 <= 2.539411
## PC59 <= 1.672678
## PC63 > 1.30634
## PC87 > -1.130408
## PC89 <= 1.380547
## PC92 > -1.625538
## PC99 <= 2.633755
## -> class 0\|2 [0.907]
##
## Rule 12/77: (31.5/2.5, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC22 > -2.147306
## PC42 <= 2.539411
## PC59 <= 1.672678
## PC89 <= 1.380547
## PC99 > 2.633755
## -> class 0\|2 [0.897]
##
## Rule 12/78: (32.6/3.2, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.01238032
## PC18 <= 0.4389784
## PC19 <= -0.01205827
## PC22 > -2.147306
## PC40 > -1.975459
## PC55 <= 0.07572264
## PC76 > 1.175863
## PC99 > -2.727979
## -> class 0\|2 [0.878]
##
## Rule 12/79: (11.8/0.7, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.019176
## PC19 > -0.4895512
## PC19 <= -0.2266256
## PC42 <= 2.539411
## -> class 0\|2 [0.877]
##
## Rule 12/80: (24.1/3, lift 8.3)
## PC8 <= 0.01238032
## PC18 <= -1.019176
## PC39 > -1.48088
## PC40 > -1.975459
## PC59 <= 1.672678
## PC87 <= -1.130408
## PC89 <= 1.380547
## -> class 0\|2 [0.848]
##
## Rule 12/81: (47/7.7, lift 8.0)
## PC2 > 2.5099
## PC13 <= 1.643236
## PC18 <= 0.4389784
## PC20 > -3.539361
## PC25 > 0.7634719
## PC44 > 0.7117437
## PC57 > -0.02840612
## -> class 0\|2 [0.822]
##
## Rule 12/82: (86/17.5, lift 7.7)
## PC2 > 2.5099
## PC18 > 0.4389784
## PC65 <= -2.360248
## -> class 0\|2 [0.790]
##
## Rule 12/83: (12/2.3, lift 7.5)
## PC2 > 2.5099
## PC18 <= 0.4389784
## PC22 > -2.147306
## PC50 <= 0.3961015
## PC52 > 1.291352
## PC55 <= 0.07572264
## PC96 > -0.5750883
## -> class 0\|2 [0.764]
##
## Rule 12/84: (870.6/446, lift 4.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.502523
## PC18 > -1.019176
## PC18 <= 0.4389784
## -> class 0\|2 [0.488]
##
## Rule 12/85: (7460/5418.8, lift 2.7)
## PC2 > 2.5099
## -> class 0\|2 [0.274]
##
## Rule 12/86: (91.5/0.3, lift 11.8)
## PC4 > -7.746524
## PC4 <= 9.092457
## PC15 <= 1.306996
## PC18 <= -1.019176
## PC39 > -1.48088
## PC42 > 2.539411
## -> class 0\|3 [0.986]
##
## Rule 12/87: (52, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 1.306996
## PC18 <= 0.4389784
## PC99 <= -2.727979
## -> class 0\|3 [0.981]
##
## Rule 12/88: (46.9, lift 11.7)
## PC18 <= -1.019176
## PC34 <= -2.607624
## PC39 <= -0.9883975
## -> class 0\|3 [0.980]
##
## Rule 12/89: (30.8, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.274175
## PC8 > 0.01238032
## PC15 <= 1.306996
## PC18 <= -1.019176
## -> class 0\|3 [0.970]
##
## Rule 12/90: (28.5, lift 11.6)
## PC3 <= 1.640775
## PC6 > 0.08235791
## PC8 > 0.01238032
## PC18 <= -1.019176
## -> class 0\|3 [0.967]
##
## Rule 12/91: (26.4, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC8 <= -0.3307242
## PC18 <= -1.019176
## PC34 > -1.94964
## PC36 <= 0.1558218
## PC55 > 0.07572264
## PC87 > -1.130408
## -> class 0\|3 [0.965]
##
## Rule 12/92: (46/0.8, lift 11.5)
## PC7 <= -0.274175
## PC18 <= -1.019176
## PC21 > -0.2235012
## PC25 > -0.8162957
## PC30 <= 1.407807
## PC34 <= -1.066011
## -> class 0\|3 [0.963]
##
## Rule 12/93: (24, lift 11.5)
## PC7 <= -0.274175
## PC15 <= 1.306996
## PC18 <= -1.019176
## PC23 <= 1.257388
## PC25 <= -0.8162957
## PC31 <= 0.2081865
## PC60 > -0.3709495
## PC95 > -0.7274718
## -> class 0\|3 [0.962]
##
## Rule 12/94: (23.5, lift 11.5)
## PC2 > 2.5099
## PC4 > -7.746524
## PC8 > 0.01238032
## PC15 <= 1.306996
## PC18 <= -1.019176
## PC30 <= 1.407807
## PC93 <= -1.401263
## -> class 0\|3 [0.961]
##
## Rule 12/95: (23.1, lift 11.5)
## PC13 > 1.643236
## PC15 > -1.210525
## PC18 <= 0.4389784
## PC47 > -0.9742705
## PC91 > 1.337044
## -> class 0\|3 [0.960]
##
## Rule 12/96: (59.3/1.8, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.210525
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC96 > -1.350957
## -> class 0\|3 [0.955]
##
## Rule 12/97: (18.9/0.1, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.643236
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC40 <= -2.563274
## -> class 0\|3 [0.946]
##
## Rule 12/98: (38.2/1.3, lift 11.3)
## PC5 > -0.9959361
## PC8 > 0.01238032
## PC15 <= 1.306996
## PC18 <= 0.4389784
## PC20 <= -3.653318
## PC21 > -1.024531
## PC89 <= 1.380547
## -> class 0\|3 [0.943]
##
## Rule 12/99: (73.3/3.3, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 1.306996
## PC18 <= -1.019176
## PC51 <= 0.2262355
## PC89 > 1.380547
## -> class 0\|3 [0.943]
##
## Rule 12/100: (13.1, lift 11.2)
## PC13 > 1.643236
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC92 <= -1.52676
## -> class 0\|3 [0.934]
##
## Rule 12/101: (12.5, lift 11.2)
## PC13 > 7.792017
## PC56 > 5.422325
## PC73 > -0.1035802
## -> class 0\|3 [0.931]
##
## Rule 12/102: (291.4/22.2, lift 11.0)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 9.092457
## PC8 <= 0.01238032
## PC16 <= 2.358103
## PC18 <= -1.019176
## PC25 <= 1.359354
## PC32 > -1.104615
## PC34 > -1.94964
## PC43 <= 0.6908785
## PC50 > 0.3961015
## PC66 <= 0.7638164
## PC82 > -2.617293
## PC87 > -1.130408
## PC89 <= 1.380547
## -> class 0\|3 [0.921]
##
## Rule 12/103: (62.9/4.6, lift 10.9)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC8 > 0.01238032
## PC15 > -1.146681
## PC18 <= -1.019176
## PC21 > -0.2235012
## PC30 <= 1.407807
## PC87 > -0.1303834
## -> class 0\|3 [0.913]
##
## Rule 12/104: (9.2, lift 10.8)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC7 <= -0.274175
## PC18 <= -1.019176
## PC21 > -0.2235012
## PC29 > -7.785647
## PC34 > -1.066011
## PC49 <= -0.3573701
## PC93 > -1.401263
## -> class 0\|3 [0.904]
##
## Rule 12/105: (38/3.6, lift 10.6)
## PC13 > 7.792017
## PC18 > 0.4389784
## PC55 <= 0.2514917
## PC90 > 0.6281986
## PC96 <= -0.6067484
## -> class 0\|3 [0.885]
##
## Rule 12/106: (5.7, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.2602117
## PC18 > 0.4389784
## PC25 > -1.059136
## PC47 > -1.610874
## -> class 0\|3 [0.871]
##
## Rule 12/107: (5.5, lift 10.4)
## PC2 > 2.5099
## PC18 <= 0.4389784
## PC34 <= -2.607624
## PC73 <= -3.757474
## -> class 0\|3 [0.867]
##
## Rule 12/108: (43.9/5.8, lift 10.2)
## PC18 > -1.019176
## PC18 <= 0.4389784
## PC20 <= -3.539361
## -> class 0\|3 [0.851]
##
## Rule 12/109: (2.9, lift 9.6)
## PC18 <= -1.019176
## PC34 <= -2.607624
## PC95 > 0.6570283
## -> class 0\|3 [0.797]
##
## Rule 12/110: (25.5/4.9, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > 0.4389784
## PC46 > 1.972667
## -> class 0\|3 [0.786]
##
## Rule 12/111: (33.4/6.7, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.01238032
## PC18 <= -1.019176
## PC30 <= 1.407807
## PC87 > 0.2458874
## -> class 0\|3 [0.784]
##
## Rule 12/112: (146/32.3, lift 9.3)
## PC3 <= 1.640775
## PC6 > -1.502523
## PC13 > 1.643236
## PC18 <= 0.4389784
## PC31 > 0.06167527
## -> class 0\|3 [0.775]
##
## Rule 12/113: (1430.7/445.6, lift 8.3)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 9.092457
## PC8 <= 0.01238032
## PC10 > -6.299334
## PC15 <= 1.306996
## PC18 <= -1.019176
## PC21 > -1.024531
## PC32 > -1.532848
## PC34 > -2.607624
## PC89 <= 1.330549
## -> class 0\|3 [0.688]
##
## Rule 12/114: (23.8/8.4, lift 7.6)
## PC4 <= -7.746524
## PC11 > 0.08682834
## PC18 <= -1.019176
## PC87 <= 0.02870315
## -> class 0\|3 [0.636]
##
## Rule 12/115: (149/0.7, lift 22.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC22 > 0.1221173
## PC30 <= -0.01167358
## PC65 > -0.05166954
## PC82 > -0.6325383
## -> class 1\|0 [0.989]
##
## Rule 12/116: (77.3/0.2, lift 22.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= 0.5809395
## PC9 > -0.911768
## PC19 > 2.497185
## -> class 1\|0 [0.985]
##
## Rule 12/117: (181.9/2, lift 22.1)
## PC3 > 1.640775
## PC8 > -3.627075
## PC8 <= 1.687932
## PC16 <= -0.03412016
## PC22 > 0.1221173
## PC35 > -0.2212318
## PC45 > -0.6026969
## PC47 > -0.295758
## PC48 <= -0.1250021
## PC65 > -0.05166954
## -> class 1\|0 [0.984]
##
## Rule 12/118: (57.2, lift 22.0)
## PC6 <= -3.248612
## PC11 <= -2.343809
## -> class 1\|0 [0.983]
##
## Rule 12/119: (41.4, lift 21.9)
## PC2 > 0.8262661
## PC4 > -1.69655
## PC6 > 5.1094
## PC16 <= -1.946823
## -> class 1\|0 [0.977]
##
## Rule 12/120: (326.2/7.2, lift 21.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC4 > -1.69655
## PC6 <= 5.1094
## PC9 > -0.911768
## PC16 <= -1.946823
## PC29 > 0.03654253
## PC45 <= 0.3605511
## PC82 > -0.6457855
## PC91 > -0.4964139
## PC98 <= 0.1730876
## -> class 1\|0 [0.975]
##
## Rule 12/121: (36.9, lift 21.8)
## PC2 <= 2.5099
## PC3 > 6.929032
## PC25 > 0.6551463
## -> class 1\|0 [0.974]
##
## Rule 12/122: (66.8/1.9, lift 21.5)
## PC1 > -0.2019541
## PC14 <= -1.848327
## PC16 > -1.946823
## PC41 > -0.4517633
## -> class 1\|0 [0.958]
##
## Rule 12/123: (75.8/3, lift 21.3)
## PC1 > -0.430681
## PC4 > -1.69655
## PC6 > 5.1094
## PC8 > 0.5809395
## PC16 <= -1.946823
## PC28 <= 0.2650615
## PC68 > -0.2968291
## PC98 <= 0.1730876
## -> class 1\|0 [0.949]
##
## Rule 12/124: (16.9, lift 21.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.248612
## PC45 > 0.1540567
## PC53 > -1.884559
## -> class 1\|0 [0.947]
##
## Rule 12/125: (68.4/3.9, lift 20.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.627075
## PC18 <= 0.7362046
## PC30 > -0.01167358
## PC35 > -0.2212318
## PC36 > 0.446425
## PC45 > -0.6026969
## PC74 <= -1.278046
## PC92 <= 0.4954863
## -> class 1\|0 [0.931]
##
## Rule 12/126: (8.1/0.3, lift 19.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC10 <= 0.31156
## PC16 <= -0.03412016
## PC22 > 0.1221173
## PC65 <= -0.05166954
## -> class 1\|0 [0.868]
##
## Rule 12/127: (42.2/10.9, lift 16.4)
## PC1 > -0.2019541
## PC3 <= 0.7432103
## PC6 > -3.248612
## PC8 > -4.367485
## PC16 > -1.946823
## PC19 > -1.245222
## PC21 <= 1.683282
## PC24 <= 0.002176012
## PC35 <= 0.7351906
## PC60 > 0.1099208
## -> class 1\|0 [0.730]
##
## Rule 12/128: (164.9/83.4, lift 11.1)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC8 > -4.367485
## PC14 > -1.848327
## PC35 > 0.7351906
## PC44 <= 0.9945
## -> class 1\|0 [0.494]
##
## Rule 12/129: (170.3, lift 16.5)
## PC1 > -0.430681
## PC14 <= -1.848327
## PC16 > -1.946823
## PC19 > -0.5639039
## PC41 <= -0.4517633
## PC69 > -0.5487785
## -> class 1\|1 [0.994]
##
## Rule 12/130: (107.2, lift 16.4)
## PC2 <= 2.5099
## PC4 <= -1.69655
## PC16 <= -1.946823
## PC28 <= 0.2650615
## PC95 > -0.06860722
## -> class 1\|1 [0.991]
##
## Rule 12/131: (84.4, lift 16.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 <= 1.687932
## PC16 <= -0.03412016
## PC30 > -0.01167358
## PC35 > -0.2212318
## PC36 <= 0.446425
## PC45 > -0.6026969
## PC48 > -0.1250021
## PC83 > -0.4568406
## -> class 1\|1 [0.988]
##
## Rule 12/132: (49.8, lift 16.2)
## PC2 > 2.5099
## PC8 <= -3.627075
## PC16 <= -0.03412016
## PC83 > -0.4568406
## -> class 1\|1 [0.981]
##
## Rule 12/133: (46.1, lift 16.2)
## PC3 > 1.640775
## PC16 <= -0.03412016
## PC30 > -0.01167358
## PC45 <= -0.6026969
## PC65 > -0.05166954
## PC92 <= 0.4954863
## -> class 1\|1 [0.979]
##
## Rule 12/134: (43.2, lift 16.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.03412016
## PC22 > 0.1221173
## PC47 <= -0.295758
## -> class 1\|1 [0.978]
##
## Rule 12/135: (175/3.1, lift 16.2)
## PC2 <= 0.8262661
## PC6 > 5.1094
## PC8 <= 0.5809395
## PC9 > -0.911768
## PC16 <= -1.946823
## PC19 <= 2.497185
## PC28 <= 0.2650615
## PC98 <= 0.1730876
## -> class 1\|1 [0.977]
##
## Rule 12/136: (37.1, lift 16.1)
## PC2 > 2.5099
## PC8 > 1.687932
## PC22 > 0.1221173
## PC30 > -0.01167358
## -> class 1\|1 [0.974]
##
## Rule 12/137: (84.6/1.3, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.03412016
## PC22 <= 0.1221173
## PC83 > -0.4568406
## -> class 1\|1 [0.973]
##
## Rule 12/138: (53.5/0.7, lift 16.0)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC6 > -3.248612
## PC16 > -1.946823
## PC19 > -1.245222
## PC24 <= 0.002176012
## PC35 <= 0.7351906
## PC60 <= 0.1099208
## -> class 1\|1 [0.969]
##
## Rule 12/139: (29, lift 16.0)
## PC1 > -0.430681
## PC6 <= 5.1094
## PC16 <= -1.946823
## PC28 <= 0.2650615
## PC91 <= -0.4964139
## -> class 1\|1 [0.968]
##
## Rule 12/140: (130.1/4.5, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC10 > 0.31156
## PC16 <= -0.03412016
## PC65 <= -0.05166954
## -> class 1\|1 [0.959]
##
## Rule 12/141: (20.9, lift 15.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.03412016
## PC22 > 0.1221173
## PC30 > -0.01167358
## PC92 > 0.4954863
## -> class 1\|1 [0.956]
##
## Rule 12/142: (19.3, lift 15.8)
## PC6 > 5.1094
## PC8 > 0.5809395
## PC16 <= -1.946823
## PC28 <= 0.2650615
## PC68 <= -0.2968291
## PC98 <= 0.1730876
## -> class 1\|1 [0.953]
##
## Rule 12/143: (14.2, lift 15.5)
## PC3 > 1.640775
## PC18 > 0.7362046
## PC30 > -0.01167358
## -> class 1\|1 [0.938]
##
## Rule 12/144: (13.7, lift 15.5)
## PC1 > -0.430681
## PC3 <= 0.7432103
## PC6 > -3.248612
## PC8 <= 2.359752
## PC18 > 0.1661444
## PC19 <= -1.245222
## -> class 1\|1 [0.936]
##
## Rule 12/145: (12, lift 15.4)
## PC2 > 2.5099
## PC11 > 1.438544
## PC48 <= 0.2368063
## -> class 1\|1 [0.928]
##
## Rule 12/146: (9, lift 15.0)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC5 > -6.400552
## PC5 <= 9.144154
## PC16 > -1.946823
## PC35 <= 0.7351906
## PC45 <= -0.4763
## PC46 <= 1.00931
## -> class 1\|1 [0.909]
##
## Rule 12/147: (9.5, lift 15.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.03412016
## PC33 > 0.9812835
## PC48 <= 0.2368063
## PC75 <= 1.006451
## -> class 1\|1 [0.906]
##
## Rule 12/148: (28.9/2.1, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.03412016
## PC35 <= -0.2212318
## PC45 > -0.6026969
## -> class 1\|1 [0.901]
##
## Rule 12/149: (19.9/1.7, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC11 <= -0.1177774
## PC16 > -0.03412016
## PC31 <= 0.1931313
## PC48 <= 0.2368063
## -> class 1\|1 [0.877]
##
## Rule 12/150: (68/7.9, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.248612
## PC11 > -2.343809
## PC16 > -1.946823
## PC18 > -0.30108
## PC45 <= 0.1540567
## PC53 > -1.884559
## PC82 <= 0.3277877
## -> class 1\|1 [0.873]
##
## Rule 12/151: (24.2/2.4, lift 14.4)
## PC2 <= 2.5099
## PC3 > 6.929032
## PC82 <= -0.6806296
## -> class 1\|1 [0.870]
##
## Rule 12/152: (12.9/1.1, lift 14.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.03412016
## PC58 <= -0.6017607
## -> class 1\|1 [0.856]
##
## Rule 12/153: (27/3.9, lift 13.7)
## PC1 > -0.430681
## PC6 <= 5.1094
## PC9 > -0.911768
## PC16 <= -1.946823
## PC45 > 0.3605511
## -> class 1\|1 [0.830]
##
## Rule 12/154: (100.2/18.5, lift 13.4)
## PC1 > -0.430681
## PC16 <= -1.946823
## PC28 <= 0.2650615
## PC98 > 0.1730876
## -> class 1\|1 [0.809]
##
## Rule 12/155: (135.1/30.9, lift 12.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > -0.911768
## PC16 <= -1.946823
## PC28 <= 0.2650615
## PC29 <= 0.03654253
## PC98 <= 0.1730876
## -> class 1\|1 [0.768]
##
## Rule 12/156: (16.8/5.5, lift 10.8)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC35 <= 0.7351906
## PC48 > 0.6985834
## -> class 1\|1 [0.654]
##
## Rule 12/157: (73.2/27.2, lift 10.4)
## PC1 > -0.430681
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC40 <= -0.4800626
## -> class 1\|1 [0.626]
##
## Rule 12/158: (229.1/99.1, lift 9.4)
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC10 > -0.1573964
## PC42 <= -1.10544
## -> class 1\|1 [0.567]
##
## Rule 12/159: (57.1, lift 14.6)
## PC3 > 0.7432103
## PC35 <= -1.212324
## -> class 1\|2 [0.983]
##
## Rule 12/160: (162.6/3.6, lift 14.4)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC3 <= 6.929032
## PC12 <= 1.974452
## PC15 <= 4.136679
## PC22 > 0.2416821
## PC22 <= 4.233553
## PC46 > 1.00931
## PC62 > -0.5719296
## -> class 1\|2 [0.972]
##
## Rule 12/161: (34.2, lift 14.4)
## PC3 > 1.640775
## PC16 > -0.03412016
## PC48 > 0.2368063
## PC55 > 0.6304926
## -> class 1\|2 [0.972]
##
## Rule 12/162: (206/5.6, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC11 > -0.1177774
## PC11 <= 1.438544
## PC16 > -0.03412016
## PC31 <= 0.1931313
## PC33 <= 0.9812835
## PC48 <= 0.2368063
## PC58 > -0.6017607
## -> class 1\|2 [0.968]
##
## Rule 12/163: (48.9/0.8, lift 14.3)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC14 > -1.848327
## PC45 > -0.4763
## PC49 > 0.2359987
## PC93 > 0.4063744
## PC94 <= 0.08865249
## -> class 1\|2 [0.964]
##
## Rule 12/164: (25, lift 14.3)
## PC2 <= 2.5099
## PC4 <= -1.69655
## PC28 <= 0.2650615
## PC95 <= -0.06860722
## -> class 1\|2 [0.963]
##
## Rule 12/165: (33.9/0.4, lift 14.3)
## PC3 > 1.640775
## PC16 > -0.03412016
## PC48 > 0.2368063
## PC80 > 0.3968048
## -> class 1\|2 [0.962]
##
## Rule 12/166: (22, lift 14.2)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC16 > -1.946823
## PC74 <= -1.947947
## -> class 1\|2 [0.958]
##
## Rule 12/167: (12.1, lift 13.8)
## PC2 <= 2.5099
## PC16 <= -1.946823
## PC28 > 0.2650615
## -> class 1\|2 [0.929]
##
## Rule 12/168: (51/12.9, lift 10.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= -0.911768
## PC16 <= -1.946823
## -> class 1\|2 [0.738]
##
## Rule 12/169: (3319.3/2084.5, lift 5.5)
## PC1 > -0.2019541
## PC16 > -1.946823
## -> class 1\|2 [0.372]
##
## Rule 12/170: (70.6/0.4, lift 16.1)
## PC1 > -0.430681
## PC4 > -0.651946
## PC4 <= 0.8657938
## PC5 > -6.400552
## PC8 > -4.367485
## PC11 > -1.703298
## PC16 > -1.946823
## PC16 <= 9.431917
## PC35 <= 0.7351906
## PC42 <= 1.170682
## PC46 <= 1.00931
## PC78 <= -0.6607938
## -> class 1\|3 [0.981]
##
## Rule 12/171: (198.4/4.3, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 10.14495
## PC5 > -6.657678
## PC16 > -0.03412016
## PC48 > 0.2368063
## PC55 <= 0.6304926
## PC80 <= 0.3968048
## PC87 <= 0.2844452
## -> class 1\|3 [0.974]
##
## Rule 12/172: (36/0.4, lift 15.8)
## PC3 > 0.7432103
## PC3 <= 6.929032
## PC4 > -0.651946
## PC11 > -1.703298
## PC11 <= -1.584978
## PC24 <= 4.377517
## PC46 <= 1.00931
## PC78 > -0.6607938
## -> class 1\|3 [0.964]
##
## Rule 12/173: (270.8/10.3, lift 15.7)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC4 > -0.651946
## PC4 <= 0.8657938
## PC11 > -1.446983
## PC14 > -1.848327
## PC16 <= 9.431917
## PC42 <= 1.170682
## PC45 > -0.4763
## PC46 <= 1.00931
## PC68 > -2.25446
## PC74 > -1.947947
## PC93 <= 0.4063744
## PC94 <= 0.08865249
## PC98 <= -0.01898078
## -> class 1\|3 [0.959]
##
## Rule 12/174: (20.1, lift 15.7)
## PC1 > -0.430681
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC8 > -0.3492788
## PC56 <= 0.2542848
## PC83 > -0.04821555
## -> class 1\|3 [0.955]
##
## Rule 12/175: (41.9/1.1, lift 15.6)
## PC1 > -0.430681
## PC1 <= 6.280995
## PC3 <= 0.7432103
## PC6 > -3.248612
## PC8 <= 2.359752
## PC13 > -0.1476189
## PC19 <= -1.245222
## PC35 <= 0.7351906
## -> class 1\|3 [0.952]
##
## Rule 12/176: (379.9/23.5, lift 15.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC3 <= 6.929032
## PC4 <= 0.8657938
## PC5 > -6.400552
## PC5 <= 9.144154
## PC13 > -0.384605
## PC14 > -0.8284562
## PC24 <= 4.377517
## PC35 > -1.212324
## PC35 <= 0.7351906
## PC42 <= 1.170682
## PC46 <= 1.00931
## PC49 <= 0.2359987
## PC90 <= 1.924618
## -> class 1\|3 [0.936]
##
## Rule 12/177: (66.9/3.6, lift 15.3)
## PC1 > -0.2019541
## PC3 > 0.7432103
## PC5 > -6.400552
## PC15 > 4.136679
## PC16 > -1.946823
## -> class 1\|3 [0.934]
##
## Rule 12/178: (18.6/0.8, lift 15.0)
## PC3 > 0.7432103
## PC3 <= 6.929032
## PC13 > -0.09162939
## PC42 > 1.170682
## PC48 <= 0.6985834
## -> class 1\|3 [0.914]
##
## Rule 12/179: (9.5, lift 15.0)
## PC1 > -0.430681
## PC3 <= 0.7432103
## PC8 > -4.367485
## PC77 <= -1.26034
## -> class 1\|3 [0.913]
##
## Rule 12/180: (7.2, lift 14.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 > -6.400552
## PC5 <= 9.144154
## PC8 > -4.367485
## PC35 <= 0.7351906
## PC42 > 1.170682
## PC44 > -0.09158577
## -> class 1\|3 [0.891]
##
## Rule 12/181: (5.4, lift 14.0)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC16 > -1.946823
## PC46 > 1.00931
## PC62 <= -0.5719296
## -> class 1\|3 [0.855]
##
## Rule 12/182: (4.1, lift 13.5)
## PC3 <= 6.929032
## PC22 > 4.233553
## PC24 <= 4.377517
## PC35 <= 0.7351906
## PC46 > 1.00931
## -> class 1\|3 [0.822]
##
## Rule 12/183: (283.3/0.7, lift 12.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC10 <= 0.3352064
## PC11 > -0.9337804
## PC19 <= 0.6246938
## PC48 <= -0.3157866
## PC57 > -0.7836637
## PC65 > -1.063689
## PC70 <= 0.157301
## -> class 2\|0 [0.994]
##
## Rule 12/184: (64.5, lift 12.7)
## PC8 > 2.291764
## PC10 <= 0.3352064
## PC11 > -0.9337804
## PC19 <= 0.6246938
## PC94 <= -0.7223536
## -> class 2\|0 [0.985]
##
## Rule 12/185: (43.1, lift 12.6)
## PC8 > 2.291764
## PC10 <= 0.3352064
## PC19 <= 0.6246938
## PC21 > -0.2499169
## PC31 <= -0.7057244
## PC51 <= -0.1206673
## PC65 > -1.063689
## -> class 2\|0 [0.978]
##
## Rule 12/186: (134.7/2.6, lift 12.6)
## PC1 <= -0.430681
## PC8 > 0.5265281
## PC19 <= -2.197866
## PC44 > 0.6035599
## -> class 2\|0 [0.974]
##
## Rule 12/187: (59.6/0.7, lift 12.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC10 <= -0.1573964
## PC54 <= 0.3426272
## PC83 > 0.272599
## -> class 2\|0 [0.972]
##
## Rule 12/188: (30.9, lift 12.5)
## PC1 > -0.2019541
## PC8 > -4.367485
## PC14 > -1.848327
## PC16 > -1.946823
## PC35 > 0.7351906
## PC44 > 0.9945
## PC71 > -0.7803868
## -> class 2\|0 [0.970]
##
## Rule 12/189: (186.8/5.3, lift 12.5)
## PC8 > 2.291764
## PC10 <= 0.3352064
## PC11 > -0.9337804
## PC19 <= 0.6246938
## PC21 > -0.2499169
## PC29 <= 0.2015476
## PC31 > -0.7057244
## PC38 <= 0.26204
## PC46 <= 1.155422
## PC64 <= 0.9084017
## PC70 <= 0.157301
## PC77 > -0.1926621
## PC80 > -0.5749004
## PC94 <= 0.299614
## -> class 2\|0 [0.966]
##
## Rule 12/190: (29, lift 12.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= -1.29724
## PC8 > -0.07201499
## PC10 <= -0.1573964
## -> class 2\|0 [0.966]
##
## Rule 12/191: (374.7/15.6, lift 12.4)
## PC8 > 2.291764
## PC10 <= 0.3352064
## PC11 > -0.9337804
## PC19 <= 0.6246938
## PC21 > -0.2499169
## PC29 <= 0.2015476
## PC31 > -0.7057244
## PC46 <= 1.155422
## PC64 <= 0.9084017
## PC70 <= 0.157301
## PC77 <= -0.1926621
## PC80 > -0.5749004
## PC94 <= 0.299614
## -> class 2\|0 [0.956]
##
## Rule 12/192: (537.9/26.9, lift 12.3)
## PC8 > 2.291764
## PC10 <= 0.3352064
## PC11 > -0.9337804
## PC19 <= 0.6246938
## PC29 <= 0.2015476
## PC31 > -0.7057244
## PC46 <= 1.155422
## PC60 > -0.1797929
## PC70 <= 0.157301
## PC80 > -0.5749004
## PC97 > -0.283807
## -> class 2\|0 [0.948]
##
## Rule 12/193: (15.2, lift 12.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC10 <= -0.1573964
## PC57 > 0.8549603
## -> class 2\|0 [0.942]
##
## Rule 12/194: (11.2, lift 11.9)
## PC1 > -0.2019541
## PC8 > -4.367485
## PC19 > -1.245222
## PC21 > 1.683282
## -> class 2\|0 [0.924]
##
## Rule 12/195: (10.8, lift 11.9)
## PC1 > -0.2019541
## PC6 <= -3.248612
## PC35 <= 0.7351906
## PC53 <= -1.884559
## PC82 <= 0.3277877
## -> class 2\|0 [0.919]
##
## Rule 12/196: (91.9/6.9, lift 11.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC10 <= -0.1573964
## PC73 > 0.3522136
## PC83 <= 0.272599
## -> class 2\|0 [0.915]
##
## Rule 12/197: (8.7/1.2, lift 10.3)
## PC8 > 2.291764
## PC19 > 0.6246938
## PC21 > -0.2499169
## PC38 <= -1.101663
## -> class 2\|0 [0.795]
##
## Rule 12/198: (22.1/5.2, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC10 <= -0.6241782
## -> class 2\|0 [0.745]
##
## Rule 12/199: (59/16.7, lift 9.2)
## PC1 > -0.2019541
## PC3 <= 0.7432103
## PC6 > -3.248612
## PC8 > 0.05853367
## PC24 > 0.002176012
## -> class 2\|0 [0.710]
##
## Rule 12/200: (2245.6/1140, lift 6.4)
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC8 > -0.3492788
## PC16 > -1.946823
## PC40 > -0.4800626
## PC56 <= 0.2542848
## -> class 2\|0 [0.492]
##
## Rule 12/201: (223.4/0.4, lift 9.9)
## PC1 <= -0.430681
## PC2 <= -0.5562518
## PC8 > 2.291764
## PC19 > 0.6246938
## PC38 > -1.101663
## -> class 2\|1 [0.994]
##
## Rule 12/202: (123.1, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC8 <= 5.039791
## PC10 > 0.3352064
## PC21 > -0.2499169
## -> class 2\|1 [0.992]
##
## Rule 12/203: (103.9, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.9337804
## -> class 2\|1 [0.991]
##
## Rule 12/204: (121.7/1.7, lift 9.8)
## PC8 > 2.291764
## PC11 > -0.9337804
## PC48 > -0.3157866
## PC60 <= -0.1797929
## PC94 > 0.299614
## PC97 > -0.283807
## -> class 2\|1 [0.978]
##
## Rule 12/205: (87.8/1.4, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC57 <= -0.7836637
## -> class 2\|1 [0.973]
##
## Rule 12/206: (34.6, lift 9.7)
## PC1 > -0.430681
## PC16 > -1.946823
## PC35 > 0.7351906
## PC44 > 0.9945
## PC71 <= -0.7803868
## -> class 2\|1 [0.973]
##
## Rule 12/207: (29.5, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC13 <= -0.848649
## PC76 <= -0.590421
## -> class 2\|1 [0.968]
##
## Rule 12/208: (78.3/1.6, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC30 > 0.4383159
## PC44 <= 0.6035599
## -> class 2\|1 [0.967]
##
## Rule 12/209: (72.6/1.6, lift 9.6)
## PC8 > -0.07201499
## PC10 <= 0.3352064
## PC11 > -0.9337804
## PC31 <= -0.7057244
## PC51 > -0.1206673
## PC70 <= 0.157301
## PC95 <= 0.1859384
## -> class 2\|1 [0.966]
##
## Rule 12/210: (24.5, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC65 <= -1.063689
## -> class 2\|1 [0.962]
##
## Rule 12/211: (104.1/3, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC29 <= 0.2015476
## PC46 > 1.155422
## PC94 > -0.7223536
## -> class 2\|1 [0.962]
##
## Rule 12/212: (24.5, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC31 > -0.7057244
## PC48 > -0.3157866
## PC97 <= -0.283807
## -> class 2\|1 [0.961]
##
## Rule 12/213: (37.8/0.8, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC21 > -0.2499169
## PC38 > 0.26204
## PC46 <= 1.155422
## PC64 <= 0.9084017
## PC77 > -0.1926621
## PC80 > -0.5749004
## PC94 <= 0.299614
## PC97 > -0.283807
## -> class 2\|1 [0.955]
##
## Rule 12/214: (23.5/0.5, lift 9.4)
## PC2 <= 2.5099
## PC6 <= -3.248612
## PC8 > -4.367485
## PC35 <= 0.7351906
## PC82 > 0.3277877
## -> class 2\|1 [0.943]
##
## Rule 12/215: (14.7, lift 9.4)
## PC1 <= -4.421589
## PC8 > -2.966951
## PC13 <= -0.848649
## -> class 2\|1 [0.940]
##
## Rule 12/216: (32.5/1.1, lift 9.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 > -0.2499169
## PC29 > 0.2015476
## PC48 > -0.3157866
## -> class 2\|1 [0.938]
##
## Rule 12/217: (200.4/18.9, lift 9.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= -0.2499169
## -> class 2\|1 [0.902]
##
## Rule 12/218: (123/12.8, lift 8.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC70 > 0.157301
## -> class 2\|1 [0.890]
##
## Rule 12/219: (20.2/1.4, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC32 <= -2.07958
## PC43 <= -1.508996
## -> class 2\|1 [0.890]
##
## Rule 12/220: (10.9/0.5, lift 8.8)
## PC1 > -0.430681
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC8 > -0.3492788
## PC40 > -0.4800626
## PC56 > 0.2542848
## -> class 2\|1 [0.883]
##
## Rule 12/221: (145/16.5, lift 8.8)
## PC1 <= -0.430681
## PC8 > 0.5265281
## PC8 <= 2.291764
## PC10 > -0.1573964
## PC19 > -2.197866
## PC29 <= 0.3459832
## PC44 > 0.6035599
## -> class 2\|1 [0.881]
##
## Rule 12/222: (80/10.4, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC28 <= -0.2606607
## -> class 2\|1 [0.861]
##
## Rule 12/223: (55.9/7.8, lift 8.5)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC31 > -0.7057244
## PC46 <= 1.155422
## PC64 > 0.9084017
## -> class 2\|1 [0.848]
##
## Rule 12/224: (23.7/3.5, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.07201499
## PC42 <= -0.5118544
## PC43 > -1.508996
## PC60 > 0.2173355
## PC68 <= -0.8178174
## PC81 > -0.3155267
## PC100 <= 3.830744
## -> class 2\|1 [0.826]
##
## Rule 12/225: (26.6/5.7, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC13 > -0.848649
## PC100 > 3.830744
## -> class 2\|1 [0.767]
##
## Rule 12/226: (50.1/13.7, lift 7.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC48 > -0.3157866
## PC80 <= -0.5749004
## -> class 2\|1 [0.718]
##
## Rule 12/227: (1608.4/652.9, lift 5.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC12 > -3.302467
## PC42 > -1.10544
## -> class 2\|1 [0.594]
##
## Rule 12/228: (350.5/1.5, lift 12.0)
## PC1 <= -0.430681
## PC3 > -1.459406
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC10 > -0.08107302
## PC13 > -0.848649
## PC16 <= 1.520959
## PC19 > -3.952381
## PC24 > -0.9176913
## PC39 > -0.2809855
## PC60 <= 0.2173355
## PC64 > 0.05034552
## PC73 > -0.7567224
## PC85 <= 2.770555
## -> class 2\|2 [0.993]
##
## Rule 12/229: (279.2/1.5, lift 12.0)
## PC1 <= -0.430681
## PC3 > -1.459406
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC9 > -4.054835
## PC10 > -0.08107302
## PC13 > -0.848649
## PC16 <= 1.520959
## PC24 > -0.9176913
## PC60 <= 0.2173355
## PC64 > 0.05034552
## PC65 <= 0.2102436
## PC73 > -0.7567224
## PC87 <= 0.7510068
## -> class 2\|2 [0.991]
##
## Rule 12/230: (55.8, lift 11.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC30 <= 0.4383159
## PC45 > 0.0175242
## PC46 > -0.3939868
## PC56 > -0.2910889
## PC78 > -0.1088977
## PC81 > 0.2523129
## PC89 > -0.5278064
## PC100 <= 1.488753
## -> class 2\|2 [0.982]
##
## Rule 12/231: (139.8/1.7, lift 11.8)
## PC1 <= -2.206979
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC36 > 0.08475667
## PC43 > -1.508996
## PC55 > -1.075327
## PC60 > 0.2173355
## PC62 > -1.317571
## PC68 > -0.8178174
## PC68 <= 1.962013
## PC83 > -0.6904467
## PC91 > -0.384837
## PC100 <= 3.830744
## -> class 2\|2 [0.981]
##
## Rule 12/232: (42.5, lift 11.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC22 <= -1.809871
## PC42 > -1.10544
## PC44 <= 0.6035599
## -> class 2\|2 [0.978]
##
## Rule 12/233: (79/1, lift 11.8)
## PC2 <= -1.025067
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC12 <= -2.151512
## PC44 <= 0.6035599
## PC45 > 0.0175242
## PC46 > -0.3939868
## PC56 > -0.2910889
## PC89 > -0.5278064
## -> class 2\|2 [0.975]
##
## Rule 12/234: (36.9, lift 11.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC11 <= 0.7473348
## PC60 <= 0.2173355
## PC62 > 0.8338502
## -> class 2\|2 [0.974]
##
## Rule 12/235: (42.4/0.3, lift 11.7)
## PC1 <= -0.430681
## PC3 > -1.572511
## PC8 <= 2.291764
## PC10 > -0.1573964
## PC32 <= -1.348193
## PC44 <= 0.6035599
## PC45 <= 0.0175242
## PC100 <= 1.488753
## -> class 2\|2 [0.971]
##
## Rule 12/236: (30.7, lift 11.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.07201499
## PC22 <= -2.246504
## PC60 <= 0.2173355
## PC86 <= 1.145727
## -> class 2\|2 [0.968]
##
## Rule 12/237: (28.2, lift 11.7)
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC10 > -0.3763258
## PC10 <= -0.08107302
## PC16 <= 1.520959
## PC32 <= -0.4418046
## PC60 <= 0.2173355
## -> class 2\|2 [0.966]
##
## Rule 12/238: (180.9/5.3, lift 11.7)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.07201499
## PC8 <= 0.8031177
## PC10 > -0.1573964
## PC22 > -1.587528
## PC34 <= 0.705994
## PC44 <= 0.6035599
## PC45 > 0.0175242
## PC47 <= 0.2911419
## PC56 > -0.2910889
## PC58 > -0.9533709
## PC67 > -0.570773
## PC78 > -0.1088977
## PC83 <= 0.5345021
## PC89 > -0.5278064
## PC100 <= 1.488753
## -> class 2\|2 [0.965]
##
## Rule 12/239: (43.6/0.8, lift 11.6)
## PC1 <= -0.430681
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC12 <= -3.302467
## PC44 <= 0.6035599
## -> class 2\|2 [0.960]
##
## Rule 12/240: (96.1/3.2, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC10 > -0.08107302
## PC11 <= 0.7473348
## PC37 > -0.801118
## PC45 <= 0.3125924
## PC60 <= 0.2173355
## PC73 <= -0.3545561
## PC85 <= 2.770555
## -> class 2\|2 [0.957]
##
## Rule 12/241: (145.2/7.4, lift 11.4)
## PC1 <= -1.663179
## PC3 > -1.572511
## PC8 > 0.8031177
## PC8 <= 2.291764
## PC10 > -0.1573964
## PC28 > -0.06125328
## PC29 <= 0.2707354
## PC34 > -0.3109454
## PC35 > -0.3984437
## PC44 <= 0.6035599
## PC45 > 0.0175242
## PC51 > -0.1515932
## PC56 > -0.2910889
## PC59 <= 0.5018861
## PC67 > -0.570773
## PC78 > -0.1088977
## PC83 <= 0.5345021
## PC87 > -0.6950347
## PC89 > -0.5278064
## PC97 <= 0.3232662
## PC100 > -0.8008983
## -> class 2\|2 [0.943]
##
## Rule 12/242: (57.5/2.6, lift 11.3)
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC9 > 11.5895
## PC28 > -0.2606607
## PC100 <= 3.830744
## -> class 2\|2 [0.940]
##
## Rule 12/243: (209.8/12.2, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.07201499
## PC13 > -0.848649
## PC19 > -3.952381
## PC28 > -0.1383138
## PC32 > -2.07958
## PC43 <= -1.508996
## PC62 > -4.324138
## PC71 <= 4.970011
## -> class 2\|2 [0.938]
##
## Rule 12/244: (13.9, lift 11.3)
## PC1 <= -0.430681
## PC8 > -0.07201499
## PC11 <= -3.00178
## PC45 <= 0.0175242
## -> class 2\|2 [0.937]
##
## Rule 12/245: (128.1/7.6, lift 11.3)
## PC1 <= -0.430681
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC19 > 2.979317
## PC22 <= 1.28584
## PC28 > -0.1432701
## PC68 > -0.8178174
## PC74 <= 0.2611715
## -> class 2\|2 [0.934]
##
## Rule 12/246: (12.8, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.572511
## PC7 <= -0.09614535
## PC8 > -0.07201499
## PC45 <= 0.0175242
## PC54 <= 1.677974
## PC100 <= 1.488753
## -> class 2\|2 [0.932]
##
## Rule 12/247: (22.9/0.9, lift 11.2)
## PC8 > -3.998709
## PC8 <= -2.966951
## PC17 > 0.4450624
## PC85 <= 0.0808635
## PC98 > 0.4442513
## -> class 2\|2 [0.925]
##
## Rule 12/248: (16.8/0.6, lift 11.0)
## PC1 <= -0.430681
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC19 > 2.979317
## PC19 <= 3.029113
## PC36 <= 0.08475667
## PC68 > -0.8178174
## -> class 2\|2 [0.914]
##
## Rule 12/249: (9.4, lift 11.0)
## PC8 <= -0.07201499
## PC9 <= 11.5895
## PC13 > -0.848649
## PC36 > 0.08475667
## PC48 > 2.573302
## -> class 2\|2 [0.912]
##
## Rule 12/250: (10.1, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.07201499
## PC13 > -0.848649
## PC28 > -0.2606607
## PC60 > 0.2173355
## PC68 <= -0.8178174
## PC81 <= -0.3155267
## -> class 2\|2 [0.910]
##
## Rule 12/251: (84.8/6.9, lift 11.0)
## PC1 <= -0.430681
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC10 > -0.08107302
## PC11 > 0.7473348
## PC13 > -0.848649
## PC60 <= 0.2173355
## PC64 <= 0.05034552
## PC86 <= 1.145727
## -> class 2\|2 [0.909]
##
## Rule 12/252: (8.1, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC10 <= -0.08107302
## PC13 > -0.848649
## PC29 > 0.1610133
## PC60 <= 0.2173355
## -> class 2\|2 [0.901]
##
## Rule 12/253: (32.5/2.5, lift 10.8)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC6 > -3.248612
## PC8 > -4.367485
## PC8 <= 0.05853367
## PC19 > -1.245222
## PC24 > 0.002176012
## PC35 <= 0.7351906
## PC51 <= -0.1571038
## -> class 2\|2 [0.899]
##
## Rule 12/254: (5.8, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC10 <= -0.1573964
## PC92 > 0.3058287
## -> class 2\|2 [0.872]
##
## Rule 12/255: (49.2/5.9, lift 10.5)
## PC1 <= -0.430681
## PC3 > -1.572511
## PC8 > -0.07201499
## PC8 <= 2.291764
## PC10 > -0.1573964
## PC42 > -1.10544
## PC44 <= 0.6035599
## PC54 <= 1.677974
## PC58 > -0.9533709
## PC68 > 0.74695
## PC100 <= 1.488753
## -> class 2\|2 [0.866]
##
## Rule 12/256: (14.9/1.3, lift 10.4)
## PC2 <= 2.5099
## PC8 <= -0.07201499
## PC10 > -0.3763258
## PC10 <= -0.08107302
## PC13 > -0.848649
## PC16 <= 1.520959
## PC60 <= 0.2173355
## PC86 <= -0.2639573
## -> class 2\|2 [0.862]
##
## Rule 12/257: (132.5/22.9, lift 9.9)
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC9 > 5.814162
## PC13 > -0.848649
## PC19 > -3.952381
## PC34 > -0.6884801
## PC36 <= 0.08475667
## PC43 > -1.508996
## PC100 <= 3.830744
## -> class 2\|2 [0.822]
##
## Rule 12/258: (14.4/5.9, lift 7.0)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC29 > 0.3038806
## PC85 > 0.0808635
## -> class 2\|2 [0.579]
##
## Rule 12/259: (132.6, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC19 > -3.952381
## PC23 > -0.4359085
## PC39 <= 0.283203
## PC51 <= -0.03512346
## PC61 <= -0.2708035
## -> class 2\|3 [0.993]
##
## Rule 12/260: (103.9, lift 8.6)
## PC8 <= -0.07201499
## PC9 <= 11.5895
## PC19 > 3.029113
## PC36 <= 0.08475667
## PC41 <= 2.128542
## PC60 > 0.2173355
## PC74 > 0.2611715
## -> class 2\|3 [0.991]
##
## Rule 12/261: (69.7, lift 8.6)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC8 <= -4.367485
## PC31 <= -0.05837341
## PC79 > -0.4769921
## -> class 2\|3 [0.986]
##
## Rule 12/262: (54.9, lift 8.6)
## PC1 > -0.2019541
## PC3 <= 0.7432103
## PC6 > -3.248612
## PC8 > -4.367485
## PC8 <= 0.05853367
## PC13 > 0.02480778
## PC19 > -1.245222
## PC51 > -0.1571038
## PC56 > 0.01577579
## -> class 2\|3 [0.982]
##
## Rule 12/263: (49.9, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.966951
## PC23 > -0.4359085
## PC45 > 0.1011119
## PC51 > -0.03512346
## PC85 > 0.0808635
## -> class 2\|3 [0.981]
##
## Rule 12/264: (50.9, lift 8.5)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC23 > -0.4359085
## PC43 <= 0.7436237
## PC85 > 0.0808635
## PC89 > 0.6216257
## -> class 2\|3 [0.981]
##
## Rule 12/265: (82.7/1.5, lift 8.5)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC23 > -0.4359085
## PC30 > -0.5039133
## PC43 <= 0.7436237
## PC51 <= -0.03512346
## PC85 > 0.0808635
## -> class 2\|3 [0.971]
##
## Rule 12/266: (28.9, lift 8.4)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC23 > -0.4359085
## PC30 <= -0.5039133
## PC43 <= 0.7436237
## PC94 <= 0.1031989
## -> class 2\|3 [0.968]
##
## Rule 12/267: (91.4/2.3, lift 8.4)
## PC1 <= -0.430681
## PC3 > -1.459406
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC10 > -0.08107302
## PC11 <= 0.7473348
## PC22 > -2.246504
## PC43 > -1.508996
## PC60 <= 0.2173355
## PC62 <= 0.8338502
## PC64 <= 0.05034552
## PC73 > -0.3545561
## -> class 2\|3 [0.965]
##
## Rule 12/268: (24.3, lift 8.4)
## PC1 > -0.430681
## PC8 <= -4.367485
## PC14 > 1.512467
## PC50 > -0.5249622
## -> class 2\|3 [0.960]
##
## Rule 12/269: (19.4, lift 8.3)
## PC2 <= 2.5099
## PC6 <= -3.248612
## PC14 > -1.848327
## PC16 > -1.946823
## PC18 <= -0.30108
## -> class 2\|3 [0.951]
##
## Rule 12/270: (15.7, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC9 <= 11.5895
## PC43 > -1.508996
## PC60 <= 0.2173355
## PC85 > 2.770555
## -> class 2\|3 [0.941]
##
## Rule 12/271: (12.4, lift 8.1)
## PC2 <= 2.5099
## PC8 > -2.966951
## PC43 <= -1.508996
## PC71 > 4.970011
## -> class 2\|3 [0.930]
##
## Rule 12/272: (455.8/45.1, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC9 <= 5.814162
## PC19 > -3.952381
## PC19 <= 2.979317
## PC22 <= 1.28584
## PC28 > -0.1432701
## PC29 <= 0.3446466
## PC36 > -0.685043
## PC36 <= 0.08475667
## PC43 > -1.508996
## PC60 > 0.2173355
## PC68 > -0.8178174
## -> class 2\|3 [0.899]
##
## Rule 12/273: (65.7/8.4, lift 7.5)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC14 > -1.848327
## PC23 > 0.3057835
## PC35 > 0.7351906
## PC44 <= 0.9945
## -> class 2\|3 [0.861]
##
## Rule 12/274: (45.8/20.9, lift 4.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 2.291764
## PC29 > 0.3459832
## -> class 2\|3 [0.542]
##
## Rule 12/275: (39.4/19.6, lift 4.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.07201499
## PC8 <= 0.5265281
## PC10 > -0.1573964
## PC42 > -1.10544
## PC44 > 0.6035599
## -> class 2\|3 [0.501]
##
## Rule 12/276: (12477/10188.8, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.183]
##
## Rule 12/277: (690.3/1.6, lift 13.8)
## PC1 <= -0.430681
## PC8 <= -0.07201499
## PC19 <= -3.952381
## PC29 <= 0.02548932
## PC72 > -0.1063285
## -> class 2\|4 [0.996]
##
## Rule 12/278: (795.9/5.2, lift 13.8)
## PC1 <= -0.430681
## PC8 <= -2.966951
## PC29 <= 0.3038806
## PC35 <= 1.881798
## PC43 > 0.7436237
## PC54 <= 1.03493
## PC85 > 0.0808635
## -> class 2\|4 [0.992]
##
## Rule 12/279: (72.6, lift 13.7)
## PC8 <= -2.966951
## PC15 <= 2.827129
## PC23 <= -0.4359085
## PC29 <= 0.3038806
## PC35 <= 1.881798
## PC39 <= 0.283203
## PC43 <= 0.7436237
## PC85 > 0.0808635
## -> class 2\|4 [0.985]
##
## Rule 12/280: (84.9/0.4, lift 13.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.07201499
## PC30 <= -0.5039133
## PC61 > -0.2708035
## PC92 <= 0.1144024
## PC94 > 0.1031989
## -> class 2\|4 [0.984]
##
## Rule 12/281: (27.8, lift 13.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.07201499
## PC9 <= 5.814162
## PC13 > -0.848649
## PC22 > 1.28584
## PC36 <= 0.08475667
## PC60 > 0.2173355
## PC68 > -0.8178174
## -> class 2\|4 [0.966]
##
## Rule 12/282: (90.3/2.9, lift 13.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -4.367485
## PC14 <= 1.512467
## PC31 > -0.05837341
## -> class 2\|4 [0.958]
##
## Rule 12/283: (90.6/3.2, lift 13.3)
## PC2 <= 2.5099
## PC8 <= -3.998709
## PC10 > -0.1044677
## PC19 <= 1.198945
## PC24 > -0.3030717
## PC54 > -0.00279705
## PC65 <= 0.4214233
## PC85 <= 0.0808635
## PC89 <= 0.9681633
## PC96 <= 0.3107686
## -> class 2\|4 [0.955]
##
## Rule 12/284: (21.3/0.5, lift 13.0)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC23 > -0.4359085
## PC35 <= 1.881798
## PC39 <= 0.283203
## PC49 <= 0.1459025
## PC59 <= -0.2713319
## PC85 > 0.0808635
## PC92 > 0.1144024
## -> class 2\|4 [0.934]
##
## Rule 12/285: (4.5, lift 11.8)
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC43 <= -1.508996
## PC62 <= -4.324138
## -> class 2\|4 [0.847]
##
## Rule 12/286: (10.3/0.9, lift 11.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC13 > -0.848649
## PC19 > -3.952381
## PC28 > -0.2606607
## PC34 <= -0.6884801
## PC43 > -1.508996
## PC68 > -0.8178174
## -> class 2\|4 [0.843]
##
## Rule 12/287: (430.7/77.6, lift 11.4)
## PC4 > -0.3312145
## PC8 <= -2.966951
## PC15 <= -0.3743086
## PC35 <= 1.881798
## PC39 <= 0.283203
## PC49 <= 0.1459025
## PC85 > 0.0808635
## PC92 <= 0.1144024
## -> class 2\|4 [0.818]
##
## Rule 12/288: (13.3/1.8, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.07201499
## PC9 <= 11.5895
## PC19 <= 2.979317
## PC29 > 0.3446466
## PC36 <= 0.08475667
## -> class 2\|4 [0.817]
##
## Rule 12/289: (12.7/2.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.07201499
## PC10 > -0.3763258
## PC10 <= -0.3574325
## PC60 > 0.2173355
## -> class 2\|4 [0.768]
##
## Rule 12/290: (7096.6/5836.7, lift 2.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC19 <= 2.979317
## -> class 2\|4 [0.178]
##
## Default class: 2\|3
##
## ----- Trial 13: -----
##
## Rules:
##
## Rule 13/1: (163.9/0.4, lift 15.8)
## PC1 > -0.6871373
## PC13 <= -1.981838
## PC14 > -0.3755859
## PC17 > -0.07987422
## PC18 > 2.258572
## PC25 > -0.4215362
## PC55 > -0.4932779
## PC56 <= 1.207356
## -> class 0\|0 [0.991]
##
## Rule 13/2: (89.2, lift 15.8)
## PC1 > -0.6871373
## PC18 > 2.258572
## PC22 > -0.3628663
## PC53 > -1.052881
## PC55 > -0.4932779
## PC75 > 0.2771872
## -> class 0\|0 [0.989]
##
## Rule 13/3: (120.2/0.7, lift 15.7)
## PC1 <= -0.6871373
## PC2 > 2.301497
## PC9 > -0.3333247
## PC18 > 2.258572
## PC22 > -0.3628663
## PC39 > -0.8634975
## PC47 <= 0.801438
## PC64 <= -0.2568761
## -> class 0\|0 [0.986]
##
## Rule 13/4: (89.8/0.4, lift 15.7)
## PC2 > 2.301497
## PC6 <= 0.1730203
## PC9 > -0.3333247
## PC15 <= 0.8770248
## PC18 > -0.4677226
## PC22 > -0.3628663
## PC29 > -0.103612
## PC31 > 0.1204186
## PC36 <= 0.04279083
## PC74 <= 0.1962164
## PC77 > -0.01854217
## -> class 0\|0 [0.985]
##
## Rule 13/5: (56.9/0.5, lift 15.6)
## PC1 <= -0.6871373
## PC2 > 2.301497
## PC9 > -0.3333247
## PC18 > 2.258572
## PC22 > -0.3628663
## PC55 <= -0.1878678
## PC56 <= 1.207356
## -> class 0\|0 [0.975]
##
## Rule 13/6: (468/22.2, lift 15.2)
## PC1 > -0.6871373
## PC17 > -0.07987422
## PC18 > 2.258572
## PC22 > -0.3628663
## PC25 > -0.4215362
## PC55 > -0.4932779
## PC56 <= 1.207356
## PC80 <= -0.1646361
## -> class 0\|0 [0.951]
##
## Rule 13/7: (49.6/1.8, lift 15.1)
## PC2 > 2.301497
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC22 > -0.3628663
## PC90 <= -1.708234
## -> class 0\|0 [0.947]
##
## Rule 13/8: (75.4/4.1, lift 14.9)
## PC2 > 2.301497
## PC6 > 0.1730203
## PC16 > 0.2030035
## PC18 > -0.4677226
## PC18 <= 2.258572
## PC21 > 0.00294702
## -> class 0\|0 [0.934]
##
## Rule 13/9: (12.8, lift 14.8)
## PC8 > -0.2921472
## PC9 <= -0.3333247
## PC12 <= 0.571898
## PC18 > 3.388122
## PC30 <= 4.336929
## -> class 0\|0 [0.926]
##
## Rule 13/10: (516.3/39.8, lift 14.7)
## PC1 > -0.6871373
## PC5 > -0.4945746
## PC9 > -0.3333247
## PC17 > -0.07987422
## PC18 > 2.258572
## PC22 > -0.2842599
## PC25 > -0.4215362
## PC54 <= 1.124524
## PC55 > -0.4932779
## PC56 <= 1.207356
## -> class 0\|0 [0.921]
##
## Rule 13/11: (167.7/15.4, lift 14.4)
## PC2 > 2.301497
## PC9 > -0.3333247
## PC18 > 2.258572
## PC30 <= -1.663647
## -> class 0\|0 [0.904]
##
## Rule 13/12: (21.3/1.3, lift 14.4)
## PC2 > 2.301497
## PC9 > -0.3333247
## PC18 > 2.258572
## PC22 > -0.3628663
## PC45 <= -0.8488144
## PC55 > -0.1878678
## PC56 <= 1.207356
## PC64 > -0.2568761
## -> class 0\|0 [0.903]
##
## Rule 13/13: (61/5.5, lift 14.3)
## PC18 > 2.258572
## PC22 > -0.3628663
## PC29 <= -2.469304
## -> class 0\|0 [0.897]
##
## Rule 13/14: (6.7, lift 13.9)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC56 <= 1.207356
## PC68 > 1.286729
## -> class 0\|0 [0.874]
##
## Rule 13/15: (6.1, lift 13.9)
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC22 <= -0.3628663
## PC25 <= -1.050508
## -> class 0\|0 [0.872]
##
## Rule 13/16: (351.3/61.8, lift 13.1)
## PC8 > -0.04215986
## PC9 > -0.3333247
## PC18 > 1.099115
## PC22 > -0.3628663
## PC26 <= 1.415106
## PC31 <= 0.1204186
## PC88 > 0.3821523
## -> class 0\|0 [0.822]
##
## Rule 13/17: (213.2/50.9, lift 12.1)
## PC8 > -0.2921472
## PC18 > 3.388122
## PC48 > 0.3916654
## -> class 0\|0 [0.759]
##
## Rule 13/18: (168.2/0.9, lift 13.8)
## PC1 <= -0.6871373
## PC9 > -0.3333247
## PC18 > 2.258572
## PC22 > -0.3628663
## PC29 > -2.469304
## PC30 > -1.663647
## PC45 > -0.8488144
## PC54 > -0.7889446
## PC55 > -0.1878678
## PC64 > -0.2568761
## PC68 <= 1.286729
## -> class 0\|1 [0.989]
##
## Rule 13/19: (134.8/0.8, lift 13.7)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > 0.4257587
## PC22 <= -0.3628663
## PC25 > -1.050508
## PC42 <= 1.231999
## PC78 <= 0.5689636
## PC80 > -0.1949265
## -> class 0\|1 [0.987]
##
## Rule 13/20: (120.9/1.4, lift 13.6)
## PC3 <= 1.640775
## PC4 > 2.235021
## PC5 <= 1.287166
## PC15 > -0.1307071
## PC18 > -1.127962
## PC18 <= -0.4677226
## PC28 <= -0.05609887
## -> class 0\|1 [0.981]
##
## Rule 13/21: (16, lift 13.1)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC6 <= 0.1730203
## PC18 > -0.4677226
## PC18 <= 2.258572
## PC22 > -0.3628663
## PC29 > -0.103612
## PC31 > 0.1204186
## PC36 <= 0.04279083
## PC74 > 0.1962164
## -> class 0\|1 [0.945]
##
## Rule 13/22: (14, lift 13.0)
## PC1 <= -0.6871373
## PC2 > 2.301497
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC22 > -0.3628663
## PC39 <= -0.8634975
## PC64 <= -0.2568761
## -> class 0\|1 [0.937]
##
## Rule 13/23: (24.9/1, lift 12.8)
## PC1 <= -0.6871373
## PC18 > 2.258572
## PC22 > -0.3628663
## PC47 > 0.801438
## PC56 <= 1.207356
## PC64 <= -0.2568761
## -> class 0\|1 [0.924]
##
## Rule 13/24: (103.4/8.8, lift 12.6)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 > -2.430627
## PC18 <= -0.4677226
## PC59 > 0.3098417
## -> class 0\|1 [0.907]
##
## Rule 13/25: (6.4, lift 12.3)
## PC18 > 2.258572
## PC53 > -1.052881
## PC53 <= -1.050557
## -> class 0\|1 [0.881]
##
## Rule 13/26: (11.7/1, lift 11.8)
## PC18 > 2.258572
## PC22 > -0.2842599
## PC53 > -1.052881
## PC55 > -0.4932779
## PC75 <= 0.2771872
## PC94 > 0.7149187
## -> class 0\|1 [0.851]
##
## Rule 13/27: (29.1/4.7, lift 11.3)
## PC1 > -0.6871373
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC14 <= -0.3755859
## PC18 > -0.4677226
## PC22 > -0.3628663
## PC80 > -0.1646361
## -> class 0\|1 [0.816]
##
## Rule 13/28: (23.6/4.3, lift 11.0)
## PC1 > -0.6871373
## PC5 <= -0.4945746
## PC13 > -1.981838
## PC18 > 2.258572
## PC53 > -1.052881
## PC80 > -0.1646361
## -> class 0\|1 [0.793]
##
## Rule 13/29: (24/6.6, lift 9.8)
## PC1 > -0.6871373
## PC17 <= -0.07987422
## PC18 > 2.258572
## -> class 0\|1 [0.707]
##
## Rule 13/30: (3212.2/1965.5, lift 5.4)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 > -0.4677226
## -> class 0\|1 [0.388]
##
## Rule 13/31: (207.9, lift 10.3)
## PC1 <= -0.7080471
## PC2 > 2.301497
## PC7 > -0.5701586
## PC9 <= -0.3333247
## PC16 <= 0.7990372
## PC18 > -0.4677226
## PC18 <= 3.388122
## PC20 > -4.900248
## PC30 <= 4.336929
## PC47 <= 4.410915
## PC80 > -4.368934
## PC89 <= 2.571087
## PC92 > -6.173739
## -> class 0\|2 [0.995]
##
## Rule 13/32: (93.6, lift 10.3)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC27 <= 2.069927
## PC40 > -2.798079
## PC44 <= 1.235107
## PC48 <= -0.4308371
## PC52 <= 3.224711
## PC66 > -1.946123
## PC75 <= 0.4688498
## PC79 <= 1.491928
## PC89 > -0.8360177
## PC92 <= 1.109536
## PC94 > -0.7348022
## PC98 > -1.70811
## -> class 0\|2 [0.990]
##
## Rule 13/33: (99.5, lift 10.3)
## PC4 > 2.235021
## PC5 > 1.287166
## PC18 > -1.127962
## PC18 <= -0.4677226
## PC20 > -3.067778
## PC47 <= 2.495162
## -> class 0\|2 [0.990]
##
## Rule 13/34: (85.6, lift 10.3)
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 <= -2.430627
## PC22 <= 1.696119
## PC33 > -1.425962
## PC87 > -1.677675
## -> class 0\|2 [0.989]
##
## Rule 13/35: (79.9, lift 10.2)
## PC18 <= -1.127962
## PC22 > -0.06441885
## PC30 <= 2.57314
## PC38 <= 1.203023
## PC45 > -2.828797
## PC58 > -4.939949
## PC66 > -1.946123
## PC85 <= 1.524293
## PC89 > -0.8360177
## PC92 > 1.109536
## PC94 > -0.7348022
## -> class 0\|2 [0.987]
##
## Rule 13/36: (56, lift 10.2)
## PC4 <= -6.891243
## PC18 > -1.127962
## PC18 <= -0.4677226
## PC94 <= 0.6472571
## -> class 0\|2 [0.983]
##
## Rule 13/37: (68.5/0.4, lift 10.2)
## PC4 > 9.305666
## PC18 <= -0.4677226
## PC78 <= 2.983765
## -> class 0\|2 [0.981]
##
## Rule 13/38: (48, lift 10.2)
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC30 <= 2.57314
## PC33 > -2.205411
## PC38 <= 1.833806
## PC44 <= 0.77464
## PC45 > -2.828797
## PC65 <= -1.021583
## PC67 <= 0.1277756
## PC73 <= 2.287993
## PC78 <= 2.983765
## PC89 > -0.8360177
## PC94 > -0.7348022
## -> class 0\|2 [0.980]
##
## Rule 13/39: (40.5, lift 10.1)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC16 <= 0.3112414
## PC18 <= -0.4677226
## PC30 <= 1.501975
## PC31 <= 0.1944048
## PC38 <= 1.273247
## PC45 <= 1.340546
## PC48 > -0.4308371
## PC52 <= 0.8786797
## PC63 <= 0.9567306
## PC75 <= 0.4688498
## PC85 <= 1.524293
## PC86 > -2.055228
## PC98 > -1.70811
## -> class 0\|2 [0.976]
##
## Rule 13/40: (39.7, lift 10.1)
## PC7 > -0.7696513
## PC18 <= -0.4677226
## PC31 <= 0.1944048
## PC33 > -2.205411
## PC38 <= 1.273247
## PC44 <= 1.235107
## PC52 <= 0.8786797
## PC63 > 0.9567306
## PC89 > -0.8360177
## PC90 <= 0.3040766
## PC92 <= 1.109536
## PC94 > -0.7348022
## -> class 0\|2 [0.976]
##
## Rule 13/41: (37.4, lift 10.1)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC27 <= 2.069927
## PC33 <= 3.416565
## PC40 > -2.798079
## PC41 <= 0.2305172
## PC46 <= -0.4734391
## PC69 > -3.938603
## PC86 > -2.055228
## PC98 > -1.70811
## -> class 0\|2 [0.975]
##
## Rule 13/42: (38, lift 10.1)
## PC4 > -7.746524
## PC7 > -0.7696513
## PC27 <= 2.069927
## PC30 <= 1.501975
## PC32 <= 0.9928104
## PC33 <= 3.416565
## PC35 <= 0.5645989
## PC36 <= -2.067703
## PC46 > -0.4734391
## PC48 > -0.4308371
## PC63 <= 1.252008
## PC67 <= 0.2065691
## PC75 <= 0.4688498
## PC94 > -0.7348022
## -> class 0\|2 [0.975]
##
## Rule 13/43: (85.2/1.5, lift 10.1)
## PC2 > 2.301497
## PC18 <= -1.127962
## PC27 <= 2.069927
## PC31 <= 0.1944048
## PC32 <= 0.9928104
## PC33 > -2.205411
## PC38 <= 1.833806
## PC40 > -2.798079
## PC41 <= 0.2305172
## PC52 <= 3.224711
## PC62 > 0.5901068
## PC63 <= 1.252008
## PC67 <= 0.2472129
## PC73 <= 2.287993
## PC92 <= 1.109536
## PC94 > -0.7348022
## -> class 0\|2 [0.971]
##
## Rule 13/44: (164.9/3.8, lift 10.1)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC7 > -0.5701586
## PC9 <= -0.3333247
## PC16 <= 0.7990372
## PC18 > -0.4677226
## PC18 <= 3.388122
## PC22 > -0.5599737
## PC30 <= 4.336929
## PC47 <= 4.410915
## PC92 > -6.173739
## PC97 > -7.186064
## -> class 0\|2 [0.971]
##
## Rule 13/45: (31.3, lift 10.1)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC31 <= 0.1944048
## PC33 > -2.205411
## PC40 > -2.798079
## PC45 <= 1.340546
## PC67 <= 0.1277756
## PC72 <= -0.3629288
## PC73 <= 2.287993
## PC74 <= 0.3438647
## PC92 <= 1.109536
## PC99 > -0.7341042
## -> class 0\|2 [0.970]
##
## Rule 13/46: (46.4/0.6, lift 10.0)
## PC18 <= -1.127962
## PC27 <= 2.069927
## PC30 > 1.501975
## PC32 <= 2.272622
## PC40 > -2.798079
## PC41 <= 0.2305172
## PC58 > -4.939949
## PC78 <= 2.983765
## PC89 > -0.8360177
## -> class 0\|2 [0.966]
##
## Rule 13/47: (26.2, lift 10.0)
## PC18 <= -1.127962
## PC33 <= 3.416565
## PC52 <= 3.224711
## PC53 <= 4.178158
## PC58 > -4.939949
## PC58 <= -3.85193
## PC73 <= 2.287993
## PC89 <= 1.727765
## -> class 0\|2 [0.965]
##
## Rule 13/48: (24.7, lift 10.0)
## PC3 <= 1.640775
## PC4 > 2.235021
## PC15 <= -0.1307071
## PC18 > -1.127962
## PC18 <= -0.4677226
## PC20 > -3.067778
## -> class 0\|2 [0.963]
##
## Rule 13/49: (79/2, lift 10.0)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC22 <= -0.3628663
## PC42 > 1.231999
## PC80 > -0.1949265
## -> class 0\|2 [0.963]
##
## Rule 13/50: (73.2/1.8, lift 10.0)
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC27 <= 2.069927
## PC31 <= 0.1944048
## PC36 <= 0.1597645
## PC38 <= 1.273247
## PC39 <= 0.09228898
## PC41 <= 0.2145028
## PC43 <= -0.238597
## PC44 <= 0.77464
## PC67 <= 0.1277756
## PC78 <= 2.983765
## PC79 <= 1.491928
## PC96 > -0.3101815
## PC98 > -1.70811
## -> class 0\|2 [0.962]
##
## Rule 13/51: (45.1/0.8, lift 10.0)
## PC18 <= -1.127962
## PC27 <= 2.069927
## PC30 <= 2.57314
## PC32 > 0.9928104
## PC41 <= 0.2305172
## PC44 <= 1.235107
## PC53 <= 4.178158
## PC63 <= 1.252008
## PC71 > -0.8546801
## PC73 <= 2.287993
## PC94 > -0.7348022
## PC98 > -1.70811
## -> class 0\|2 [0.961]
##
## Rule 13/52: (51.3/1.5, lift 9.9)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC4 > -7.746524
## PC7 > -0.7696513
## PC18 <= -0.4677226
## PC27 <= 2.069927
## PC38 <= 1.833806
## PC41 <= 0.2305172
## PC46 <= -0.3204695
## PC52 <= 3.224711
## PC67 <= 0.1277756
## PC74 <= 0.3438647
## PC89 > -0.8360177
## PC89 <= 1.727765
## PC92 <= 1.109536
## PC94 > -0.7348022
## -> class 0\|2 [0.953]
##
## Rule 13/53: (81.1/2.9, lift 9.9)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC7 > -0.5701586
## PC9 <= -0.3333247
## PC16 <= -0.6272184
## PC18 > -0.4677226
## PC18 <= 3.388122
## PC20 > -4.900248
## PC47 <= 4.410915
## PC97 > -7.186064
## -> class 0\|2 [0.953]
##
## Rule 13/54: (24.2/0.2, lift 9.9)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC22 <= -0.3628663
## PC78 > 0.5689636
## PC80 > -0.1949265
## -> class 0\|2 [0.953]
##
## Rule 13/55: (18.4, lift 9.9)
## PC4 > 2.235021
## PC5 <= 1.287166
## PC7 > -0.7696513
## PC18 > -1.127962
## PC18 <= -0.4677226
## PC28 > -0.05609887
## -> class 0\|2 [0.951]
##
## Rule 13/56: (16.8, lift 9.8)
## PC2 > 2.301497
## PC18 > -0.4677226
## PC18 <= 0.4257587
## PC22 <= -0.3628663
## PC24 > 0.4889715
## PC62 > 0.2334604
## PC91 <= 0.2036857
## -> class 0\|2 [0.947]
##
## Rule 13/57: (16.7, lift 9.8)
## PC2 > 2.301497
## PC4 <= 2.235021
## PC7 > -0.7696513
## PC7 <= -0.7504405
## PC18 <= -0.4677226
## -> class 0\|2 [0.946]
##
## Rule 13/58: (16.1, lift 9.8)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC38 <= 1.833806
## PC44 <= 1.235107
## PC52 <= 3.224711
## PC66 > -1.946123
## PC71 > -0.8546801
## PC73 <= 2.287993
## PC78 <= 2.983765
## PC86 <= -2.055228
## -> class 0\|2 [0.945]
##
## Rule 13/59: (22.5/0.4, lift 9.8)
## PC2 > 2.301497
## PC18 <= -0.4677226
## PC38 > 1.261194
## PC38 <= 1.273247
## -> class 0\|2 [0.942]
##
## Rule 13/60: (98.4/4.9, lift 9.8)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 > -3.58695
## PC18 <= -1.127962
## PC30 <= 2.57314
## PC35 > 0.5645989
## PC58 > -4.939949
## PC73 <= 2.287993
## PC89 <= 1.727765
## -> class 0\|2 [0.941]
##
## Rule 13/61: (43.1/1.7, lift 9.8)
## PC8 <= -0.2921472
## PC9 <= -0.3333247
## PC18 > 3.388122
## PC30 <= 4.336929
## -> class 0\|2 [0.941]
##
## Rule 13/62: (23.7/0.5, lift 9.8)
## PC7 > -0.7696513
## PC18 <= -0.4677226
## PC38 <= 1.833806
## PC58 > -4.939949
## PC66 <= -4.615861
## PC73 <= 2.287993
## -> class 0\|2 [0.940]
##
## Rule 13/63: (14.9, lift 9.7)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC4 <= 2.235021
## PC7 > -0.7696513
## PC18 > -1.127962
## PC18 <= -0.4677226
## PC94 > 0.6472571
## -> class 0\|2 [0.939]
##
## Rule 13/64: (31.6/1.1, lift 9.7)
## PC2 > 2.301497
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC18 <= 0.4257587
## PC22 <= -0.3628663
## PC24 > 0.4889715
## PC42 <= 1.231999
## PC62 <= 0.2334604
## PC80 > -0.1949265
## -> class 0\|2 [0.939]
##
## Rule 13/65: (73.5/3.7, lift 9.7)
## PC18 <= -0.4677226
## PC41 <= 0.2305172
## PC45 > -2.828797
## PC52 <= 3.224711
## PC53 > -0.7295299
## PC53 <= 4.178158
## PC79 > 1.491928
## PC85 <= 1.524293
## PC89 > -0.8360177
## PC89 <= 1.727765
## -> class 0\|2 [0.938]
##
## Rule 13/66: (57.8/2.8, lift 9.7)
## PC2 > 2.301497
## PC18 <= -1.127962
## PC27 <= 2.069927
## PC31 <= 0.1944048
## PC33 > -2.205411
## PC38 <= 1.273247
## PC40 > -2.798079
## PC52 <= 3.224711
## PC74 <= 0.3438647
## PC75 <= 0.4688498
## PC89 > -0.8360177
## PC92 <= 1.109536
## PC94 > -0.7348022
## PC99 <= -0.7341042
## -> class 0\|2 [0.937]
##
## Rule 13/67: (14.4, lift 9.7)
## PC18 <= -0.4677226
## PC33 <= 3.416565
## PC38 > 1.203023
## PC38 <= 1.273247
## PC41 <= 0.2305172
## PC78 <= 2.983765
## PC94 > -0.7348022
## PC95 <= 0.3968484
## -> class 0\|2 [0.937]
##
## Rule 13/68: (48.1/2.2, lift 9.7)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC9 <= 0.6749936
## PC18 <= -0.4677226
## PC30 <= 2.57314
## PC33 <= 3.416565
## PC38 <= 1.833806
## PC44 <= 1.235107
## PC52 <= 3.224711
## PC53 <= 4.178158
## PC71 <= -0.8546801
## PC73 <= 2.287993
## PC89 <= 1.727765
## PC98 > -1.70811
## -> class 0\|2 [0.936]
##
## Rule 13/69: (24.1/0.7, lift 9.7)
## PC7 > -0.7696513
## PC18 <= -1.127962
## PC30 > 2.57314
## PC78 <= 2.983765
## -> class 0\|2 [0.936]
##
## Rule 13/70: (13.4, lift 9.7)
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC32 <= 0.9928104
## PC38 <= 1.273247
## PC44 <= 0.77464
## PC45 > 1.340546
## PC73 <= 2.287993
## PC79 <= 1.491928
## PC89 > -0.8360177
## PC94 > -0.7348022
## -> class 0\|2 [0.935]
##
## Rule 13/71: (80.3/5.1, lift 9.6)
## PC13 <= 1.454535
## PC18 <= -1.127962
## PC33 > 3.416565
## PC44 <= 1.235107
## PC73 <= 2.287993
## PC98 > -1.70811
## -> class 0\|2 [0.926]
##
## Rule 13/72: (41.2/2.5, lift 9.5)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC27 <= 2.069927
## PC38 <= 1.273247
## PC44 <= 1.235107
## PC63 <= 1.252008
## PC67 <= 0.1277756
## PC74 > 0.3438647
## PC75 <= 0.4688498
## PC78 <= 2.983765
## PC79 <= 1.491928
## PC86 > -2.055228
## PC89 > -0.8360177
## PC89 <= 1.727765
## PC94 > -0.7348022
## -> class 0\|2 [0.919]
##
## Rule 13/73: (55.9/3.7, lift 9.5)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC27 <= 2.069927
## PC38 <= 1.833806
## PC41 <= 0.2305172
## PC44 > 0.77464
## PC53 <= 4.178158
## PC73 <= 2.287993
## PC85 <= 1.524293
## PC89 > -0.8360177
## PC94 > -0.7348022
## -> class 0\|2 [0.918]
##
## Rule 13/74: (70.8/5.2, lift 9.5)
## PC2 > 2.301497
## PC7 > -0.7696513
## PC18 <= -1.127962
## PC27 <= 2.069927
## PC32 > -1.722358
## PC38 <= 1.833806
## PC63 > 1.252008
## PC66 > -1.946123
## PC73 <= 2.287993
## PC78 <= 2.983765
## PC89 > -0.8360177
## PC94 > -0.7348022
## -> class 0\|2 [0.915]
##
## Rule 13/75: (19/0.9, lift 9.5)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 > -2.430627
## PC18 <= -0.4677226
## PC59 <= 0.3098417
## -> class 0\|2 [0.911]
##
## Rule 13/76: (140.4/11.9, lift 9.4)
## PC4 <= -7.746524
## PC7 > -0.7696513
## PC18 <= -0.4677226
## -> class 0\|2 [0.910]
##
## Rule 13/77: (48.1/3.9, lift 9.4)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -0.4677226
## PC30 <= 2.57314
## PC32 > 2.272622
## PC53 <= 4.178158
## PC73 <= 2.287993
## -> class 0\|2 [0.902]
##
## Rule 13/78: (18/1, lift 9.3)
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC69 <= -3.938603
## PC73 <= 2.287993
## PC78 <= 2.983765
## PC89 <= 1.727765
## -> class 0\|2 [0.897]
##
## Rule 13/79: (90.7/8.9, lift 9.3)
## PC2 > 2.301497
## PC5 > -0.496292
## PC12 <= -0.04434635
## PC14 > -0.4220484
## PC16 > 0.3112414
## PC23 <= 0.5714298
## PC31 <= 0.1944048
## PC35 <= 0.5645989
## PC38 > -0.3915637
## PC52 <= 0.8786797
## PC66 > -0.2769953
## PC67 <= 0.1277756
## PC73 <= 2.287993
## PC75 <= 0.4688498
## PC90 <= 0.07434895
## PC93 > -0.3301208
## -> class 0\|2 [0.894]
##
## Rule 13/80: (13.2/0.6, lift 9.3)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC18 <= 2.258572
## PC22 > -0.3628663
## PC51 > 0.7825892
## PC66 > -3.303624
## -> class 0\|2 [0.893]
##
## Rule 13/81: (32.4/2.9, lift 9.2)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC5 <= -0.496292
## PC7 > -0.7696513
## PC18 <= -0.4677226
## PC33 > -2.205411
## PC75 <= 0.4688498
## -> class 0\|2 [0.887]
##
## Rule 13/82: (32.7/3.2, lift 9.1)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC7 <= -0.5701586
## PC9 <= -0.3333247
## PC18 > -0.4677226
## PC18 <= 3.388122
## PC42 > -0.5131627
## -> class 0\|2 [0.879]
##
## Rule 13/83: (91.4/11.1, lift 9.0)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC4 > -7.746524
## PC18 <= -0.4677226
## PC27 <= 2.069927
## PC33 > -2.205411
## PC38 <= 1.273247
## PC43 > -0.238597
## PC67 <= 0.1277756
## PC73 <= 2.287993
## PC75 <= 0.4688498
## PC85 <= 1.524293
## PC90 > 0.3040766
## PC92 <= 1.109536
## PC99 > -0.7341042
## -> class 0\|2 [0.870]
##
## Rule 13/84: (5.9, lift 9.0)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC22 > -0.3628663
## PC26 > 1.415106
## -> class 0\|2 [0.865]
##
## Rule 13/85: (42.5/13.5, lift 7.0)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC6 <= 0.1730203
## PC9 > -0.3333247
## PC18 > -0.4677226
## PC18 <= 2.258572
## PC22 > -0.3628663
## PC31 > 0.1204186
## PC77 <= -0.01854217
## -> class 0\|2 [0.675]
##
## Rule 13/86: (88.6, lift 12.2)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC31 > 0.1944048
## PC36 > -2.067703
## PC38 <= 1.203023
## PC46 > -0.3204695
## PC63 <= 1.252008
## -> class 0\|3 [0.989]
##
## Rule 13/87: (40.3, lift 12.0)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 > -0.4677226
## PC47 > 4.410915
## -> class 0\|3 [0.976]
##
## Rule 13/88: (89/1.5, lift 12.0)
## PC9 <= -0.3333247
## PC18 <= 3.388122
## PC20 <= -4.900248
## -> class 0\|3 [0.973]
##
## Rule 13/89: (53.9/0.6, lift 12.0)
## PC1 > -0.7080471
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 <= -0.3333247
## PC16 > -0.6272184
## PC18 > -0.4677226
## PC18 <= 3.388122
## PC22 <= -0.5599737
## -> class 0\|3 [0.971]
##
## Rule 13/90: (27.7, lift 11.9)
## PC2 > 2.301497
## PC80 <= -4.368934
## -> class 0\|3 [0.966]
##
## Rule 13/91: (22.2/0.2, lift 11.7)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 <= -0.3333247
## PC18 > -0.4677226
## PC18 <= 3.388122
## PC89 > 2.571087
## PC97 > -7.186064
## -> class 0\|3 [0.949]
##
## Rule 13/92: (15.4, lift 11.6)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC9 <= -0.3333247
## PC11 > 0.217529
## PC18 <= 3.388122
## -> class 0\|3 [0.943]
##
## Rule 13/93: (24.2/0.6, lift 11.6)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC17 <= -3.462449
## PC18 > -0.4677226
## -> class 0\|3 [0.939]
##
## Rule 13/94: (37.8/4.9, lift 10.5)
## PC2 > 2.301497
## PC18 > -0.4677226
## PC92 <= -6.173739
## -> class 0\|3 [0.853]
##
## Rule 13/95: (2959.8/1536.7, lift 5.9)
## PC2 > 2.301497
## PC3 <= 1.640775
## PC18 <= -0.4677226
## -> class 0\|3 [0.481]
##
## Rule 13/96: (298.7, lift 21.6)
## PC1 > -0.430681
## PC2 <= 2.301497
## PC6 <= 5.368485
## PC7 > -0.2138148
## PC15 <= -3.180526
## -> class 1\|0 [0.997]
##
## Rule 13/97: (170.3, lift 21.6)
## PC1 > -0.1814509
## PC1 <= 0.5901639
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC10 <= -0.1625412
## PC16 <= 0.3594292
## PC48 > -0.3174588
## PC90 <= 0.05869882
## -> class 1\|0 [0.994]
##
## Rule 13/98: (143.1, lift 21.5)
## PC1 > -0.430681
## PC2 <= 2.301497
## PC5 > -5.448175
## PC7 > -0.2138148
## PC8 > 0.515727
## PC15 <= -3.180526
## -> class 1\|0 [0.993]
##
## Rule 13/99: (68.8, lift 21.4)
## PC2 <= 2.301497
## PC12 <= 2.329497
## PC15 > -3.180526
## PC16 <= -0.4494286
## PC34 <= -0.999545
## PC85 <= -0.5308642
## -> class 1\|0 [0.986]
##
## Rule 13/100: (47, lift 21.2)
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC24 > -0.4582809
## PC46 > 0.9321272
## PC47 > -0.295758
## PC65 > -0.1389549
## PC96 <= 0.5339929
## -> class 1\|0 [0.980]
##
## Rule 13/101: (42.4, lift 21.2)
## PC3 > 1.640775
## PC8 > -3.593374
## PC16 <= -0.9381145
## PC24 > -0.4582809
## PC32 > 0.8635185
## PC44 <= 0.9751371
## PC77 <= 0.6529918
## PC95 <= -0.2300612
## -> class 1\|0 [0.977]
##
## Rule 13/102: (36.9, lift 21.1)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC24 > -0.4582809
## PC44 <= -0.284677
## PC46 <= 0.9321272
## PC65 > -0.1389549
## -> class 1\|0 [0.974]
##
## Rule 13/103: (104.5/2.2, lift 21.0)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC24 > -0.4582809
## PC47 > -0.295758
## PC65 > -0.1389549
## PC96 > 0.5339929
## -> class 1\|0 [0.970]
##
## Rule 13/104: (83.7/1.9, lift 20.9)
## PC1 > 8.711122
## PC3 <= -0.01873469
## PC12 <= 2.329497
## PC15 > -2.083978
## PC19 > -1.57295
## PC47 <= 0.6783342
## PC68 <= 1.231536
## PC85 > -1.335222
## PC98 <= 0.353467
## -> class 1\|0 [0.966]
##
## Rule 13/105: (26.5, lift 20.9)
## PC1 > -0.430681
## PC9 > -0.09102917
## PC12 > 2.329497
## PC15 > -3.180526
## PC51 <= -0.6210834
## -> class 1\|0 [0.964]
##
## Rule 13/106: (17, lift 20.5)
## PC1 > -0.430681
## PC6 <= -0.5779222
## PC9 > -0.09102917
## PC12 > 2.329497
## -> class 1\|0 [0.947]
##
## Rule 13/107: (133.7/8.6, lift 20.1)
## PC3 > 1.640775
## PC8 > -3.593374
## PC16 <= -0.9381145
## PC23 <= 1.478679
## PC44 <= 0.9751371
## PC47 > -0.295758
## PC48 <= -0.04621086
## PC49 > -0.6617391
## PC65 > -0.1389549
## PC77 <= 0.6529918
## PC95 <= -0.2300612
## -> class 1\|0 [0.929]
##
## Rule 13/108: (61.2/7.7, lift 18.7)
## PC1 > -0.430681
## PC12 > 2.329497
## PC93 > 0.4696502
## -> class 1\|0 [0.862]
##
## Rule 13/109: (15.2/1.9, lift 18.1)
## PC1 > -0.430681
## PC3 > -0.01873469
## PC16 <= -0.4494286
## PC34 <= -0.999545
## PC73 <= -0.7804745
## -> class 1\|0 [0.833]
##
## Rule 13/110: (4.5/0.7, lift 16.1)
## PC2 > 2.301497
## PC3 > 1.640775
## PC13 <= -0.5114675
## PC16 <= -0.9381145
## -> class 1\|0 [0.743]
##
## Rule 13/111: (99.3, lift 15.9)
## PC1 > -0.1814509
## PC1 <= 0.5901639
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC10 > -0.1625412
## PC12 <= 2.329497
## PC16 <= 0.3594292
## PC19 > -1.423844
## -> class 1\|1 [0.990]
##
## Rule 13/112: (90.3/0.1, lift 15.9)
## PC2 <= 2.301497
## PC4 <= -2.395649
## PC46 > -0.2691619
## -> class 1\|1 [0.988]
##
## Rule 13/113: (65.1, lift 15.9)
## PC2 > 2.301497
## PC3 > 1.640775
## PC13 > -0.5114675
## PC16 <= -0.9381145
## PC65 <= -0.1389549
## -> class 1\|1 [0.985]
##
## Rule 13/114: (60.3, lift 15.9)
## PC1 > 12.33314
## PC16 <= 0.3594292
## PC18 > 0.1735489
## PC21 > -0.9027175
## -> class 1\|1 [0.984]
##
## Rule 13/115: (56.5, lift 15.8)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC47 <= -0.295758
## -> class 1\|1 [0.983]
##
## Rule 13/116: (113.6/1.2, lift 15.8)
## PC1 > -0.430681
## PC3 > -0.01873469
## PC12 <= 2.329497
## PC15 > -3.180526
## PC16 <= -0.4494286
## PC34 <= -0.999545
## PC73 > -0.7804745
## PC85 > -0.5308642
## -> class 1\|1 [0.981]
##
## Rule 13/117: (49.8, lift 15.8)
## PC1 > -0.1814509
## PC1 <= 0.5901639
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC15 > -3.180526
## PC16 <= 0.3594292
## PC19 > -1.423844
## PC90 > 0.05869882
## -> class 1\|1 [0.981]
##
## Rule 13/118: (285.7/5, lift 15.8)
## PC1 > -0.430681
## PC4 > -0.7271218
## PC6 > -0.5779222
## PC12 > 2.329497
## PC13 <= -0.1439423
## PC15 > -3.180526
## PC51 > -0.6210834
## PC93 <= 0.4696502
## -> class 1\|1 [0.979]
##
## Rule 13/119: (34.9, lift 15.7)
## PC3 > 1.640775
## PC24 > -0.4582809
## PC44 > 0.9751371
## PC46 <= 0.9321272
## -> class 1\|1 [0.973]
##
## Rule 13/120: (31.3, lift 15.6)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC23 > 1.478679
## PC46 <= 0.9321272
## PC96 <= 0.5339929
## -> class 1\|1 [0.970]
##
## Rule 13/121: (79.3/1.7, lift 15.6)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC24 > -0.4582809
## PC32 <= 0.8635185
## PC48 > -0.04621086
## -> class 1\|1 [0.967]
##
## Rule 13/122: (27.4, lift 15.6)
## PC2 > 2.301497
## PC8 <= -3.593374
## PC16 <= -0.9381145
## PC77 <= 0.6529918
## -> class 1\|1 [0.966]
##
## Rule 13/123: (60.5/1.2, lift 15.5)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC24 > -0.4582809
## PC44 > -0.284677
## PC46 <= 0.9321272
## PC95 > -0.2300612
## PC96 <= 0.5339929
## -> class 1\|1 [0.965]
##
## Rule 13/124: (76.1/2.1, lift 15.5)
## PC1 > 8.711122
## PC3 <= -0.01873469
## PC19 > -1.57295
## PC98 > 0.353467
## -> class 1\|1 [0.960]
##
## Rule 13/125: (19.6, lift 15.4)
## PC1 > 8.711122
## PC3 <= -0.01873469
## PC15 > -3.180526
## PC19 > -1.57295
## PC68 > 1.231536
## -> class 1\|1 [0.954]
##
## Rule 13/126: (139.1/5.9, lift 15.3)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC36 <= 0.4326895
## PC53 > -0.2139739
## PC60 <= 1.253552
## PC63 > -1.43105
## PC65 > -0.6740059
## PC83 > -0.5257682
## -> class 1\|1 [0.951]
##
## Rule 13/127: (24.9/0.6, lift 15.1)
## PC6 > 5.368485
## PC8 <= 0.515727
## PC15 <= -3.180526
## -> class 1\|1 [0.939]
##
## Rule 13/128: (41.1/1.9, lift 15.0)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC24 <= -0.4582809
## -> class 1\|1 [0.932]
##
## Rule 13/129: (13.2, lift 15.0)
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC44 > -0.284677
## PC49 <= -0.6617391
## PC60 <= 1.253552
## PC65 > -0.1389549
## PC96 <= 0.5339929
## -> class 1\|1 [0.932]
##
## Rule 13/130: (50.1/3, lift 14.9)
## PC1 > 0.5901639
## PC3 > -0.01873469
## PC12 > 1.492632
## PC15 > -3.180526
## PC16 <= 0.3594292
## PC21 > -0.9027175
## PC34 > -0.999545
## PC76 > -0.2804642
## -> class 1\|1 [0.924]
##
## Rule 13/131: (87.1/7.1, lift 14.6)
## PC1 > 8.711122
## PC3 <= -0.01873469
## PC15 > -3.180526
## PC19 > -1.57295
## PC47 > 0.6783342
## -> class 1\|1 [0.909]
##
## Rule 13/132: (53.6/4.2, lift 14.6)
## PC1 > 0.5901639
## PC1 <= 12.33314
## PC2 <= 2.301497
## PC12 <= 2.329497
## PC15 > -3.180526
## PC16 <= 0.3594292
## PC21 > -0.9027175
## PC40 <= 0.2898995
## PC76 <= -0.2804642
## -> class 1\|1 [0.907]
##
## Rule 13/133: (8, lift 14.5)
## PC2 > 2.301497
## PC5 <= -6.08661
## PC16 > 0.5655206
## PC24 > -0.6533688
## -> class 1\|1 [0.897]
##
## Rule 13/134: (35.8/3.9, lift 14.0)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC60 <= 1.253552
## PC77 > 0.6529918
## PC95 <= -0.2300612
## -> class 1\|1 [0.870]
##
## Rule 13/135: (4.6, lift 13.7)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC82 > 0.4797282
## -> class 1\|1 [0.850]
##
## Rule 13/136: (54/9.6, lift 13.1)
## PC5 <= -5.448175
## PC6 > 5.368485
## PC8 > 0.515727
## -> class 1\|1 [0.811]
##
## Rule 13/137: (51/11.6, lift 12.3)
## PC1 > 8.711122
## PC3 <= -0.01873469
## PC12 <= 2.329497
## PC19 <= -1.57295
## PC98 > 0.07560576
## -> class 1\|1 [0.762]
##
## Rule 13/138: (25.6/7.6, lift 11.1)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.301497
## PC15 > -3.180526
## PC33 <= -0.1963791
## PC83 <= 0.2331265
## -> class 1\|1 [0.690]
##
## Rule 13/139: (51.2, lift 14.7)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 > 0.5655206
## PC100 > 0.5599315
## -> class 1\|2 [0.981]
##
## Rule 13/140: (32.5, lift 14.5)
## PC2 > 2.301497
## PC3 > 1.640775
## PC14 > -1.674332
## PC16 > 0.5655206
## PC18 <= 0.4213516
## PC68 > 1.251852
## -> class 1\|2 [0.971]
##
## Rule 13/141: (145.5/3.7, lift 14.5)
## PC3 > 9.238836
## PC16 > 0.5655206
## PC25 <= 0.5164674
## -> class 1\|2 [0.968]
##
## Rule 13/142: (81.4/1.8, lift 14.4)
## PC2 > 2.301497
## PC3 > 1.640775
## PC5 > -6.08661
## PC14 > -1.674332
## PC16 > 0.5655206
## PC24 > 0.6740754
## -> class 1\|2 [0.967]
##
## Rule 13/143: (22.9, lift 14.3)
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC36 <= 0.4326895
## PC53 > -0.2139739
## PC83 <= -0.5257682
## -> class 1\|2 [0.960]
##
## Rule 13/144: (23.8, lift 14.3)
## PC3 > 1.640775
## PC55 > 2.662013
## -> class 1\|2 [0.959]
##
## Rule 13/145: (17.2, lift 14.1)
## PC3 > 1.640775
## PC16 > 0.5655206
## PC74 <= -1.942143
## -> class 1\|2 [0.946]
##
## Rule 13/146: (12.8, lift 13.9)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC63 <= -1.43105
## -> class 1\|2 [0.932]
##
## Rule 13/147: (81.6/4.9, lift 13.9)
## PC5 <= -6.08661
## PC16 > 0.5655206
## PC24 <= -0.6533688
## -> class 1\|2 [0.929]
##
## Rule 13/148: (24.3/1.2, lift 13.7)
## PC2 > 2.301497
## PC3 > 1.640775
## PC60 > 1.253552
## -> class 1\|2 [0.915]
##
## Rule 13/149: (7.7, lift 13.4)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC36 > 0.4326895
## -> class 1\|2 [0.897]
##
## Rule 13/150: (52/7.9, lift 12.5)
## PC3 > 1.640775
## PC16 > 0.5655206
## PC18 > 0.4213516
## PC24 <= 0.6740754
## -> class 1\|2 [0.835]
##
## Rule 13/151: (21.5/3.5, lift 12.1)
## PC2 > 2.301497
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC53 <= -0.2139739
## -> class 1\|2 [0.809]
##
## Rule 13/152: (8.2/1, lift 12.0)
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC65 <= -0.6740059
## -> class 1\|2 [0.800]
##
## Rule 13/153: (4440.9/3397.9, lift 3.5)
## PC1 > -0.430681
## PC2 <= 2.301497
## -> class 1\|2 [0.235]
##
## Rule 13/154: (107.5, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC14 > 0.6186817
## PC16 > 0.3594292
## PC61 <= 0.5721278
## PC77 > -0.05441514
## -> class 1\|3 [0.991]
##
## Rule 13/155: (95.7, lift 16.3)
## PC1 > 0.5901639
## PC1 <= 12.33314
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC4 > -2.395649
## PC12 <= 1.492632
## PC15 > -3.180526
## PC16 <= 0.3594292
## PC21 > -0.9027175
## PC34 > -0.999545
## PC38 > -0.4168794
## PC50 > -0.7444187
## PC76 > -0.2804642
## -> class 1\|3 [0.990]
##
## Rule 13/156: (88.2, lift 16.3)
## PC1 > -0.430681
## PC3 > -0.01873469
## PC4 > -0.6578721
## PC15 > -3.180526
## PC16 > 0.3594292
## PC61 <= 0.5721278
## PC65 > 0.5067754
## PC77 > -0.05441514
## -> class 1\|3 [0.989]
##
## Rule 13/157: (90.4, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC4 > -0.6578721
## PC16 > 0.3594292
## PC21 > 0.07822435
## PC77 > -0.05441514
## -> class 1\|3 [0.989]
##
## Rule 13/158: (99.2/0.4, lift 16.2)
## PC1 > -0.1814509
## PC1 <= 1.597798
## PC3 > -0.01873469
## PC16 > 0.3594292
## PC26 <= -0.5468806
## PC29 > -0.1682412
## PC87 <= -0.06504271
## -> class 1\|3 [0.987]
##
## Rule 13/159: (233.4/3.3, lift 16.1)
## PC2 > 2.301497
## PC3 > 1.640775
## PC3 <= 9.238836
## PC5 > -6.08661
## PC16 > 0.5655206
## PC18 <= 0.4213516
## PC24 <= 0.6740754
## PC55 <= 2.662013
## PC68 <= 1.251852
## PC74 > -1.942143
## PC100 <= 0.5599315
## -> class 1\|3 [0.982]
##
## Rule 13/160: (50.2, lift 16.1)
## PC1 > -0.430681
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC7 <= 1.475861
## PC12 <= 2.329497
## PC16 > 0.3594292
## PC29 <= -0.1682412
## PC40 > -0.2150043
## PC77 > -0.05441514
## -> class 1\|3 [0.980]
##
## Rule 13/161: (39.6, lift 16.0)
## PC1 > -0.430681
## PC1 <= 1.597798
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC7 <= 1.475861
## PC15 > -3.180526
## PC40 > -0.2150043
## PC77 > 0.5993857
## -> class 1\|3 [0.976]
##
## Rule 13/162: (28, lift 15.9)
## PC1 > -0.1814509
## PC3 > -0.01873469
## PC5 <= 0.3331884
## PC16 > 0.3594292
## PC26 <= -0.5468806
## PC61 <= 0.5721278
## -> class 1\|3 [0.967]
##
## Rule 13/163: (19.2, lift 15.7)
## PC1 > -0.430681
## PC1 <= 1.597798
## PC3 > -0.01873469
## PC16 > 0.3594292
## PC26 <= -0.5468806
## PC29 <= -0.02647548
## PC77 > -0.05441514
## -> class 1\|3 [0.953]
##
## Rule 13/164: (16.8, lift 15.6)
## PC1 > -0.430681
## PC1 <= 1.597798
## PC6 > 3.507348
## PC16 > 0.3594292
## PC26 <= -0.5468806
## PC77 > -0.05441514
## PC80 > -0.7841876
## -> class 1\|3 [0.947]
##
## Rule 13/165: (68.7/3.3, lift 15.4)
## PC1 > -0.1814509
## PC1 <= 1.597798
## PC3 > -0.01873469
## PC7 <= 1.475861
## PC40 > -0.2150043
## PC80 <= -0.7841876
## -> class 1\|3 [0.939]
##
## Rule 13/166: (13.7, lift 15.4)
## PC1 > -0.430681
## PC3 > -0.01873469
## PC77 <= -0.05441514
## PC80 <= -1.360059
## -> class 1\|3 [0.936]
##
## Rule 13/167: (9.2, lift 15.0)
## PC2 <= 2.301497
## PC4 > -0.6578721
## PC32 > 4.165376
## PC34 > -0.999545
## PC77 > -0.05441514
## -> class 1\|3 [0.911]
##
## Rule 13/168: (249.9/51.6, lift 13.0)
## PC1 > -0.430681
## PC3 > -0.01873469
## PC15 > -3.180526
## PC25 <= -0.6680482
## -> class 1\|3 [0.791]
##
## Rule 13/169: (930.7/460.7, lift 8.3)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.301497
## PC9 > -1.841855
## PC33 > -0.1963791
## PC63 <= -0.07380179
## PC83 <= 0.2331265
## -> class 1\|3 [0.505]
##
## Rule 13/170: (255.3, lift 14.3)
## PC6 <= 3.12769
## PC8 > 1.706811
## PC11 > -0.5750982
## PC21 > 1.923691
## PC57 > -0.8298348
## PC66 > -0.8810961
## PC70 > -0.2010982
## PC98 > -0.6951116
## -> class 2\|0 [0.996]
##
## Rule 13/171: (444/2.8, lift 14.3)
## PC2 <= 2.301497
## PC6 <= 3.12769
## PC8 > 1.706811
## PC11 > -0.5750982
## PC16 <= 0.5845482
## PC21 > -0.2469342
## PC30 <= 0.1815493
## PC40 > -1.038171
## PC56 <= -0.04514427
## PC60 > -0.4210835
## -> class 2\|0 [0.992]
##
## Rule 13/172: (138.9/1.7, lift 14.1)
## PC6 <= 3.12769
## PC8 > 1.706811
## PC11 > -0.370402
## PC15 <= -1.392867
## PC21 > -0.2469342
## PC40 > -1.038171
## PC70 > -0.2010982
## PC96 <= 0.09577215
## -> class 2\|0 [0.981]
##
## Rule 13/173: (46.6, lift 14.1)
## PC1 > -0.1814509
## PC1 <= 8.711122
## PC8 > -0.3437947
## PC20 <= 0.2191638
## PC21 > 1.161228
## -> class 2\|0 [0.979]
##
## Rule 13/174: (443.4/10.1, lift 14.0)
## PC6 <= 3.12769
## PC7 > 1.167911
## PC8 > 1.706811
## PC11 > -0.370402
## PC16 <= 0.5845482
## PC21 > -0.2469342
## PC30 <= 0.4536837
## PC40 > -1.038171
## PC60 > -0.4210835
## PC70 > -0.2010982
## -> class 2\|0 [0.975]
##
## Rule 13/175: (146.1/3.1, lift 14.0)
## PC2 <= 2.301497
## PC6 <= 3.12769
## PC8 > 1.706811
## PC11 > -0.370402
## PC21 > -0.2469342
## PC52 <= -0.1422472
## PC66 > -0.8810961
## PC98 > -0.6951116
## -> class 2\|0 [0.972]
##
## Rule 13/176: (30.8, lift 14.0)
## PC1 <= -0.430681
## PC2 > -0.4384576
## PC8 > 1.706811
## -> class 2\|0 [0.969]
##
## Rule 13/177: (21.3, lift 13.8)
## PC1 > -0.1814509
## PC1 <= 8.711122
## PC3 <= -0.01873469
## PC8 > -0.3437947
## PC12 <= 2.329497
## PC20 <= 0.2191638
## PC60 > -0.6500985
## -> class 2\|0 [0.957]
##
## Rule 13/178: (30.6/1.5, lift 13.3)
## PC1 > -0.1814509
## PC9 <= -0.09102917
## PC12 > 2.329497
## PC15 > -3.180526
## -> class 2\|0 [0.924]
##
## Rule 13/179: (21.8/1.1, lift 13.1)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC34 <= -0.3792612
## -> class 2\|0 [0.912]
##
## Rule 13/180: (663.1/88.3, lift 12.5)
## PC2 <= 2.301497
## PC6 <= 3.12769
## PC8 > 1.706811
## PC11 > -0.370402
## PC16 <= 0.5845482
## PC21 > -0.2469342
## PC30 <= 0.4536837
## PC40 > -1.038171
## PC62 <= -0.1305349
## PC70 > -0.2010982
## -> class 2\|0 [0.866]
##
## Rule 13/181: (19.6/2.3, lift 12.2)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 <= -0.5750982
## PC20 <= -0.1624147
## PC83 <= 1.043621
## -> class 2\|0 [0.845]
##
## Rule 13/182: (4.6, lift 12.1)
## PC1 > -0.430681
## PC1 <= 8.711122
## PC8 <= -0.3437947
## PC15 > -3.180526
## PC44 > 1.428001
## -> class 2\|0 [0.843]
##
## Rule 13/183: (163.4/67.2, lift 8.5)
## PC2 <= -1.025067
## PC8 > -0.6211014
## PC20 > -0.5546467
## PC22 > -0.88179
## PC44 > 0.6094521
## PC77 <= 2.858756
## PC83 <= -0.4795414
## PC93 <= 2.369334
## -> class 2\|0 [0.588]
##
## Rule 13/184: (140, lift 10.6)
## PC1 <= -0.430681
## PC3 > -2.010516
## PC5 > -0.007768751
## PC8 > 2.26669
## PC21 <= -0.2469342
## PC40 > -1.644845
## -> class 2\|1 [0.993]
##
## Rule 13/185: (238.2/0.9, lift 10.6)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 > -0.5750982
## PC15 > -1.392867
## PC21 <= 1.923691
## PC40 > -1.038171
## PC52 > -0.1422472
## PC60 <= -0.4210835
## PC62 > -0.1305349
## -> class 2\|1 [0.992]
##
## Rule 13/186: (294.7/2.4, lift 10.6)
## PC1 <= -0.430681
## PC2 <= -0.4384576
## PC8 > 1.706811
## PC11 <= -0.5750982
## PC20 > -0.1624147
## PC21 > -0.2469342
## PC92 <= 0.4074606
## -> class 2\|1 [0.988]
##
## Rule 13/187: (81.7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC20 <= -0.5546467
## -> class 2\|1 [0.988]
##
## Rule 13/188: (66.6, lift 10.6)
## PC1 <= -0.430681
## PC6 > 3.12769
## PC8 > 1.706811
## -> class 2\|1 [0.985]
##
## Rule 13/189: (63, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC4 <= -0.4027446
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC22 > -0.88179
## PC69 <= 0.2370454
## -> class 2\|1 [0.985]
##
## Rule 13/190: (58.7, lift 10.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC57 <= -0.8298348
## -> class 2\|1 [0.984]
##
## Rule 13/191: (175.9/1.9, lift 10.5)
## PC2 <= -1.025067
## PC3 > -0.8852677
## PC6 <= 1.404732
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC10 > -0.3747734
## PC12 > -2.923698
## PC20 <= 0.2229626
## PC22 > -0.88179
## PC31 > -1.036889
## PC44 <= 0.6094521
## PC61 <= 0.7869501
## PC68 > -2.041972
## PC79 <= 0.09578818
## -> class 2\|1 [0.984]
##
## Rule 13/192: (55.6, lift 10.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 > -0.5750982
## PC11 <= -0.370402
## PC21 <= 1.923691
## -> class 2\|1 [0.982]
##
## Rule 13/193: (48.9, lift 10.5)
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC22 > -0.88179
## PC44 > 0.6094521
## PC83 > -0.4795414
## PC87 <= -0.6054325
## -> class 2\|1 [0.980]
##
## Rule 13/194: (52.7/0.3, lift 10.5)
## PC1 > -0.1814509
## PC1 <= 8.711122
## PC3 <= -0.01873469
## PC8 > -0.3437947
## PC15 > -3.180526
## PC20 <= 0.2191638
## PC21 > -0.2623605
## PC21 <= 1.161228
## PC60 <= -0.6500985
## PC75 <= 1.275204
## -> class 2\|1 [0.977]
##
## Rule 13/195: (41.2, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC10 <= 0.04331398
## PC22 <= -0.88179
## PC47 > 0.2314244
## -> class 2\|1 [0.977]
##
## Rule 13/196: (38.2, lift 10.4)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC66 <= -0.8810961
## -> class 2\|1 [0.975]
##
## Rule 13/197: (114.9/2.6, lift 10.4)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 > -0.2469342
## PC21 <= 1.923691
## PC60 <= -0.4210835
## PC96 > 0.09577215
## -> class 2\|1 [0.969]
##
## Rule 13/198: (29.9, lift 10.4)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC30 > 0.4536837
## -> class 2\|1 [0.969]
##
## Rule 13/199: (77.8/1.9, lift 10.3)
## PC1 <= -0.430681
## PC3 > -2.010516
## PC5 > -0.007768751
## PC8 > 1.706811
## PC8 <= 2.246104
## PC17 > -0.3545708
## PC21 <= -0.2469342
## PC40 > -1.457203
## PC93 <= 0.5533175
## -> class 2\|1 [0.964]
##
## Rule 13/200: (42.6/0.8, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC3 <= -0.8852677
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC22 > -0.88179
## PC31 > -1.036889
## PC44 <= 0.6094521
## PC61 <= 0.7869501
## PC76 <= -0.06784128
## -> class 2\|1 [0.960]
##
## Rule 13/201: (27.3/0.2, lift 10.3)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.3628544
## PC8 <= 1.706811
## PC22 > -0.88179
## PC69 > 0.2370454
## -> class 2\|1 [0.958]
##
## Rule 13/202: (54.9/1.7, lift 10.2)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.301497
## PC8 > 0.1680859
## PC8 <= 1.706811
## PC34 > -0.3792612
## PC82 <= 0.4797282
## -> class 2\|1 [0.952]
##
## Rule 13/203: (34.6/0.9, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 > -0.5750982
## PC16 > 0.5845482
## PC21 > -0.2469342
## PC21 <= 1.923691
## -> class 2\|1 [0.949]
##
## Rule 13/204: (174.5/8.3, lift 10.1)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC3 > -0.8852677
## PC6 <= 1.404732
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC10 > -0.3747734
## PC15 > -1.138934
## PC15 <= 1.629373
## PC20 <= 0.2229626
## PC22 > -0.88179
## PC29 <= 0.1647431
## PC31 > -1.036889
## PC37 > -0.5020879
## PC39 <= 0.6151384
## PC44 <= 0.6094521
## PC61 <= 0.7869501
## PC68 > -2.041972
## PC69 <= 0.2370454
## PC90 > -0.8002651
## PC93 > -0.3621224
## -> class 2\|1 [0.947]
##
## Rule 13/205: (15.5, lift 10.1)
## PC1 > 8.711122
## PC3 <= -0.01873469
## PC85 <= -1.335222
## -> class 2\|1 [0.943]
##
## Rule 13/206: (53.9/3.1, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC11 > -0.370402
## PC21 > -0.2469342
## PC40 <= -1.038171
## PC66 > -0.8810961
## -> class 2\|1 [0.927]
##
## Rule 13/207: (108/7.5, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -3.393956
## PC9 <= 12.34091
## PC18 > -0.4907338
## PC37 <= -0.3761881
## PC99 > 1.25466
## -> class 2\|1 [0.923]
##
## Rule 13/208: (13.7/0.3, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC22 <= -0.88179
## PC79 > 0.1429912
## PC79 <= 0.1448393
## -> class 2\|1 [0.918]
##
## Rule 13/209: (159.3/12.9, lift 9.8)
## PC1 <= -0.430681
## PC7 <= 1.167911
## PC8 > 1.706811
## PC21 <= 0.9306636
## PC30 > 0.1815493
## PC47 > -0.9193401
## PC60 > -0.4210835
## -> class 2\|1 [0.914]
##
## Rule 13/210: (8.9, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC22 <= -0.88179
## PC45 > 0.3833095
## -> class 2\|1 [0.908]
##
## Rule 13/211: (8.8, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC19 > -2.573144
## PC22 <= -0.88179
## PC34 <= -0.4877303
## -> class 2\|1 [0.907]
##
## Rule 13/212: (309.6/33.1, lift 9.5)
## PC1 <= -0.430681
## PC3 > -2.010516
## PC7 <= 1.167911
## PC8 > 1.706811
## PC21 <= 1.923691
## PC40 > -1.038171
## PC56 > -0.04514427
## -> class 2\|1 [0.890]
##
## Rule 13/213: (26.4/2.7, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC19 > -3.025241
## PC32 > 1.601086
## PC56 > 0.1660352
## -> class 2\|1 [0.870]
##
## Rule 13/214: (22.2/2.7, lift 9.1)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.301497
## PC15 > -3.180526
## PC33 > -0.1963791
## PC63 > -0.07380179
## PC83 <= 0.2331265
## -> class 2\|1 [0.848]
##
## Rule 13/215: (9.8/1.2, lift 8.7)
## PC1 <= -0.430681
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC19 > -2.573144
## PC19 <= -2.317307
## PC44 <= 0.8791986
## -> class 2\|1 [0.810]
##
## Rule 13/216: (33.2/7.1, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC10 > 0.04331398
## PC22 <= -0.88179
## PC44 > 0.8791986
## -> class 2\|1 [0.771]
##
## Rule 13/217: (39.6, lift 11.9)
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC9 > 12.34091
## PC32 <= 1.601086
## -> class 2\|2 [0.976]
##
## Rule 13/218: (160.8/3.8, lift 11.8)
## PC1 <= -0.9911368
## PC2 <= 2.301497
## PC8 > -2.041307
## PC8 <= -0.6211014
## PC19 > -3.025241
## PC32 > -1.617672
## PC44 <= 0.001757339
## PC45 <= 0.3272735
## PC47 <= 0.6399358
## PC60 <= 1.042694
## PC89 <= 0.04002718
## -> class 2\|2 [0.971]
##
## Rule 13/219: (59.3/1, lift 11.7)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC30 > 0.2238433
## PC40 > -0.7237238
## PC44 <= 0.001757339
## PC45 <= 0.3272735
## -> class 2\|2 [0.967]
##
## Rule 13/220: (68.6/1.5, lift 11.7)
## PC1 <= -0.430681
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC20 > -0.5546467
## PC31 <= -1.036889
## PC44 <= 0.6094521
## PC61 <= 0.7869501
## PC69 <= 0.2370454
## -> class 2\|2 [0.964]
##
## Rule 13/221: (68.5/2, lift 11.6)
## PC1 <= -2.183742
## PC8 > -3.393956
## PC8 <= -2.041307
## PC44 <= 0.001757339
## PC57 <= 0.2968282
## PC78 > 0.09702111
## PC87 <= 0.5628768
## PC89 <= 0.4748541
## -> class 2\|2 [0.958]
##
## Rule 13/222: (115.7/4.8, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC18 > -0.4907338
## PC19 > -3.025241
## PC40 <= -0.7237238
## PC44 <= 0.001757339
## PC45 <= 0.3272735
## PC81 <= 0.5711423
## PC99 <= 1.25466
## -> class 2\|2 [0.951]
##
## Rule 13/223: (48.9/1.7, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC3 > -0.8852677
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC20 > -0.5546467
## PC29 > 0.1647431
## PC44 <= 0.6094521
## PC61 <= 0.7869501
## -> class 2\|2 [0.948]
##
## Rule 13/224: (17.4, lift 11.5)
## PC1 > -0.430681
## PC1 <= 8.711122
## PC2 <= 2.301497
## PC3 <= -0.01873469
## PC8 <= -0.3437947
## PC15 > -3.180526
## PC20 <= 0.2191638
## PC98 > 0.374682
## -> class 2\|2 [0.948]
##
## Rule 13/225: (16.1, lift 11.5)
## PC1 > -0.1814509
## PC1 <= 8.711122
## PC3 <= -0.01873469
## PC8 <= -0.3437947
## PC15 > -3.180526
## PC20 <= 0.2191638
## PC41 > 0.4290316
## PC44 <= 1.428001
## PC71 <= 0.5562124
## -> class 2\|2 [0.945]
##
## Rule 13/226: (16, lift 11.5)
## PC1 > -0.430681
## PC1 <= 8.711122
## PC2 <= 2.301497
## PC3 <= -0.01873469
## PC8 > -0.3437947
## PC20 <= 0.2191638
## PC21 <= -0.2623605
## -> class 2\|2 [0.944]
##
## Rule 13/227: (13.4, lift 11.4)
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC63 <= -0.09591397
## PC93 > -0.400843
## PC95 > 1.624485
## PC99 <= 1.25466
## -> class 2\|2 [0.935]
##
## Rule 13/228: (13.6, lift 11.4)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC9 <= -1.841855
## PC63 <= -0.07380179
## PC83 <= 0.2331265
## -> class 2\|2 [0.934]
##
## Rule 13/229: (257.2/17.8, lift 11.3)
## PC1 <= -0.9911368
## PC8 > -2.041307
## PC8 <= -0.6211014
## PC15 > -0.9546749
## PC19 > -3.025241
## PC32 > -1.617672
## PC33 <= 0.3940141
## PC44 <= 0.001757339
## PC45 <= 0.3272735
## PC47 <= 0.6399358
## PC60 <= 1.042694
## -> class 2\|2 [0.927]
##
## Rule 13/230: (11.5, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -1.561049
## PC8 <= -0.6211014
## PC19 > -3.025241
## PC32 > 1.601086
## PC56 <= 0.1660352
## -> class 2\|2 [0.926]
##
## Rule 13/231: (10.6, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC28 <= -0.1589501
## PC32 <= 1.601086
## PC44 <= 0.001757339
## -> class 2\|2 [0.921]
##
## Rule 13/232: (18.7/0.9, lift 11.1)
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC11 > -3.816464
## PC72 <= -6.787838
## PC99 <= 1.25466
## -> class 2\|2 [0.910]
##
## Rule 13/233: (12.2/0.4, lift 11.0)
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC44 > 0.001757339
## PC63 <= -0.09591397
## PC78 > -0.8670745
## PC88 > 0.4309769
## PC93 > -0.400843
## -> class 2\|2 [0.904]
##
## Rule 13/234: (15.6/0.7, lift 11.0)
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -2.041307
## PC19 > -3.025241
## PC32 <= 1.601086
## PC44 <= 0.001757339
## PC81 <= 0.5711423
## PC83 > 0.6270288
## PC99 <= 1.25466
## -> class 2\|2 [0.903]
##
## Rule 13/235: (13.1/0.6, lift 10.9)
## PC1 <= -0.430681
## PC8 > -0.6211014
## PC11 <= -0.5750982
## PC21 > -0.2469342
## PC92 > 0.4074606
## -> class 2\|2 [0.894]
##
## Rule 13/236: (6.6, lift 10.7)
## PC1 <= -0.430681
## PC5 > -0.007768751
## PC8 > 2.246104
## PC8 <= 2.26669
## PC21 <= -0.2469342
## -> class 2\|2 [0.884]
##
## Rule 13/237: (6, lift 10.6)
## PC1 > -0.430681
## PC1 <= 8.711122
## PC2 <= 2.301497
## PC3 <= -0.01873469
## PC8 <= -0.3437947
## PC15 > -3.180526
## PC71 <= -1.398771
## -> class 2\|2 [0.875]
##
## Rule 13/238: (7.8/0.6, lift 10.2)
## PC1 > -0.430681
## PC1 <= 8.711122
## PC3 <= -0.01873469
## PC8 > -0.3437947
## PC12 <= 2.329497
## PC75 > 1.275204
## -> class 2\|2 [0.836]
##
## Rule 13/239: (22.7/3.7, lift 9.8)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC18 > -0.4907338
## PC19 > -3.025241
## PC44 > 0.001757339
## PC44 <= 0.06841609
## PC63 > -0.09591397
## -> class 2\|2 [0.810]
##
## Rule 13/240: (165.4/32.8, lift 9.7)
## PC1 <= -0.430681
## PC4 <= -0.2065691
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC19 > -3.025241
## PC32 <= 1.601086
## PC56 <= 0.2719069
## PC63 > -0.09591397
## PC84 <= 0.04524917
## PC99 <= 1.25466
## -> class 2\|2 [0.798]
##
## Rule 13/241: (43.1/9.3, lift 9.4)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC11 > -3.816464
## PC18 > -0.4907338
## PC19 > -3.025241
## PC32 <= 1.601086
## PC44 > 0.001757339
## PC56 > 0.2719069
## PC63 > -0.09591397
## PC99 <= 1.25466
## -> class 2\|2 [0.771]
##
## Rule 13/242: (7.4/1.3, lift 9.1)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC8 <= 0.1680859
## -> class 2\|2 [0.751]
##
## Rule 13/243: (6/1.1, lift 8.9)
## PC1 <= -0.430681
## PC5 <= -0.007768751
## PC8 > 1.706811
## PC21 <= -0.2469342
## -> class 2\|2 [0.736]
##
## Rule 13/244: (1537.9/785.3, lift 5.9)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.6211014
## PC8 <= 1.706811
## -> class 2\|2 [0.489]
##
## Rule 13/245: (78.1/57.3, lift 3.3)
## PC1 <= -0.430681
## PC8 <= -0.6211014
## PC32 <= 1.601086
## PC37 > 0.866831
## PC63 <= -0.09591397
## -> class 2\|2 [0.272]
##
## Rule 13/246: (295.9/240.1, lift 2.3)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 <= -0.2469342
## -> class 2\|2 [0.191]
##
## Rule 13/247: (120.6, lift 9.1)
## PC2 <= 2.301497
## PC8 <= -3.393956
## PC27 <= 0.6150601
## PC93 <= 0.4453863
## PC96 > 0.2911013
## -> class 2\|3 [0.992]
##
## Rule 13/248: (156.4/0.4, lift 9.1)
## PC1 > -2.183742
## PC2 <= 2.301497
## PC8 <= -2.041307
## PC19 > -3.025241
## PC28 > -0.1589501
## PC30 <= 0.2238433
## PC32 <= 1.601086
## PC44 <= 0.001757339
## PC45 <= 0.3272735
## PC83 <= 0.6270288
## PC99 <= 1.25466
## -> class 2\|3 [0.991]
##
## Rule 13/249: (90.3, lift 9.0)
## PC2 <= 2.301497
## PC9 <= -2.455242
## PC15 <= -3.180526
## PC43 <= -0.1728197
## PC50 > -0.5004689
## -> class 2\|3 [0.989]
##
## Rule 13/250: (70.2, lift 9.0)
## PC1 > -0.430681
## PC1 <= 8.711122
## PC2 <= 2.301497
## PC3 <= -0.01873469
## PC8 <= -0.3437947
## PC15 > -3.180526
## PC20 <= 0.2191638
## PC41 <= 0.4290316
## PC71 > -1.398771
## PC71 <= 0.5562124
## PC98 <= 0.374682
## -> class 2\|3 [0.986]
##
## Rule 13/251: (72.3, lift 9.0)
## PC1 <= -0.430681
## PC8 <= -0.6211014
## PC18 > -0.4907338
## PC19 <= -2.36608
## PC27 <= 0.6150601
## PC53 > -0.625517
## PC73 <= -0.05734231
## PC85 <= 0.6178876
## PC93 <= 0.4453863
## -> class 2\|3 [0.986]
##
## Rule 13/252: (104.6/2.3, lift 8.9)
## PC8 > -3.393956
## PC8 <= -2.041307
## PC18 > -0.4907338
## PC19 > -3.025241
## PC30 <= 0.2238433
## PC44 <= 0.001757339
## PC83 <= 0.6270288
## PC87 > 0.5628768
## PC99 <= 1.25466
## -> class 2\|3 [0.969]
##
## Rule 13/253: (135.3/4.3, lift 8.8)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -2.041307
## PC9 <= 12.34091
## PC18 > -0.4907338
## PC28 > -0.1589501
## PC32 <= 1.601086
## PC40 > -0.7237238
## PC89 > 0.4748541
## -> class 2\|3 [0.961]
##
## Rule 13/254: (40.5/0.9, lift 8.7)
## PC1 <= -0.430681
## PC8 <= -0.6211014
## PC9 <= 12.34091
## PC19 > -3.025241
## PC30 <= 0.2238433
## PC32 <= 1.601086
## PC40 > -0.7237238
## PC47 > 0.6399358
## PC60 <= 1.042694
## -> class 2\|3 [0.955]
##
## Rule 13/255: (22/0.3, lift 8.6)
## PC1 <= -0.430681
## PC3 <= -2.010516
## PC8 > 1.706811
## -> class 2\|3 [0.944]
##
## Rule 13/256: (13, lift 8.5)
## PC1 > -0.430681
## PC14 > 1.670616
## PC15 <= -3.180526
## PC50 > -0.5004689
## -> class 2\|3 [0.933]
##
## Rule 13/257: (27.2/2.4, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC8 <= 0.3628544
## PC22 > -0.88179
## PC44 > -0.4748156
## PC44 <= 0.6094521
## PC69 > 0.2370454
## -> class 2\|3 [0.883]
##
## Rule 13/258: (6.3, lift 8.0)
## PC1 > -0.1814509
## PC2 <= 2.301497
## PC3 > -0.01873469
## PC16 > 0.3594292
## PC18 > 0.2338855
## PC77 <= -0.05441514
## -> class 2\|3 [0.875]
##
## Rule 13/259: (37.4/5, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC4 > -0.4027446
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC22 > -0.88179
## PC61 > 0.7869501
## PC64 <= 0.09902524
## PC69 <= 0.2370454
## -> class 2\|3 [0.847]
##
## Rule 13/260: (66.5/11.4, lift 7.5)
## PC1 > -0.430681
## PC9 <= -2.455242
## PC15 <= -3.180526
## PC31 <= -0.01539011
## -> class 2\|3 [0.819]
##
## Rule 13/261: (12.4/2.6, lift 6.8)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC6 <= -2.915202
## PC8 <= 1.706811
## PC20 > -0.5546467
## PC44 <= 0.6094521
## PC90 > -0.8002651
## -> class 2\|3 [0.749]
##
## Rule 13/262: (48.5/15.9, lift 6.1)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -0.6211014
## PC8 <= 1.706811
## PC20 > -0.5546467
## PC22 > -0.88179
## PC44 > 0.6094521
## PC77 <= 2.858756
## PC83 > -0.4795414
## PC87 > -0.6054325
## PC93 <= 2.369334
## -> class 2\|3 [0.666]
##
## Rule 13/263: (1162/464, lift 5.5)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC18 > -0.4907338
## -> class 2\|3 [0.601]
##
## Rule 13/264: (12567.2/10385.9, lift 1.6)
## PC2 <= 2.301497
## -> class 2\|3 [0.174]
##
## Rule 13/265: (715.5, lift 10.3)
## PC1 <= -0.430681
## PC11 <= -4.127287
## PC39 <= 0.283203
## PC48 > -0.47777
## PC93 <= 0.4453863
## PC94 <= 0.7989936
## PC96 <= 0.2911013
## -> class 2\|4 [0.999]
##
## Rule 13/266: (1210.7/7.7, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 <= -0.6211014
## PC18 <= -0.4907338
## PC89 <= 0.6956914
## -> class 2\|4 [0.993]
##
## Rule 13/267: (1307.2/9.1, lift 10.2)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC19 <= -2.36608
## PC39 <= 0.283203
## PC53 > -0.625517
## PC94 <= 0.7989936
## -> class 2\|4 [0.992]
##
## Rule 13/268: (100/0.9, lift 10.1)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC39 <= 0.283203
## PC55 <= 0.3174446
## PC85 > 0.6178876
## PC93 <= 0.4453863
## -> class 2\|4 [0.981]
##
## Rule 13/269: (118.9/2, lift 10.0)
## PC8 <= -3.393956
## PC35 > 0.1949977
## PC38 <= -0.402457
## PC55 <= 0.3174446
## PC56 <= -0.3605919
## PC67 <= 0.3747212
## PC93 <= 0.4453863
## PC96 <= 0.2911013
## -> class 2\|4 [0.975]
##
## Rule 13/270: (38.2/0.2, lift 10.0)
## PC8 <= -3.393956
## PC39 <= 0.283203
## PC53 > -0.625517
## PC55 <= 0.3174446
## PC91 <= -0.3381495
## PC93 <= 0.4453863
## PC96 <= 0.2911013
## -> class 2\|4 [0.971]
##
## Rule 13/271: (27.4, lift 9.9)
## PC2 > -1.997222
## PC2 <= 2.301497
## PC8 <= -3.393956
## PC53 > -0.625517
## PC93 <= 0.4453863
## -> class 2\|4 [0.965]
##
## Rule 13/272: (124.6/3.7, lift 9.9)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC39 <= 0.283203
## PC41 > -1.339123
## PC80 > -0.3939432
## PC100 > 0.6378579
## -> class 2\|4 [0.963]
##
## Rule 13/273: (65.9/1.9, lift 9.8)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC19 <= -3.025241
## PC50 <= -0.02356431
## PC56 <= 0.05231667
## -> class 2\|4 [0.957]
##
## Rule 13/274: (24/1.4, lift 9.3)
## PC1 > -0.430681
## PC1 <= 8.711122
## PC2 <= 2.301497
## PC3 <= -0.01873469
## PC15 > -3.180526
## PC20 <= 0.2191638
## PC71 > 0.5562124
## -> class 2\|4 [0.909]
##
## Rule 13/275: (29.8/2.2, lift 9.2)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.561049
## PC19 > -3.025241
## PC32 > 1.601086
## PC56 <= 0.1660352
## PC100 > -0.07966788
## -> class 2\|4 [0.898]
##
## Rule 13/276: (35.3/3, lift 9.2)
## PC1 <= -0.430681
## PC8 <= -0.6211014
## PC9 <= 12.34091
## PC44 > 0.001757339
## PC63 <= -0.09591397
## PC78 <= -0.8670745
## PC79 > -0.2993959
## PC93 > -0.400843
## PC95 <= 1.624485
## PC99 <= 1.25466
## -> class 2\|4 [0.893]
##
## Rule 13/277: (42.7/3.9, lift 9.1)
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC9 <= 12.34091
## PC19 > -3.025241
## PC44 > 0.001757339
## PC63 <= -0.09591397
## PC92 > -0.1605795
## PC93 <= -0.400843
## PC99 <= 1.25466
## -> class 2\|4 [0.890]
##
## Rule 13/278: (31.2/2.8, lift 9.1)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC27 <= 0.6150601
## PC39 <= 0.283203
## PC55 <= 0.3174446
## PC93 <= 0.4453863
## PC95 <= -0.4431404
## -> class 2\|4 [0.884]
##
## Rule 13/279: (43.3/4.8, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.301497
## PC8 > -3.393956
## PC8 <= -0.6211014
## PC9 <= 12.34091
## PC18 > -0.4907338
## PC19 > -3.025241
## PC31 <= 0.6980412
## PC44 > 0.001757339
## PC47 <= -0.6966467
## PC63 <= -0.09591397
## PC88 <= 0.4309769
## PC95 <= 1.624485
## -> class 2\|4 [0.872]
##
## Rule 13/280: (140/69.4, lift 5.2)
## PC1 > -0.430681
## PC9 <= -2.455242
## PC15 <= -3.180526
## PC50 > -0.5004689
## -> class 2\|4 [0.504]
##
## Default class: 2\|3
##
## ----- Trial 14: -----
##
## Rules:
##
## Rule 14/1: (70.4, lift 16.9)
## PC4 > -9.363335
## PC13 > -3.333121
## PC13 <= 6.717022
## PC18 > 2.047552
## PC46 > -1.389303
## PC55 > -0.4851243
## PC86 <= -1.272787
## -> class 0\|0 [0.986]
##
## Rule 14/2: (60.2, lift 16.9)
## PC2 > 2.231518
## PC13 > -3.333121
## PC13 <= 6.717022
## PC18 > 0.4389784
## PC18 <= 2.047552
## PC30 > 0.7928753
## PC40 > -2.89144
## PC43 > -1.949436
## PC56 <= -0.6841784
## PC87 <= 0.1134392
## PC98 <= 0.6747627
## -> class 0\|0 [0.984]
##
## Rule 14/3: (50.6, lift 16.8)
## PC2 > 2.231518
## PC2 <= 3.641509
## PC3 <= 1.640775
## PC13 > -0.7313119
## PC18 > 0.4389784
## PC18 <= 2.047552
## PC97 <= 0.5703253
## -> class 0\|0 [0.981]
##
## Rule 14/4: (47.2, lift 16.8)
## PC2 > 2.231518
## PC13 > -3.333121
## PC13 <= 6.717022
## PC18 > 0.4389784
## PC60 <= -1.844958
## PC62 > -2.172445
## -> class 0\|0 [0.980]
##
## Rule 14/5: (48.1, lift 16.8)
## PC2 > 2.231518
## PC3 > -0.6954949
## PC18 > 2.047552
## PC46 > -1.389303
## -> class 0\|0 [0.980]
##
## Rule 14/6: (163.4/2.5, lift 16.8)
## PC4 > -9.363335
## PC13 <= 6.717022
## PC18 > 2.047552
## PC25 <= 0.88368
## PC29 > 1.908403
## PC42 <= 0.5149134
## PC51 > -2.976097
## PC60 > -1.844958
## -> class 0\|0 [0.979]
##
## Rule 14/7: (39.2, lift 16.7)
## PC18 > 0.4389784
## PC40 <= -2.89144
## PC47 > -1.610874
## PC87 > 0.228705
## -> class 0\|0 [0.976]
##
## Rule 14/8: (115.9/2.3, lift 16.7)
## PC6 > 0.09268255
## PC18 > 2.047552
## PC31 <= 0.2306125
## PC55 > -0.4851243
## -> class 0\|0 [0.972]
##
## Rule 14/9: (240.2/6.4, lift 16.6)
## PC4 <= 8.464436
## PC7 > -0.9842989
## PC9 <= 0.6020974
## PC12 <= 1.138234
## PC14 > -0.3755859
## PC18 > 2.047552
## PC19 <= -0.1265147
## PC25 <= 0.1785845
## PC30 <= 3.433617
## PC31 <= 0.2306125
## PC39 > -0.9490525
## PC56 <= 0.7090798
## PC58 > -1.056326
## PC76 <= 0.5361619
## PC97 <= 0.9473656
## -> class 0\|0 [0.969]
##
## Rule 14/10: (80.2/2, lift 16.5)
## PC4 > -9.363335
## PC4 <= 8.464436
## PC9 <= 0.6020974
## PC18 > 2.047552
## PC30 <= 3.433617
## PC31 <= 0.2306125
## PC61 <= -0.3666496
## PC69 > 0.2018322
## PC76 <= 0.5361619
## PC81 <= 0.7577374
## PC87 > -0.8131143
## PC95 <= 0.7634242
## PC98 > -2.194635
## -> class 0\|0 [0.963]
##
## Rule 14/11: (20.2, lift 16.4)
## PC13 > -3.333121
## PC13 <= 6.717022
## PC18 > 0.4389784
## PC46 > -1.389303
## PC55 > -0.4851243
## PC70 > 3.341843
## PC76 > 0.5361619
## -> class 0\|0 [0.955]
##
## Rule 14/12: (82.8/2.9, lift 16.3)
## PC4 > -9.363335
## PC4 <= 8.464436
## PC9 <= 0.6020974
## PC13 <= 6.717022
## PC18 > 2.047552
## PC25 > 0.2511994
## PC29 <= 1.908403
## PC31 <= 0.2306125
## PC39 > -0.9490525
## PC50 <= 0.2503439
## PC55 > -0.4851243
## PC56 <= 0.7090798
## PC58 > -1.056326
## PC61 > -0.3666496
## PC76 <= 0.5361619
## PC81 <= 0.7577374
## -> class 0\|0 [0.954]
##
## Rule 14/13: (24.1/0.3, lift 16.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= -0.3535447
## PC18 <= 0.4389784
## PC46 <= -1.323879
## -> class 0\|0 [0.951]
##
## Rule 14/14: (306.6/17.4, lift 16.1)
## PC4 > -9.363335
## PC4 <= 8.464436
## PC7 > -0.9842989
## PC9 <= 0.6020974
## PC18 > 2.047552
## PC25 <= 0.2511994
## PC30 <= 3.433617
## PC31 <= 0.2306125
## PC39 > -0.9490525
## PC40 > -0.4355502
## PC46 > -1.389303
## PC56 <= 0.7090798
## PC76 <= 0.5361619
## PC87 > -0.8131143
## PC95 <= 0.7634242
## PC98 > -2.194635
## -> class 0\|0 [0.941]
##
## Rule 14/15: (10.8, lift 15.8)
## PC13 > 6.717022
## PC18 > 0.4389784
## PC31 > 0.1783828
## PC47 > -1.610874
## PC51 > -2.976097
## PC83 > -4.343067
## PC93 <= -0.2139362
## -> class 0\|0 [0.922]
##
## Rule 14/16: (10.3, lift 15.7)
## PC2 > 2.231518
## PC4 <= 8.464436
## PC13 <= 6.717022
## PC18 > 2.047552
## PC28 <= 3.503301
## PC76 > 0.5361619
## PC78 > 1.271466
## -> class 0\|0 [0.919]
##
## Rule 14/17: (8.6/0.4, lift 15.0)
## PC13 <= -3.333121
## PC18 > 0.4389784
## PC25 > -0.8144984
## PC27 <= -0.1397043
## -> class 0\|0 [0.872]
##
## Rule 14/18: (4.8, lift 14.5)
## PC4 <= -9.363335
## PC18 > 2.047552
## PC72 > 0.3665488
## -> class 0\|0 [0.849]
##
## Rule 14/19: (33.5/4.9, lift 14.3)
## PC4 > -9.363335
## PC4 <= 8.464436
## PC13 <= 6.717022
## PC18 > 2.047552
## PC28 <= 3.503301
## PC46 > -1.389303
## PC55 > -0.4851243
## PC76 > 0.5361619
## PC77 <= -0.4935819
## PC98 > -2.194635
## -> class 0\|0 [0.833]
##
## Rule 14/20: (2.6, lift 13.4)
## PC13 > 6.717022
## PC13 <= 6.826949
## PC93 <= -0.2139362
## -> class 0\|0 [0.783]
##
## Rule 14/21: (5.2/1.1, lift 12.3)
## PC13 > 6.717022
## PC13 <= 10.09446
## PC37 <= -0.1760815
## PC93 <= -0.2139362
## -> class 0\|0 [0.715]
##
## Rule 14/22: (71.8, lift 12.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 > -0.3535447
## PC18 <= 0.4389784
## PC46 <= -1.323879
## PC53 <= 0.01167504
## -> class 0\|1 [0.986]
##
## Rule 14/23: (54.7, lift 12.3)
## PC13 > 6.826949
## PC13 <= 10.09446
## PC18 > 0.4389784
## PC31 <= 0.1783828
## PC37 > -0.1760815
## PC47 > -1.610874
## PC93 <= -0.2139362
## -> class 0\|1 [0.982]
##
## Rule 14/24: (129.8/2.4, lift 12.2)
## PC2 > 2.231518
## PC10 <= -1.226144
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC23 > -0.8395225
## PC46 > -1.323879
## PC55 > 0.1124668
## PC65 <= 1.074896
## -> class 0\|1 [0.974]
##
## Rule 14/25: (50.4/0.5, lift 12.2)
## PC18 <= -1.049598
## PC46 > -1.323879
## PC69 > -3.288065
## PC78 > 2.983765
## PC78 <= 3.710841
## -> class 0\|1 [0.972]
##
## Rule 14/26: (37.7/0.4, lift 12.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 > 0.1548424
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC46 > -1.323879
## -> class 0\|1 [0.964]
##
## Rule 14/27: (19.9, lift 12.0)
## PC2 > 3.641509
## PC13 > -3.333121
## PC13 <= 6.717022
## PC18 > 0.4389784
## PC18 <= 2.047552
## PC30 <= 0.7928753
## PC56 <= -0.6841784
## -> class 0\|1 [0.954]
##
## Rule 14/28: (13.9/1, lift 11.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC46 > -1.323879
## PC55 > 0.7094115
## PC76 <= 5.731548
## -> class 0\|1 [0.875]
##
## Rule 14/29: (24.1/2.6, lift 10.8)
## PC13 > 6.717022
## PC15 > 2.196673
## PC47 > -1.610874
## PC93 <= -0.2139362
## -> class 0\|1 [0.863]
##
## Rule 14/30: (4, lift 10.5)
## PC10 <= -1.226144
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC20 > 3.246065
## -> class 0\|1 [0.833]
##
## Rule 14/31: (136.8/30.5, lift 9.7)
## PC2 > 2.231518
## PC8 <= 0.1548424
## PC10 <= -1.226144
## PC18 > -1.049598
## PC20 <= 3.246065
## PC37 <= 1.807821
## PC46 > -1.323879
## PC57 > 0.3854126
## PC88 > 0.03335461
## -> class 0\|1 [0.773]
##
## Rule 14/32: (54.4/18.6, lift 8.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > -1.226144
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC43 <= -0.5820352
## PC46 > -1.323879
## PC76 <= 5.731548
## -> class 0\|1 [0.652]
##
## Rule 14/33: (2415.8/1252.3, lift 6.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC18 > 0.4389784
## PC47 > -1.610874
## PC51 > -2.976097
## PC62 > -2.172445
## PC83 > -4.343067
## -> class 0\|1 [0.482]
##
## Rule 14/34: (59.1, lift 10.4)
## PC13 <= -3.333121
## PC18 > 0.4389784
## PC25 <= -0.8144984
## PC83 > -4.343067
## -> class 0\|2 [0.984]
##
## Rule 14/35: (40.4/0.2, lift 10.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 <= -0.5248966
## PC18 > -2.173107
## PC18 <= -1.049598
## PC20 > -2.708093
## PC39 > -1.100589
## PC48 <= 0.2821094
## PC54 <= 0.9893426
## PC64 <= 0.2747701
## -> class 0\|2 [0.971]
##
## Rule 14/36: (207.1/8.3, lift 10.1)
## PC1 <= -0.7021728
## PC2 > 2.231518
## PC8 <= 0.1548424
## PC9 <= 0.1547593
## PC15 > -1.336541
## PC16 <= 0.8644042
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC38 <= 2.167307
## PC43 > -0.5820352
## PC55 <= 0.7094115
## PC67 > -0.3731171
## -> class 0\|2 [0.956]
##
## Rule 14/37: (41.8/1.1, lift 10.1)
## PC2 > 2.231518
## PC18 > 0.4389784
## PC74 > 3.152183
## -> class 0\|2 [0.953]
##
## Rule 14/38: (30.9/1, lift 10.0)
## PC2 > 2.231518
## PC8 <= 0.1548424
## PC10 <= -1.226144
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC65 > 1.074896
## -> class 0\|2 [0.939]
##
## Rule 14/39: (43.8/3.4, lift 9.6)
## PC2 > 2.231518
## PC18 > 0.4389784
## PC40 <= -2.89144
## PC83 > -4.343067
## PC87 <= 0.228705
## -> class 0\|2 [0.904]
##
## Rule 14/40: (16/0.8, lift 9.5)
## PC6 > 0.09129588
## PC18 <= -2.173107
## PC32 > -1.343781
## PC46 > -1.323879
## PC55 > 0.01896471
## PC58 > -4.939949
## -> class 0\|2 [0.898]
##
## Rule 14/41: (61.2/6.2, lift 9.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC18 > 0.4389784
## PC18 <= 2.047552
## PC51 > -2.976097
## PC83 > -4.343067
## PC98 > 0.6747627
## -> class 0\|2 [0.886]
##
## Rule 14/42: (53.3/7.1, lift 9.1)
## PC18 > 0.4389784
## PC28 > 3.503301
## PC51 > -2.976097
## PC83 > -4.343067
## -> class 0\|2 [0.854]
##
## Rule 14/43: (37.2/8.6, lift 8.0)
## PC2 > 2.231518
## PC13 <= 6.717022
## PC18 > 0.4389784
## PC18 <= 2.047552
## PC59 <= -2.862893
## PC83 > -4.343067
## -> class 0\|2 [0.755]
##
## Rule 14/44: (7629.6/5752.5, lift 2.6)
## PC2 > 2.231518
## -> class 0\|2 [0.246]
##
## Rule 14/45: (94.9, lift 11.4)
## PC18 <= -1.049598
## PC31 > -0.1969399
## PC39 <= -1.100589
## PC41 <= 0.5376706
## PC46 > -1.323879
## PC58 <= 4.408813
## PC78 <= 2.983765
## -> class 0\|3 [0.990]
##
## Rule 14/46: (85.6/0.3, lift 11.3)
## PC6 <= 0.09129588
## PC7 <= 0.368068
## PC18 <= -2.173107
## PC28 > -3.304819
## PC31 > -0.1969399
## PC33 <= 4.219078
## PC46 > -1.323879
## PC56 <= -0.1259779
## PC58 <= 4.408813
## PC76 > 0.7121614
## -> class 0\|3 [0.985]
##
## Rule 14/47: (39.5, lift 11.2)
## PC3 <= 1.640775
## PC4 > -7.711169
## PC18 <= -1.049598
## PC31 <= -0.1969399
## PC43 <= -1.011314
## PC78 <= 2.983765
## PC94 <= 0.2104495
## -> class 0\|3 [0.976]
##
## Rule 14/48: (37.7, lift 11.2)
## PC16 > -0.5220455
## PC18 <= -1.049598
## PC31 > -0.1969399
## PC32 > -1.782014
## PC42 > 2.405487
## PC58 <= 4.408813
## PC99 <= 2.508351
## -> class 0\|3 [0.975]
##
## Rule 14/49: (38.8, lift 11.2)
## PC2 > 2.231518
## PC15 <= -1.336541
## PC16 <= 0.8644042
## PC18 <= 0.4389784
## -> class 0\|3 [0.975]
##
## Rule 14/50: (54.8/0.5, lift 11.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 <= -0.5248966
## PC18 > -2.173107
## PC18 <= -1.049598
## PC31 > -0.1969399
## PC54 > 0.9893426
## -> class 0\|3 [0.974]
##
## Rule 14/51: (284.6/7.1, lift 11.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 <= -0.5248966
## PC18 <= -1.049598
## PC31 > -0.1969399
## PC33 <= 4.219078
## PC64 > 0.2747701
## PC99 <= 2.508351
## -> class 0\|3 [0.972]
##
## Rule 14/52: (33.8, lift 11.1)
## PC2 > 2.231518
## PC18 > 0.4389784
## PC51 <= -2.976097
## -> class 0\|3 [0.972]
##
## Rule 14/53: (32.8, lift 11.1)
## PC18 <= -1.049598
## PC58 <= -4.939949
## PC78 <= 2.983765
## -> class 0\|3 [0.971]
##
## Rule 14/54: (29.5, lift 11.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 <= 0.0176443
## PC46 > -1.323879
## PC78 > 3.710841
## -> class 0\|3 [0.968]
##
## Rule 14/55: (27.6, lift 11.1)
## PC18 <= -1.049598
## PC40 <= -2.911253
## PC46 > -1.323879
## -> class 0\|3 [0.966]
##
## Rule 14/56: (125.2/3.6, lift 11.1)
## PC6 <= 0.09129588
## PC7 <= 0.368068
## PC8 <= 0.03245647
## PC16 <= 1.786036
## PC18 <= -2.173107
## PC31 > -0.1969399
## PC35 <= 0.4855171
## PC55 > 0.01896471
## PC57 <= 1.335654
## PC76 > 0.7121614
## PC84 <= 0.1708149
## -> class 0\|3 [0.964]
##
## Rule 14/57: (21.5, lift 11.0)
## PC4 > -7.711169
## PC18 <= -1.049598
## PC31 <= -0.1969399
## PC32 > -1.093292
## PC38 > 0.9706877
## PC78 <= 2.983765
## PC94 <= 0.2104495
## -> class 0\|3 [0.958]
##
## Rule 14/58: (20.9, lift 11.0)
## PC2 > 2.231518
## PC18 <= 0.4389784
## PC38 > 2.167307
## PC43 > -0.5820352
## -> class 0\|3 [0.956]
##
## Rule 14/59: (27.2/0.4, lift 10.9)
## PC13 > 6.717022
## PC91 > 1.371692
## PC93 > -0.2139362
## -> class 0\|3 [0.952]
##
## Rule 14/60: (21.1/0.2, lift 10.9)
## PC2 > 2.231518
## PC4 > -7.711169
## PC18 <= -1.049598
## PC31 <= -0.1969399
## PC44 > 1.418481
## PC78 <= 2.983765
## -> class 0\|3 [0.949]
##
## Rule 14/61: (17.5, lift 10.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 <= 0.1548424
## PC9 > 0.1547593
## PC10 > -1.226144
## PC18 > -1.049598
## PC18 <= 0.4389784
## -> class 0\|3 [0.949]
##
## Rule 14/62: (544.6/30.9, lift 10.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 > -0.5154154
## PC18 <= -2.173107
## PC28 > -3.304819
## PC30 <= 1.036637
## PC31 > -0.1969399
## PC32 > -1.343781
## PC33 <= 4.219078
## PC46 > -1.323879
## PC55 <= 0.01896471
## PC99 <= 2.508351
## -> class 0\|3 [0.942]
##
## Rule 14/63: (38/1.4, lift 10.8)
## PC1 > -0.7021728
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 <= 0.1548424
## PC11 <= -0.07391348
## PC15 > -1.336541
## PC18 <= 0.4389784
## PC43 > -0.5820352
## -> class 0\|3 [0.941]
##
## Rule 14/64: (13.8, lift 10.7)
## PC18 <= 0.4389784
## PC27 <= -10.22418
## -> class 0\|3 [0.937]
##
## Rule 14/65: (174/11.1, lift 10.7)
## PC2 > 3.01263
## PC3 <= 1.640775
## PC6 <= 0.09129588
## PC18 <= -2.173107
## PC28 > -3.304819
## PC31 > -0.1969399
## PC32 > -1.343781
## PC33 <= 4.219078
## PC41 <= 0.5376706
## PC46 > -1.323879
## PC51 <= 0.6755637
## PC55 > 0.01896471
## PC76 <= 0.7086684
## PC78 <= 2.983765
## -> class 0\|3 [0.931]
##
## Rule 14/66: (133.7/8.6, lift 10.7)
## PC18 > -2.173107
## PC18 <= -1.049598
## PC20 <= -2.708093
## PC46 > -1.323879
## PC80 <= 0.3431931
## -> class 0\|3 [0.929]
##
## Rule 14/67: (37.4/1.8, lift 10.7)
## PC2 > 2.231518
## PC18 > 0.4389784
## PC83 <= -4.343067
## -> class 0\|3 [0.929]
##
## Rule 14/68: (10.9, lift 10.6)
## PC3 <= -6.363471
## PC18 <= -1.049598
## -> class 0\|3 [0.922]
##
## Rule 14/69: (10.4, lift 10.5)
## PC15 > -0.5248966
## PC16 > -0.5220455
## PC18 <= -1.049598
## PC41 > 0.3011189
## PC46 > -1.323879
## PC78 <= 2.983765
## -> class 0\|3 [0.919]
##
## Rule 14/70: (9.3, lift 10.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 > -0.3535447
## PC46 <= -1.323879
## PC87 <= -1.711336
## -> class 0\|3 [0.911]
##
## Rule 14/71: (19.8/1.1, lift 10.4)
## PC3 <= 1.640775
## PC15 > -0.5248966
## PC16 > -0.5220455
## PC18 > -2.173107
## PC18 <= -1.049598
## PC31 > -0.1969399
## PC68 <= -0.4171253
## PC78 <= 2.983765
## -> class 0\|3 [0.906]
##
## Rule 14/72: (16.2/0.8, lift 10.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC14 <= 0.7522203
## PC18 <= 0.4389784
## PC31 <= -0.1969399
## PC32 > -1.093292
## PC46 > -1.323879
## PC60 > 0.7233709
## PC78 <= 2.983765
## PC91 > -0.737647
## PC94 <= 0.2104495
## -> class 0\|3 [0.903]
##
## Rule 14/73: (6.7, lift 10.1)
## PC2 > 2.231518
## PC4 > -7.711169
## PC18 <= -1.049598
## PC31 <= -0.1969399
## PC85 > 1.066327
## PC94 > 0.2104495
## -> class 0\|3 [0.885]
##
## Rule 14/74: (5.8, lift 10.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC16 <= -0.6562719
## PC18 <= 0.4389784
## PC31 <= -0.1969399
## PC94 > 0.2104495
## -> class 0\|3 [0.872]
##
## Rule 14/75: (5.4, lift 9.9)
## PC2 > 2.231518
## PC10 <= -1.226144
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC37 > 1.807821
## -> class 0\|3 [0.865]
##
## Rule 14/76: (26.4/3.1, lift 9.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC43 > -0.5820352
## PC55 <= 0.7094115
## PC67 <= -0.3731171
## -> class 0\|3 [0.855]
##
## Rule 14/77: (436.1/66.3, lift 9.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.6673179
## PC15 <= -0.5248966
## PC17 > -2.90397
## PC18 <= -1.049598
## PC31 > -0.1969399
## PC99 <= 2.508351
## -> class 0\|3 [0.846]
##
## Rule 14/78: (78.1/13.1, lift 9.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > -1.226144
## PC16 > 0.8644042
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC46 > -1.323879
## -> class 0\|3 [0.824]
##
## Rule 14/79: (58.2/11.3, lift 9.1)
## PC2 > 2.231518
## PC4 > -7.711169
## PC18 <= -1.049598
## PC31 <= -0.1969399
## PC32 > -1.093292
## PC78 <= 2.983765
## PC91 <= -0.737647
## PC94 <= 0.2104495
## -> class 0\|3 [0.796]
##
## Rule 14/80: (37/7.8, lift 8.9)
## PC2 > 2.231518
## PC10 > -1.226144
## PC18 > -1.049598
## PC18 <= 0.4389784
## PC36 > 1.656734
## PC43 > -0.5820352
## PC55 <= 0.7094115
## -> class 0\|3 [0.775]
##
## Rule 14/81: (44.3/9.6, lift 8.8)
## PC10 <= -3.006818
## PC16 > -0.5220455
## PC18 <= -1.049598
## PC20 > -2.708093
## PC31 > -0.1969399
## PC33 > -1.311618
## PC68 > -0.4171253
## -> class 0\|3 [0.771]
##
## Rule 14/82: (72.2/20.1, lift 8.2)
## PC3 > -3.600785
## PC13 > 6.717022
## PC93 > -0.2139362
## -> class 0\|3 [0.716]
##
## Rule 14/83: (101, lift 23.2)
## PC2 <= 2.231518
## PC4 > 0.2128084
## PC6 <= -1.598224
## PC11 <= -0.8052899
## PC68 <= 1.01486
## -> class 1\|0 [0.990]
##
## Rule 14/84: (86.7/0.5, lift 23.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC24 > -0.7047036
## PC51 > -0.1581423
## PC65 > 0.002032522
## PC94 <= 0.2254357
## PC96 > 0.5008169
## -> class 1\|0 [0.983]
##
## Rule 14/85: (91.8/1.8, lift 22.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC8 > -3.690164
## PC18 <= 0.7419922
## PC20 > -0.4276623
## PC51 > -0.1581423
## PC62 <= -1.092129
## PC86 > -2.205777
## -> class 1\|0 [0.970]
##
## Rule 14/86: (26.1/1.9, lift 21.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC12 <= -0.9059862
## PC24 > -0.7047036
## PC51 > -0.1581423
## PC62 > -1.092129
## PC94 <= 0.2254357
## -> class 1\|0 [0.895]
##
## Rule 14/87: (47.5/7.2, lift 19.6)
## PC1 > -0.430681
## PC12 > 2.572353
## PC93 > 0.4696502
## -> class 1\|0 [0.835]
##
## Rule 14/88: (1099.3/569.5, lift 11.3)
## PC1 > -0.430681
## PC6 > -1.598224
## PC11 <= 1.372363
## PC16 <= -0.07729314
## PC64 > -0.9639336
## -> class 1\|0 [0.482]
##
## Rule 14/89: (198.1, lift 15.3)
## PC1 > -0.430681
## PC6 > -1.598224
## PC12 > 2.572353
## PC15 > -3.145281
## PC25 <= 0.4993612
## PC62 > -0.2572035
## PC70 > -0.3546603
## PC93 <= 0.4696502
## PC94 > -0.1856826
## -> class 1\|1 [0.995]
##
## Rule 14/90: (82.7, lift 15.2)
## PC1 > 8.935013
## PC6 <= -1.598224
## PC11 > -0.8052899
## PC21 <= 0.9767466
## PC71 > -0.8529861
## -> class 1\|1 [0.988]
##
## Rule 14/91: (80.6/0.7, lift 15.0)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC10 > -0.7928229
## PC16 <= -0.07729314
## PC25 <= 0.4993612
## PC30 <= -0.5911902
## PC69 > -0.5664855
## PC93 > -0.966688
## PC99 <= 1.613746
## -> class 1\|1 [0.980]
##
## Rule 14/92: (44.6, lift 15.0)
## PC1 > 8.935013
## PC4 <= 0.2128084
## PC6 <= -1.598224
## PC10 > -0.7928229
## PC71 > -0.8529861
## -> class 1\|1 [0.979]
##
## Rule 14/93: (42.2, lift 15.0)
## PC1 > 8.935013
## PC6 <= -1.598224
## PC10 > -0.7928229
## PC68 > 1.01486
## PC71 > -0.8529861
## -> class 1\|1 [0.977]
##
## Rule 14/94: (244.8/4.6, lift 15.0)
## PC1 > -0.1217223
## PC2 <= 2.231518
## PC6 > -1.598224
## PC10 > -0.1625412
## PC11 <= 1.372363
## PC12 <= 2.572353
## PC15 > -3.145281
## PC16 <= -0.07729314
## PC21 <= 0.9767466
## PC25 <= 0.4993612
## PC60 <= 2.042088
## PC64 > -0.9639336
## PC69 > -0.5664855
## PC71 > -0.8529861
## PC77 > -1.123795
## PC99 <= 1.613746
## -> class 1\|1 [0.977]
##
## Rule 14/95: (155.5/3.1, lift 15.0)
## PC1 > -0.1217223
## PC2 <= 2.231518
## PC11 <= 1.372363
## PC12 <= 2.572353
## PC15 > -3.145281
## PC16 <= -0.07729314
## PC21 <= 0.9767466
## PC25 <= 0.4993612
## PC64 > -0.9639336
## PC69 > -0.5664855
## PC93 > -0.966688
## PC99 <= 1.613746
## PC100 <= -0.232469
## -> class 1\|1 [0.974]
##
## Rule 14/96: (29.3, lift 14.9)
## PC2 > 2.231518
## PC8 <= -3.690164
## PC51 > -0.1581423
## -> class 1\|1 [0.968]
##
## Rule 14/97: (5.6, lift 13.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 > 0.5260351
## PC50 <= -0.2888131
## -> class 1\|1 [0.868]
##
## Rule 14/98: (70.5/10.7, lift 12.9)
## PC1 > -0.430681
## PC10 > -0.7928229
## PC11 > 1.372363
## PC16 <= -0.07729314
## PC21 <= 0.9767466
## PC51 <= -0.05528415
## -> class 1\|1 [0.838]
##
## Rule 14/99: (101.6/18.1, lift 12.5)
## PC2 > 2.231518
## PC3 > 1.640775
## PC12 <= 0.6802044
## PC20 <= -0.4276623
## PC50 > -0.2888131
## PC51 > -0.1581423
## PC96 <= 0.5008169
## -> class 1\|1 [0.816]
##
## Rule 14/100: (8.9/1.9, lift 11.3)
## PC2 <= 2.231518
## PC10 > -0.7928229
## PC14 > -1.364102
## PC21 <= 0.9767466
## PC25 > 0.4504895
## PC25 <= 0.4993612
## PC77 > -0.1718407
## -> class 1\|1 [0.733]
##
## Rule 14/101: (21.6/5.8, lift 11.0)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC10 > -0.7928229
## PC15 <= -3.145281
## PC20 > -0.6258913
## PC79 <= -0.09170431
## PC90 <= 0.1634453
## -> class 1\|1 [0.714]
##
## Rule 14/102: (79.2/30.8, lift 9.4)
## PC1 > -0.1217223
## PC2 <= 2.231518
## PC16 > -0.07729314
## PC21 <= 0.9767466
## PC71 > -0.8529861
## PC77 <= -0.1718407
## PC79 > 0.1737078
## -> class 1\|1 [0.609]
##
## Rule 14/103: (24.3/11.9, lift 7.8)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.231518
## PC8 > -0.3336635
## PC12 <= 0.02317866
## -> class 1\|1 [0.508]
##
## Rule 14/104: (1314/713, lift 7.0)
## PC2 > 2.231518
## PC3 > 1.640775
## -> class 1\|1 [0.457]
##
## Rule 14/105: (115.1, lift 16.8)
## PC1 > 1.57334
## PC6 > -1.598224
## PC12 <= 2.572353
## PC14 <= 0.6186817
## PC16 > -0.07729314
## PC25 <= 0.4993612
## PC47 > 0.6476178
## -> class 1\|2 [0.991]
##
## Rule 14/106: (109.2/0.3, lift 16.7)
## PC1 > -0.1217223
## PC2 <= 2.231518
## PC3 > 0.2923115
## PC16 > -0.07729314
## PC21 <= 0.9767466
## PC71 > -0.8529861
## PC77 <= -0.1718407
## PC79 <= 0.1737078
## -> class 1\|2 [0.988]
##
## Rule 14/107: (68.9, lift 16.7)
## PC3 > 9.530685
## PC15 <= 0.5260351
## PC50 <= -0.2888131
## -> class 1\|2 [0.986]
##
## Rule 14/108: (61.9/0.1, lift 16.6)
## PC1 > -0.1217223
## PC6 > -1.598224
## PC16 > -0.07729314
## PC25 <= 0.4993612
## PC77 > -0.1718407
## PC97 <= -0.708321
## -> class 1\|2 [0.982]
##
## Rule 14/109: (110.5/1.1, lift 16.6)
## PC2 <= 2.231518
## PC3 > 0.2923115
## PC7 > 1.051587
## PC14 <= 0.6186817
## PC16 > -0.07729314
## PC71 > -0.8529861
## -> class 1\|2 [0.981]
##
## Rule 14/110: (48.2, lift 16.6)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > 1.018967
## PC50 > -0.2888131
## PC51 <= -0.1581423
## -> class 1\|2 [0.980]
##
## Rule 14/111: (116.8/1.6, lift 16.5)
## PC1 > -0.1217223
## PC2 <= 2.231518
## PC3 > 0.2923115
## PC6 > -1.598224
## PC14 <= 0.6186817
## PC16 > -0.07729314
## PC22 <= 4.343655
## PC25 <= 0.4993612
## PC41 <= 0.5187478
## PC43 > 0.2056438
## PC97 > -0.708321
## -> class 1\|2 [0.978]
##
## Rule 14/112: (44, lift 16.5)
## PC1 > -0.430681
## PC6 > -1.598224
## PC21 <= 0.9767466
## PC22 > 4.343655
## PC100 <= 0.5561683
## -> class 1\|2 [0.978]
##
## Rule 14/113: (54.1/0.2, lift 16.5)
## PC1 > -0.1217223
## PC3 > 0.2923115
## PC6 > -1.598224
## PC16 > -0.07729314
## PC25 <= 0.4993612
## PC61 <= 0.7707137
## PC71 > -0.8529861
## PC88 > 0.1802743
## -> class 1\|2 [0.978]
##
## Rule 14/114: (33.2, lift 16.4)
## PC1 > -0.1217223
## PC3 > 0.2923115
## PC6 > -1.598224
## PC7 <= 1.538123
## PC16 > -0.07729314
## PC61 > 0.7707137
## PC97 > -0.708321
## -> class 1\|2 [0.972]
##
## Rule 14/115: (32.5, lift 16.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC44 <= -0.4724955
## PC50 > -0.2888131
## PC51 <= -0.1581423
## -> class 1\|2 [0.971]
##
## Rule 14/116: (27.5, lift 16.3)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC8 <= -0.3336635
## PC41 > 0.9981751
## -> class 1\|2 [0.966]
##
## Rule 14/117: (196.1/5.8, lift 16.3)
## PC1 > -0.430681
## PC6 > -1.598224
## PC10 > -0.7928229
## PC11 > 1.372363
## PC16 <= -0.07729314
## PC21 <= 0.9767466
## PC48 <= 0.6017203
## PC49 > -1.949992
## PC51 > -0.05528415
## PC71 > -0.8529861
## -> class 1\|2 [0.966]
##
## Rule 14/118: (76.4/2, lift 16.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC8 > -0.5584073
## PC38 <= 0.1253416
## PC50 <= -0.2888131
## PC62 > -0.6587158
## PC84 > -0.1992831
## -> class 1\|2 [0.962]
##
## Rule 14/119: (22.2, lift 16.2)
## PC1 > -0.1217223
## PC6 > -1.598224
## PC11 <= 1.372363
## PC12 <= 2.572353
## PC16 <= -0.07729314
## PC64 <= -0.9639336
## -> class 1\|2 [0.959]
##
## Rule 14/120: (35.5/0.6, lift 16.2)
## PC2 > 2.231518
## PC3 > 1.640775
## PC50 <= -0.2888131
## PC80 > 0.4327551
## -> class 1\|2 [0.959]
##
## Rule 14/121: (21.6, lift 16.2)
## PC2 > 2.231518
## PC3 > 1.640775
## PC24 > 0.7307314
## PC38 > 0.1253416
## PC50 <= -0.2888131
## -> class 1\|2 [0.958]
##
## Rule 14/122: (136.7/5.4, lift 16.1)
## PC3 > 0.2923115
## PC6 > -1.598224
## PC12 <= 2.572353
## PC14 <= 0.6186817
## PC16 > -0.07729314
## PC35 > -0.2454243
## PC41 <= 0.5187478
## PC71 > -0.8529861
## PC100 > 0.5561683
## -> class 1\|2 [0.954]
##
## Rule 14/123: (18.3, lift 16.1)
## PC1 > -0.1217223
## PC10 > -0.7928229
## PC11 <= 1.372363
## PC15 > -3.145281
## PC77 <= -1.123795
## -> class 1\|2 [0.951]
##
## Rule 14/124: (54.1/2.4, lift 15.9)
## PC1 > -0.430681
## PC2 > -1.778828
## PC2 <= 2.231518
## PC15 > -3.145281
## PC71 <= -0.8529861
## PC80 > -1.360059
## -> class 1\|2 [0.939]
##
## Rule 14/125: (17.8/0.3, lift 15.8)
## PC2 > 2.231518
## PC6 <= -4.994674
## PC24 <= 0.7307314
## PC50 <= -0.2888131
## -> class 1\|2 [0.935]
##
## Rule 14/126: (90/6.4, lift 15.6)
## PC10 <= -0.7928229
## PC14 > 2.179951
## PC19 <= -1.521262
## -> class 1\|2 [0.920]
##
## Rule 14/127: (145.9/12, lift 15.4)
## PC1 > -0.430681
## PC3 <= 0.2923115
## PC6 > -1.598224
## PC19 <= -1.694885
## PC21 <= 0.9767466
## -> class 1\|2 [0.912]
##
## Rule 14/128: (8.6, lift 15.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC50 <= -0.2888131
## PC74 <= -1.942143
## -> class 1\|2 [0.906]
##
## Rule 14/129: (81/11.5, lift 14.4)
## PC1 > -0.430681
## PC6 > -1.598224
## PC15 > -3.145281
## PC21 <= 0.9767466
## PC25 <= 0.4993612
## PC69 > -0.5664855
## PC99 > 1.613746
## -> class 1\|2 [0.849]
##
## Rule 14/130: (34.3/5.1, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC10 > -0.7928229
## PC12 <= 2.572353
## PC34 > 0.108517
## PC47 > 0.6476178
## PC69 <= -0.4354669
## -> class 1\|2 [0.831]
##
## Rule 14/131: (179.5/0.8, lift 18.5)
## PC2 > 2.231518
## PC3 > 1.640775
## PC3 <= 9.530685
## PC6 > -4.994674
## PC24 <= 0.7307314
## PC38 > 0.1253416
## PC50 <= -0.2888131
## PC74 > -1.942143
## PC80 <= 0.4327551
## -> class 1\|3 [0.990]
##
## Rule 14/132: (76, lift 18.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC3 <= 9.530685
## PC8 <= -0.5584073
## PC50 <= -0.2888131
## PC84 > -0.1992831
## -> class 1\|3 [0.987]
##
## Rule 14/133: (37, lift 18.2)
## PC2 <= 2.231518
## PC10 <= -0.7928229
## PC14 <= 2.179951
## PC19 <= -1.521262
## -> class 1\|3 [0.974]
##
## Rule 14/134: (21.6, lift 17.9)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.231518
## PC12 > 0.02317866
## PC23 <= -0.4889676
## PC46 <= 0.4744146
## -> class 1\|3 [0.958]
##
## Rule 14/135: (20.9, lift 17.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC3 <= 9.530685
## PC38 <= 0.1253416
## PC50 <= -0.2888131
## PC80 <= 0.4327551
## PC84 <= -0.1992831
## -> class 1\|3 [0.954]
##
## Rule 14/136: (24.3/1.5, lift 16.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC3 <= 9.530685
## PC38 <= 0.1253416
## PC50 <= -0.2888131
## PC62 <= -0.6587158
## PC80 <= 0.4327551
## -> class 1\|3 [0.905]
##
## Rule 14/137: (4.6, lift 15.8)
## PC1 > -0.430681
## PC2 > -1.778828
## PC2 <= 2.231518
## PC35 <= 0.7632142
## PC71 <= -0.8529861
## PC80 <= -1.360059
## -> class 1\|3 [0.848]
##
## Rule 14/138: (36.1/10.8, lift 12.9)
## PC1 > -0.430681
## PC10 > -0.7928229
## PC15 <= -3.145281
## PC20 <= -0.6258913
## -> class 1\|3 [0.691]
##
## Rule 14/139: (44.8/20.2, lift 10.2)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC11 <= 1.372363
## PC16 > -2.495475
## PC16 <= -0.07729314
## PC25 <= 0.4993612
## PC69 <= -0.5664855
## PC93 > -0.966688
## -> class 1\|3 [0.548]
##
## Rule 14/140: (5010.6/3982.9, lift 3.8)
## PC1 > -0.430681
## PC10 > -0.7928229
## -> class 1\|3 [0.205]
##
## Rule 14/141: (45.6, lift 13.7)
## PC1 > -0.1217223
## PC14 <= 1.227332
## PC15 > -3.145281
## PC16 > -1.10357
## PC21 > 0.9767466
## PC63 <= 0.03309365
## -> class 2\|0 [0.979]
##
## Rule 14/142: (155/2.8, lift 13.6)
## PC6 <= 3.12769
## PC8 > 2.291764
## PC11 > -0.6486088
## PC21 > -0.2499169
## PC40 > 0.6086974
## PC65 > -1.063689
## -> class 2\|0 [0.976]
##
## Rule 14/143: (184.7/3.8, lift 13.6)
## PC6 <= 3.12769
## PC8 > 2.291764
## PC12 > -0.9555694
## PC15 <= -1.403608
## PC21 > -0.2499169
## -> class 2\|0 [0.974]
##
## Rule 14/144: (55.5/0.5, lift 13.6)
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -0.9555694
## PC12 <= 2.148535
## PC15 > -1.403608
## PC42 > -0.2828892
## PC92 > -0.1375028
## PC97 > 0.1859794
## -> class 2\|0 [0.974]
##
## Rule 14/145: (205.5/4.7, lift 13.6)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC10 <= -0.1698292
## PC12 > -0.9480676
## PC32 > 1.055421
## PC36 <= 0.3500793
## -> class 2\|0 [0.972]
##
## Rule 14/146: (77.1/1.5, lift 13.5)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -0.9555694
## PC21 > -0.2499169
## PC41 <= -0.8789046
## PC63 > -0.1388101
## -> class 2\|0 [0.968]
##
## Rule 14/147: (100.3/2.7, lift 13.5)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 > -0.6486088
## PC18 <= 0.05968561
## PC21 > -0.02493808
## PC21 <= 0.9632134
## PC54 > -1.3873
## PC63 <= -0.1388101
## -> class 2\|0 [0.964]
##
## Rule 14/148: (21.2, lift 13.4)
## PC6 <= 3.12769
## PC8 > 2.291764
## PC15 <= -2.168288
## PC21 > -0.2499169
## -> class 2\|0 [0.957]
##
## Rule 14/149: (30.7/0.4, lift 13.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC14 <= -1.79208
## PC21 > -0.2499169
## PC21 <= 0.9632134
## -> class 2\|0 [0.956]
##
## Rule 14/150: (577.9/26.3, lift 13.3)
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -0.9555694
## PC19 <= 1.182608
## PC21 > 0.9632134
## PC30 <= 0.4648861
## PC52 <= 0.232839
## PC65 > -1.063689
## -> class 2\|0 [0.953]
##
## Rule 14/151: (15.7/1, lift 12.4)
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 <= -0.9555694
## PC21 > -0.2499169
## PC44 <= -1.986169
## -> class 2\|0 [0.885]
##
## Rule 14/152: (8.8/0.5, lift 12.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.6486088
## PC20 <= -0.1617082
## -> class 2\|0 [0.857]
##
## Rule 14/153: (285.6/49.5, lift 11.5)
## PC1 <= -0.430681
## PC8 > 1.038494
## PC10 <= -0.05435297
## PC50 > -1.018825
## PC55 <= -0.4142127
## -> class 2\|0 [0.824]
##
## Rule 14/154: (1736.7/859.8, lift 7.1)
## PC1 <= -0.1217223
## PC2 <= 2.231518
## PC8 > -0.3336635
## PC12 > 0.02317866
## PC46 <= 0.4744146
## -> class 2\|0 [0.505]
##
## Rule 14/155: (108.5, lift 10.3)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.6486088
## PC20 > -0.1617082
## -> class 2\|1 [0.991]
##
## Rule 14/156: (98.1, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.038494
## PC8 <= 2.291764
## PC10 > -0.05435297
## PC50 > -1.018825
## PC55 <= -0.4142127
## PC56 > -0.945713
## PC83 > -0.4539577
## -> class 2\|1 [0.990]
##
## Rule 14/157: (85.4, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 > -0.1698292
## PC32 > 1.055421
## PC48 > -1.170692
## -> class 2\|1 [0.988]
##
## Rule 14/158: (140/0.7, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 <= -0.9555694
## PC15 > -2.168288
## PC40 <= 0.6086974
## PC44 > -1.986169
## PC77 > -0.4149824
## -> class 2\|1 [0.988]
##
## Rule 14/159: (273.8/2.6, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.038494
## PC8 <= 2.291764
## PC20 <= 0.1833078
## PC32 <= 1.055421
## PC51 <= 0.5668929
## PC55 > -0.4142127
## PC81 <= 0.04407357
## -> class 2\|1 [0.987]
##
## Rule 14/160: (111.5/0.4, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC19 > 1.182608
## -> class 2\|1 [0.987]
##
## Rule 14/161: (85.7/0.4, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC9 > -2.83212
## PC21 > -1.936484
## PC24 <= 0.7927559
## PC32 <= 1.055421
## PC35 > 0.4560492
## PC44 <= 0.6155598
## PC63 <= 0.1249821
## PC69 <= 0.2370454
## PC70 <= 0.2355512
## PC85 > -1.763819
## PC90 > -0.934253
## -> class 2\|1 [0.984]
##
## Rule 14/162: (122.2/1, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 <= 2.148535
## PC21 > -0.2499169
## PC21 <= 0.9632134
## PC42 <= -0.2828892
## PC63 > -0.1388101
## -> class 2\|1 [0.984]
##
## Rule 14/163: (57.4, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC15 > -1.403608
## PC18 > 0.05968561
## PC21 <= 0.9632134
## PC94 > -0.7367196
## -> class 2\|1 [0.983]
##
## Rule 14/164: (54.9, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC20 <= -0.2070207
## PC63 > 0.1249821
## -> class 2\|1 [0.982]
##
## Rule 14/165: (50, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 <= -0.9480676
## PC32 > 1.055421
## PC48 > -1.170692
## -> class 2\|1 [0.980]
##
## Rule 14/166: (41.2, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC32 > 1.055421
## PC36 > 0.3500793
## PC48 > -1.170692
## -> class 2\|1 [0.976]
##
## Rule 14/167: (188.7/3.7, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC9 > -2.83212
## PC22 > -1.075893
## PC24 <= 0.1929826
## PC31 <= 1.34796
## PC32 <= 1.055421
## PC35 <= 0.4560492
## PC37 <= 0.5893441
## PC40 > -1.170312
## PC43 <= 0.8205902
## PC44 <= 0.6155598
## PC52 > -0.06552269
## PC59 > -0.550124
## PC63 <= 0.1249821
## PC69 <= 0.2370454
## PC70 <= 0.2355512
## PC85 > -1.763819
## PC90 > -0.934253
## -> class 2\|1 [0.975]
##
## Rule 14/168: (279.6/5.9, lift 10.1)
## PC1 <= -0.430681
## PC6 > -3.280354
## PC8 > 1.038494
## PC8 <= 2.291764
## PC20 <= 0.1833078
## PC32 <= 1.055421
## PC43 > -1.310248
## PC55 > -0.4023114
## PC57 > -0.4959777
## -> class 2\|1 [0.975]
##
## Rule 14/169: (35.7, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC5 > 1.610816
## PC8 > -0.2273773
## PC24 <= 0.7927559
## PC63 > 0.1249821
## -> class 2\|1 [0.973]
##
## Rule 14/170: (34.8, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC21 > 0.9632134
## PC30 > 0.4648861
## PC65 > -1.063689
## -> class 2\|1 [0.973]
##
## Rule 14/171: (84.4/1.4, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.038494
## PC8 <= 2.291764
## PC10 <= 0.8309813
## PC20 > 0.1833078
## PC72 <= -0.1949816
## PC91 <= 0.2342463
## -> class 2\|1 [0.972]
##
## Rule 14/172: (34.2, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC22 > 1.262926
## PC54 <= -2.285619
## PC57 > -0.07739355
## -> class 2\|1 [0.972]
##
## Rule 14/173: (30.7, lift 10.0)
## PC1 <= -0.430681
## PC6 > 3.12769
## PC8 > -0.2273773
## PC11 > -0.6486088
## -> class 2\|1 [0.969]
##
## Rule 14/174: (29.5, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.038494
## PC20 > 0.1833078
## PC26 > 2.148885
## -> class 2\|1 [0.968]
##
## Rule 14/175: (20.7, lift 9.9)
## PC2 > -1.025067
## PC2 <= 2.231518
## PC4 <= 0.2742404
## PC5 <= 1.610816
## PC8 > -0.2273773
## PC20 > -0.2070207
## PC32 <= 1.055421
## PC63 > 0.1249821
## -> class 2\|1 [0.956]
##
## Rule 14/176: (18, lift 9.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC65 <= -1.063689
## -> class 2\|1 [0.950]
##
## Rule 14/177: (14.2, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 > 0.9632134
## PC52 > 0.232839
## -> class 2\|1 [0.938]
##
## Rule 14/178: (13.4, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC22 <= 1.262926
## PC53 <= -0.8779435
## PC68 <= -1.312514
## -> class 2\|1 [0.933]
##
## Rule 14/179: (56.1/3.3, lift 9.6)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.2273773
## PC32 <= 1.055421
## PC37 > 0.3289786
## PC63 > 0.1249821
## -> class 2\|1 [0.926]
##
## Rule 14/180: (35.8/2.3, lift 9.4)
## PC1 > -0.430681
## PC2 <= -1.778828
## PC15 > -0.5942436
## PC33 > 0.2025447
## PC71 <= -0.8529861
## -> class 2\|1 [0.912]
##
## Rule 14/181: (52.9/5.5, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC3 <= -1.661317
## PC57 <= -0.07739355
## -> class 2\|1 [0.882]
##
## Rule 14/182: (112.2/15.2, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC3 <= -0.2783612
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC24 <= 0.7927559
## PC32 <= 1.055421
## PC63 > 0.1249821
## PC84 > 0.1600173
## -> class 2\|1 [0.858]
##
## Rule 14/183: (158.8/23.4, lift 8.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= -0.2499169
## -> class 2\|1 [0.848]
##
## Rule 14/184: (64.4/11.8, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC59 <= -0.5726308
## -> class 2\|1 [0.807]
##
## Rule 14/185: (42.8/7.7, lift 8.3)
## PC1 > -0.430681
## PC10 > -0.7928229
## PC14 <= 1.227332
## PC16 > -1.10357
## PC21 > 0.9767466
## PC63 > 0.03309365
## -> class 2\|1 [0.807]
##
## Rule 14/186: (11.2/1.6, lift 8.3)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.231518
## PC8 > -0.3336635
## PC12 > 0.02317866
## PC46 > 0.4744146
## -> class 2\|1 [0.800]
##
## Rule 14/187: (512.8/165.2, lift 7.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC15 > -1.403608
## PC21 <= 0.9632134
## -> class 2\|1 [0.677]
##
## Rule 14/188: (100.1/43.1, lift 5.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC19 > -3.430161
## PC32 <= 1.917393
## PC57 <= -0.07739355
## PC59 <= -0.200079
## -> class 2\|1 [0.568]
##
## Rule 14/189: (27.2/13, lift 5.4)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC100 > 3.246085
## -> class 2\|1 [0.520]
##
## Rule 14/190: (116.1, lift 11.4)
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC19 > 3.164775
## PC35 <= 0.7572067
## PC48 > -0.3538978
## PC55 > -0.7737864
## PC74 <= 0.2733307
## -> class 2\|2 [0.992]
##
## Rule 14/191: (68.4, lift 11.4)
## PC2 <= 2.231518
## PC3 > -1.661317
## PC6 <= 6.94979
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC43 <= -0.570988
## PC59 > -0.200079
## PC60 <= -0.03329378
## PC64 <= -0.1138732
## -> class 2\|2 [0.986]
##
## Rule 14/192: (68.8, lift 11.4)
## PC1 <= -0.430681
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC26 > 2.163954
## PC35 <= 0.7572067
## PC45 > 0.07304482
## PC55 > -0.7737864
## PC57 > -0.07739355
## PC65 <= 0.9277187
## PC90 <= 0.3962155
## -> class 2\|2 [0.986]
##
## Rule 14/193: (53.8, lift 11.3)
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC19 > -3.430161
## PC22 <= 1.262926
## PC29 <= 0.2790949
## PC40 <= -0.8524686
## PC43 > -1.512464
## PC55 > -0.7737864
## PC65 <= 0.9277187
## PC68 > -1.312514
## -> class 2\|2 [0.982]
##
## Rule 14/194: (160.5/3.1, lift 11.2)
## PC1 <= -0.430681
## PC2 <= -1.984374
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC29 <= 0.2790949
## PC35 <= 0.7572067
## PC40 > -0.8524686
## PC41 <= 0.5989982
## PC46 > -0.5355112
## PC55 > -0.7737864
## PC63 > 0.1465484
## PC80 <= 0.6240273
## -> class 2\|2 [0.975]
##
## Rule 14/195: (66.9/0.7, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC20 > 0.6225557
## PC64 > -0.3519178
## -> class 2\|2 [0.975]
##
## Rule 14/196: (33.3, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC22 <= -1.075893
## PC35 <= 0.4560492
## PC63 <= 0.1249821
## -> class 2\|2 [0.972]
##
## Rule 14/197: (37.2/0.2, lift 11.2)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC3 > -0.2783612
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC20 > -0.2070207
## PC63 > 0.1249821
## PC84 > 0.1600173
## -> class 2\|2 [0.969]
##
## Rule 14/198: (30.3, lift 11.2)
## PC1 > -0.430681
## PC2 <= -1.778828
## PC15 > -0.5942436
## PC33 <= 0.2025447
## PC71 <= -0.8529861
## -> class 2\|2 [0.969]
##
## Rule 14/199: (26.1, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC7 > 0.9057131
## PC8 <= -0.2273773
## PC55 > -0.7737864
## -> class 2\|2 [0.964]
##
## Rule 14/200: (25.9, lift 11.1)
## PC1 <= -0.430681
## PC2 <= -1.984374
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC11 > 2.209999
## PC22 <= 1.262926
## PC26 <= 2.163954
## PC40 > -0.8524686
## PC46 > -0.5355112
## PC48 > -0.3538978
## PC55 > -0.7737864
## PC68 > -1.312514
## -> class 2\|2 [0.964]
##
## Rule 14/201: (367.4/13.4, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC3 > -1.661317
## PC6 <= 6.94979
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC19 > -3.430161
## PC32 <= 1.917393
## PC57 <= -0.07739355
## PC60 <= -0.03329378
## PC64 > -0.1138732
## -> class 2\|2 [0.961]
##
## Rule 14/202: (23.8, lift 11.1)
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC57 <= -0.07739355
## PC59 > -0.200079
## PC60 > -0.03329378
## PC62 > 0.5162581
## PC100 <= 3.246085
## -> class 2\|2 [0.961]
##
## Rule 14/203: (66/1.7, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.038494
## PC8 <= 2.291764
## PC20 > 0.1833078
## PC26 <= 2.148885
## PC32 <= 1.055421
## PC72 > -0.1949816
## PC77 <= -0.04017303
## -> class 2\|2 [0.960]
##
## Rule 14/204: (21.3, lift 11.0)
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC22 <= 1.262926
## PC35 <= -3.07226
## PC78 <= 1.0271
## PC99 <= 1.238568
## -> class 2\|2 [0.957]
##
## Rule 14/205: (31/0.5, lift 11.0)
## PC1 <= -0.430681
## PC2 <= -1.984374
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC26 <= 2.163954
## PC35 <= 0.7572067
## PC46 > -0.5355112
## PC57 > -0.07739355
## PC80 > 0.6240273
## PC100 <= 3.246085
## -> class 2\|2 [0.955]
##
## Rule 14/206: (27.8/0.7, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC22 > 0.8115309
## PC22 <= 1.262926
## PC29 <= 0.2790949
## PC55 > -0.7737864
## PC57 > -0.07739355
## PC65 <= 0.9277187
## PC99 <= 1.238568
## -> class 2\|2 [0.942]
##
## Rule 14/207: (50.9/2.2, lift 10.8)
## PC2 <= -1.984374
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC18 <= -0.0829753
## PC19 > -3.430161
## PC29 <= 0.2790949
## PC35 <= 0.7572067
## PC46 > -0.5355112
## PC48 > -0.3538978
## PC57 > -0.07739355
## -> class 2\|2 [0.940]
##
## Rule 14/208: (237.4/14.9, lift 10.8)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC5 <= 1.610816
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC20 > -0.2070207
## PC32 <= 1.055421
## PC37 <= 0.3289786
## PC63 > 0.1249821
## PC84 <= 0.1600173
## -> class 2\|2 [0.934]
##
## Rule 14/209: (54.3/3.1, lift 10.7)
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC22 <= 1.262926
## PC35 <= 0.7572067
## PC65 <= 0.9277187
## PC78 > 1.0271
## PC99 <= 1.238568
## -> class 2\|2 [0.927]
##
## Rule 14/210: (34.1/1.7, lift 10.7)
## PC1 <= -0.430681
## PC6 > -3.280354
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC31 > 1.34796
## PC32 <= 1.055421
## PC43 <= 0.8205902
## PC59 > -0.5726308
## PC69 <= 0.2370454
## PC85 > -1.763819
## -> class 2\|2 [0.926]
##
## Rule 14/211: (10.5, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC32 <= 1.055421
## PC37 > 0.5893441
## PC63 <= 0.1249821
## PC69 <= 0.2370454
## -> class 2\|2 [0.920]
##
## Rule 14/212: (9.3, lift 10.5)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.231518
## PC8 > -0.3336635
## PC12 > 0.02317866
## PC98 > 0.418293
## -> class 2\|2 [0.912]
##
## Rule 14/213: (99.5/10, lift 10.3)
## PC1 <= -0.430681
## PC2 <= -1.984374
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC18 > -0.0829753
## PC22 <= 1.262926
## PC26 <= 2.163954
## PC35 <= 0.7572067
## PC41 > 0.5989982
## PC46 > -0.5355112
## PC48 > -0.3538978
## PC65 <= 0.9277187
## PC68 > -1.312514
## -> class 2\|2 [0.891]
##
## Rule 14/214: (6.8, lift 10.2)
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC35 <= 0.7572067
## PC48 > -0.3538978
## PC48 <= -0.3529537
## -> class 2\|2 [0.887]
##
## Rule 14/215: (32.7/3.2, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC14 > -0.05901208
## PC22 <= 1.262926
## PC29 > 0.2790949
## -> class 2\|2 [0.880]
##
## Rule 14/216: (21.5/2.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC18 > -0.0829753
## PC46 > -0.5355112
## PC48 > -0.3538978
## PC54 > 1.343285
## -> class 2\|2 [0.861]
##
## Rule 14/217: (29.1/3.7, lift 9.8)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC9 <= -2.83212
## PC32 <= 1.055421
## PC44 <= 0.6155598
## -> class 2\|2 [0.849]
##
## Rule 14/218: (27.6/3.6, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC32 <= 1.055421
## PC43 <= 0.8205902
## PC63 <= 0.1249821
## PC70 > 0.2355512
## -> class 2\|2 [0.845]
##
## Rule 14/219: (35.4/6.4, lift 9.3)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC30 > 0.1059517
## PC70 > 0.1109551
## PC76 <= 0.28778
## -> class 2\|2 [0.803]
##
## Rule 14/220: (65.7/23.2, lift 7.4)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC6 > -3.280354
## PC8 > -0.2273773
## PC8 <= 1.038494
## PC32 <= 1.055421
## PC69 > 0.2370454
## PC85 > -1.763819
## -> class 2\|2 [0.643]
##
## Rule 14/221: (9305.6/7612.6, lift 2.1)
## PC1 <= -0.1217223
## PC2 <= 2.231518
## -> class 2\|2 [0.182]
##
## Rule 14/222: (14234.2/12605.5, lift 1.3)
## PC1 <= -0.430681
## -> class 2\|2 [0.114]
##
## Rule 14/223: (198.5, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -2.39021
## PC36 <= 1.237872
## PC44 <= 2.923087
## PC70 > 0.1109551
## PC76 > 0.28778
## PC84 > -0.3684709
## -> class 2\|3 [0.995]
##
## Rule 14/224: (211.1/1, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -1.787465
## PC28 <= 0.08862754
## PC70 <= 0.1109551
## PC96 > 0.290455
## -> class 2\|3 [0.991]
##
## Rule 14/225: (107.7, lift 8.4)
## PC1 <= -0.430681
## PC2 <= -1.984374
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC26 <= 2.163954
## PC43 > -1.512464
## PC48 <= -0.3538978
## PC57 > -0.07739355
## PC78 <= 1.0271
## PC88 <= 0.5616017
## -> class 2\|3 [0.991]
##
## Rule 14/226: (327.1/2.2, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -2.39021
## PC30 <= 0.1059517
## PC36 <= 1.237872
## PC44 <= 2.923087
## PC58 <= 0.8693962
## PC70 > 0.1109551
## -> class 2\|3 [0.990]
##
## Rule 14/227: (95.8, lift 8.4)
## PC2 <= 2.231518
## PC8 <= -2.525567
## PC19 > -3.430161
## PC20 <= 0.6225557
## PC21 <= 0.6625059
## PC41 <= 0.04395736
## PC44 <= 0.8522799
## PC70 <= 0.1109551
## PC88 > 0.1698803
## -> class 2\|3 [0.990]
##
## Rule 14/228: (80.5, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -3.430161
## PC20 <= 0.6225557
## PC22 <= -1.679727
## PC92 <= 0.1659765
## -> class 2\|3 [0.988]
##
## Rule 14/229: (107.3/0.3, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC20 <= 0.6225557
## PC42 <= -0.5275282
## PC44 <= 0.8522799
## -> class 2\|3 [0.988]
##
## Rule 14/230: (141.2/0.9, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -3.430161
## PC21 <= 0.6625059
## PC44 <= 0.8522799
## PC49 > 0.08113985
## PC92 <= 0.1659765
## -> class 2\|3 [0.987]
##
## Rule 14/231: (53.7, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -3.430161
## PC22 <= -1.144513
## PC44 > 0.8522799
## -> class 2\|3 [0.982]
##
## Rule 14/232: (107.2/1, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -3.430161
## PC21 <= 0.6625059
## PC22 > -1.679727
## PC44 <= 0.8522799
## PC61 <= -0.3598806
## PC70 <= 0.1109551
## PC88 <= 0.1698803
## -> class 2\|3 [0.982]
##
## Rule 14/233: (62.2/0.2, lift 8.3)
## PC1 > -0.1217223
## PC2 <= 2.231518
## PC10 <= -0.7928229
## PC16 <= 2.327776
## PC19 > -1.521262
## PC57 <= 0.02494162
## PC78 > -0.5036948
## -> class 2\|3 [0.981]
##
## Rule 14/234: (38.9, lift 8.3)
## PC2 <= 2.231518
## PC8 <= -2.525567
## PC20 <= 0.6225557
## PC42 > -0.5275282
## PC44 <= 0.8522799
## PC49 <= 0.08113985
## PC53 > -0.1742194
## PC61 > -0.3598806
## PC93 > 0.4503979
## -> class 2\|3 [0.976]
##
## Rule 14/235: (35.7, lift 8.3)
## PC1 <= -0.430681
## PC6 > 6.94979
## PC8 <= -0.2273773
## -> class 2\|3 [0.973]
##
## Rule 14/236: (34.1, lift 8.3)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC21 <= 0.6625059
## PC52 <= -0.2156004
## PC88 <= 0.1698803
## -> class 2\|3 [0.972]
##
## Rule 14/237: (89.2/1.7, lift 8.3)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -3.430161
## PC21 <= 0.6625059
## PC35 <= 0.1444674
## PC44 <= 0.8522799
## PC53 > -0.1742194
## PC70 <= 0.1109551
## -> class 2\|3 [0.970]
##
## Rule 14/238: (102.4/2.9, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC19 > -3.430161
## PC57 <= -0.07739355
## PC59 > -0.200079
## PC60 > -0.03329378
## PC62 <= 0.5162581
## -> class 2\|3 [0.963]
##
## Rule 14/239: (25.2, lift 8.2)
## PC13 > 0.2620366
## PC19 <= -3.430161
## PC94 > 0.4008971
## -> class 2\|3 [0.963]
##
## Rule 14/240: (138.7/4.4, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -3.430161
## PC21 <= 0.6625059
## PC85 <= -0.4878342
## PC88 <= 0.1698803
## PC93 <= 0.4503979
## -> class 2\|3 [0.961]
##
## Rule 14/241: (137.2/4.4, lift 8.2)
## PC2 <= 2.231518
## PC8 <= -2.525567
## PC12 <= -0.8050653
## PC19 > -3.430161
## PC20 <= 0.6225557
## PC21 <= 0.6625059
## PC44 <= 0.8522799
## PC92 <= 0.1659765
## -> class 2\|3 [0.961]
##
## Rule 14/242: (21.2, lift 8.1)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.231518
## PC8 <= -0.3336635
## PC43 <= -0.145642
## -> class 2\|3 [0.957]
##
## Rule 14/243: (16.5, lift 8.0)
## PC1 > -0.430681
## PC2 <= -1.778828
## PC15 <= -0.5942436
## PC21 <= 0.9767466
## PC71 <= -0.8529861
## -> class 2\|3 [0.946]
##
## Rule 14/244: (193.9/9.6, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 > -3.430161
## PC20 <= 0.6225557
## PC21 <= 0.6625059
## PC40 <= 0.5328744
## PC44 <= 0.8522799
## PC53 <= -0.1742194
## PC70 <= 0.1109551
## PC96 <= 0.290455
## -> class 2\|3 [0.946]
##
## Rule 14/245: (15.2, lift 8.0)
## PC1 > -0.1217223
## PC2 <= 2.231518
## PC10 <= -0.7928229
## PC27 <= 0.1035287
## -> class 2\|3 [0.942]
##
## Rule 14/246: (56.2/2.5, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC17 > 0.9261561
## PC19 > -3.430161
## -> class 2\|3 [0.940]
##
## Rule 14/247: (28.7/1.8, lift 7.7)
## PC1 <= -0.430681
## PC19 <= -3.430161
## PC33 > 0.3340787
## -> class 2\|3 [0.909]
##
## Rule 14/248: (57.8/6.9, lift 7.4)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC20 > 0.6225557
## PC64 <= -0.3519178
## -> class 2\|3 [0.868]
##
## Rule 14/249: (24.3/3.7, lift 7.0)
## PC1 <= -0.430681
## PC2 > -2.447092
## PC8 <= -0.2273773
## PC19 <= -3.430161
## -> class 2\|3 [0.820]
##
## Rule 14/250: (43.2/7.6, lift 6.9)
## PC1 <= -0.430681
## PC8 <= -0.2273773
## PC19 <= -3.430161
## PC46 > 0.6215925
## -> class 2\|3 [0.810]
##
## Rule 14/251: (159.8/30.5, lift 6.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 <= 2.291764
## PC85 <= -1.763819
## -> class 2\|3 [0.806]
##
## Rule 14/252: (58/10.7, lift 6.8)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC3 > -1.661317
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC43 > -0.570988
## PC57 <= -0.07739355
## PC59 > -0.200079
## PC64 <= -0.1138732
## -> class 2\|3 [0.804]
##
## Rule 14/253: (44/10.1, lift 6.5)
## PC1 > -0.1217223
## PC3 <= 0.2923115
## PC6 > -1.598224
## PC15 > -3.145281
## PC16 > -0.07729314
## PC19 > -1.694885
## PC21 <= 0.9767466
## PC71 > -0.8529861
## -> class 2\|3 [0.759]
##
## Rule 14/254: (1143.9/382, lift 5.7)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC19 > -3.430161
## PC22 <= 1.262926
## PC43 > -1.512464
## PC57 > -0.07739355
## PC68 > -1.312514
## PC99 <= 1.238568
## -> class 2\|3 [0.666]
##
## Rule 14/255: (28.2/9.7, lift 5.5)
## PC1 > -0.1217223
## PC1 <= 8.935013
## PC2 <= 2.231518
## PC6 <= -1.598224
## PC15 > -3.145281
## PC21 <= 0.9767466
## PC71 > -0.8529861
## -> class 2\|3 [0.644]
##
## Rule 14/256: (39.3/17.2, lift 4.8)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC6 <= -3.280354
## PC8 > -0.2273773
## PC85 > -1.763819
## -> class 2\|3 [0.558]
##
## Rule 14/257: (957.5, lift 11.4)
## PC1 <= -0.430681
## PC2 <= -2.447092
## PC8 <= -0.2273773
## PC19 <= -3.430161
## PC20 <= 0.6182159
## PC46 <= 0.6215925
## PC94 <= 0.4008971
## -> class 2\|4 [0.999]
##
## Rule 14/258: (593.6/5.7, lift 11.3)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC21 > 0.6625059
## PC44 <= 0.8522799
## PC70 <= 0.1109551
## PC81 > -0.5734908
## PC96 <= 0.290455
## -> class 2\|4 [0.989]
##
## Rule 14/259: (475.4/4.6, lift 11.3)
## PC2 <= -2.447092
## PC8 <= -0.2273773
## PC13 <= 0.2620366
## PC19 <= -3.430161
## PC20 <= 0.6182159
## PC33 <= 0.3340787
## PC46 <= 0.6215925
## -> class 2\|4 [0.988]
##
## Rule 14/260: (219.4/2.4, lift 11.2)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC22 > -1.144513
## PC44 > 0.8522799
## PC70 <= 0.1109551
## PC96 <= 0.290455
## -> class 2\|4 [0.985]
##
## Rule 14/261: (50.6/0.7, lift 11.1)
## PC1 > -0.1217223
## PC10 <= -0.7928229
## PC19 > -1.521262
## PC27 > 0.1035287
## PC57 > 0.02494162
## -> class 2\|4 [0.969]
##
## Rule 14/262: (24.2, lift 11.0)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC19 <= -1.787465
## PC96 > 0.290455
## -> class 2\|4 [0.962]
##
## Rule 14/263: (111.9/4.5, lift 10.9)
## PC1 <= -0.430681
## PC8 <= -2.525567
## PC40 > 0.5328744
## PC53 <= -0.1742194
## PC70 <= 0.1109551
## PC96 <= 0.290455
## -> class 2\|4 [0.952]
##
## Rule 14/264: (18.1, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC19 <= -0.02538558
## PC22 > 1.262926
## PC54 > -2.285619
## PC57 > -0.07739355
## -> class 2\|4 [0.950]
##
## Rule 14/265: (48.5/4, lift 10.3)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.231518
## PC8 <= -0.3336635
## PC18 > -0.2446704
## PC41 <= 0.9981751
## PC43 > -0.145642
## -> class 2\|4 [0.902]
##
## Rule 14/266: (386.5/50.9, lift 9.9)
## PC8 <= -2.525567
## PC12 > -0.8050653
## PC17 <= 0.9261561
## PC19 > -3.430161
## PC22 > -1.679727
## PC35 > 0.1444674
## PC42 > -0.5275282
## PC49 <= 0.08113985
## PC52 > -0.2156004
## PC53 > -0.1742194
## PC61 > -0.3598806
## PC70 <= 0.1109551
## PC85 > -0.4878342
## PC88 <= 0.1698803
## PC92 <= 0.1659765
## PC93 <= 0.4503979
## PC96 <= 0.290455
## -> class 2\|4 [0.866]
##
## Rule 14/267: (21.9/2.7, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC14 <= -0.05901208
## PC29 > 0.2790949
## PC49 <= 0.1124635
## PC57 > -0.07739355
## PC99 <= 1.238568
## -> class 2\|4 [0.847]
##
## Rule 14/268: (51.1/8.8, lift 9.3)
## PC2 <= 2.231518
## PC10 <= -0.7928229
## PC19 > -1.521262
## PC78 <= -0.5036948
## -> class 2\|4 [0.815]
##
## Rule 14/269: (14.6/2.1, lift 9.3)
## PC2 <= 2.231518
## PC8 > -2.525567
## PC8 <= -0.2273773
## PC27 > -0.127401
## PC29 <= 0.2790949
## PC43 > -1.512464
## PC57 > -0.07739355
## PC65 > 0.9277187
## PC99 <= 1.238568
## -> class 2\|4 [0.811]
##
## Rule 14/270: (1866.5/897.1, lift 5.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC57 <= -0.07739355
## -> class 2\|4 [0.519]
##
## Default class: 2\|3
##
## ----- Trial 15: -----
##
## Rules:
##
## Rule 15/1: (140.4, lift 16.7)
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC18 > 0.744539
## PC18 <= 5.394038
## PC19 <= 0.01214404
## PC24 <= -2.6116
## PC36 <= 1.459049
## PC43 <= 1.056457
## PC80 <= 0.5318033
## PC91 > -1.533481
## PC97 <= 0.418538
## -> class 0\|0 [0.993]
##
## Rule 15/2: (161.3/0.7, lift 16.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC12 <= 2.091055
## PC17 > -0.4170254
## PC18 <= 5.394038
## PC28 <= 3.353422
## PC41 <= 0.1727836
## PC43 <= 1.056457
## PC48 > 0.42627
## PC80 <= 0.5318033
## PC91 > -1.533481
## PC97 <= 0.418538
## -> class 0\|0 [0.990]
##
## Rule 15/3: (147/0.6, lift 16.6)
## PC3 > -4.3432
## PC17 > -0.4170254
## PC18 > 0.744539
## PC32 > 0.5054852
## PC41 > -0.1744425
## PC65 <= 0.04926013
## PC74 > -0.4519677
## PC80 <= 0.5318033
## PC97 <= 0.418538
## -> class 0\|0 [0.989]
##
## Rule 15/4: (88, lift 16.6)
## PC3 > -4.3432
## PC17 > -0.4170254
## PC19 <= -0.004989922
## PC35 <= 0.435915
## PC40 > 2.541167
## PC97 <= 0.418538
## -> class 0\|0 [0.989]
##
## Rule 15/5: (82.2, lift 16.6)
## PC3 > -4.3432
## PC5 <= 1.913384
## PC17 > -0.4170254
## PC17 <= 4.212963
## PC18 > 0.744539
## PC19 <= -0.004989922
## PC34 > -2.237123
## PC41 > -0.1744425
## PC41 <= 0.1727836
## PC60 > 0.3700858
## PC80 <= 0.5318033
## PC97 <= 0.418538
## -> class 0\|0 [0.988]
##
## Rule 15/6: (126/0.9, lift 16.5)
## PC5 <= 1.913384
## PC13 <= 6.717022
## PC17 <= 4.212963
## PC18 > 0.744539
## PC20 > -3.556
## PC25 <= 1.076158
## PC29 > 1.34271
## PC31 > -0.3156989
## PC35 <= 0.435915
## PC41 > -0.1744425
## PC91 <= 2.661525
## PC97 <= 0.418538
## -> class 0\|0 [0.985]
##
## Rule 15/7: (64.4, lift 16.5)
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC18 > 0.744539
## PC19 <= 0.01214404
## PC25 <= 1.076158
## PC85 <= 2.546556
## PC91 <= 2.661525
## PC99 <= -1.489295
## -> class 0\|0 [0.984]
##
## Rule 15/8: (62.3, lift 16.5)
## PC3 <= 1.640775
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC17 > -0.4170254
## PC18 > 0.744539
## PC19 <= 0.01214404
## PC71 <= -0.9276869
## PC91 <= 2.661525
## -> class 0\|0 [0.984]
##
## Rule 15/9: (41.9, lift 16.4)
## PC2 > 2.231518
## PC9 > 0.4126813
## PC18 > 0.744539
## PC35 > 0.435915
## -> class 0\|0 [0.977]
##
## Rule 15/10: (38, lift 16.4)
## PC2 > 2.231518
## PC13 <= 6.717022
## PC18 > 0.744539
## PC25 <= 1.076158
## PC28 <= 3.353422
## PC91 <= 2.661525
## PC100 <= -1.469016
## -> class 0\|0 [0.975]
##
## Rule 15/11: (97.9/1.7, lift 16.3)
## PC3 > -4.3432
## PC13 <= 6.717022
## PC17 > -0.264261
## PC18 > 0.744539
## PC19 <= -0.004989922
## PC26 > -0.3701021
## PC28 <= 3.353422
## PC31 > -0.3156989
## PC35 <= 0.435915
## PC41 > -0.1744425
## PC41 <= 0.1727836
## PC43 > -1.095743
## PC58 > -1.056326
## PC69 > 0.3040932
## PC74 > -0.4519677
## PC97 <= 0.418538
## -> class 0\|0 [0.973]
##
## Rule 15/12: (100.3/2, lift 16.3)
## PC3 > -4.3432
## PC13 <= 6.717022
## PC18 > 0.744539
## PC20 > -3.556
## PC20 <= -2.551296
## PC26 > -0.3701021
## PC35 <= 0.435915
## PC43 > -1.095743
## PC58 > -1.056326
## PC65 <= 0.04926013
## PC97 <= 0.418538
## -> class 0\|0 [0.971]
##
## Rule 15/13: (145.5/3.4, lift 16.3)
## PC3 > -4.3432
## PC5 <= 1.913384
## PC14 > -0.3755859
## PC14 <= 1.985141
## PC17 > -0.4170254
## PC18 > 0.744539
## PC24 <= 3.740935
## PC26 > -0.3701021
## PC31 > -0.3156989
## PC34 > -2.237123
## PC39 > -0.9146116
## PC41 > -0.1744425
## PC41 <= 0.1727836
## PC48 <= 0.4054666
## PC53 <= 1.583342
## PC58 > -1.056326
## PC60 <= 0.3700858
## PC61 <= 0.06587801
## PC69 <= 0.3040932
## PC72 <= 0.1264477
## PC73 <= 0.7177625
## PC80 <= 0.5318033
## PC89 <= 0.1976095
## PC97 <= 0.418538
## PC99 <= 0.8028091
## -> class 0\|0 [0.970]
##
## Rule 15/14: (43.3/0.7, lift 16.2)
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC17 > -0.4170254
## PC18 > 0.744539
## PC34 > -2.237123
## PC57 > 1.447131
## PC91 > -1.533481
## PC91 <= 2.661525
## PC97 > 0.418538
## -> class 0\|0 [0.963]
##
## Rule 15/15: (40/0.8, lift 16.1)
## PC4 <= 9.039344
## PC18 > 0.744539
## PC19 <= 0.01214404
## PC25 <= 1.076158
## PC34 > -2.237123
## PC35 > 0.435915
## PC39 > 0.9139135
## -> class 0\|0 [0.958]
##
## Rule 15/16: (78.9/2.9, lift 16.0)
## PC13 <= 6.717022
## PC17 > 4.212963
## PC18 > 0.744539
## PC25 <= 1.076158
## PC85 <= 2.546556
## -> class 0\|0 [0.952]
##
## Rule 15/17: (15.4/0.1, lift 15.7)
## PC2 > 2.231518
## PC4 <= 9.039344
## PC17 <= -0.4170254
## PC18 > 0.744539
## PC45 <= -1.18586
## PC85 <= 2.546556
## -> class 0\|0 [0.935]
##
## Rule 15/18: (8.3, lift 15.2)
## PC13 > 6.717022
## PC18 > 3.528055
## PC20 > -3.954047
## PC31 > 0.1783828
## PC51 > -2.976097
## -> class 0\|0 [0.903]
##
## Rule 15/19: (63.2/6.3, lift 14.9)
## PC18 > 3.528055
## PC20 > -3.954047
## PC52 <= 3.547627
## PC55 > 0.4760992
## -> class 0\|0 [0.888]
##
## Rule 15/20: (3.8, lift 13.9)
## PC18 > 0.744539
## PC34 > -2.237123
## PC34 <= -2.206002
## PC91 <= 2.661525
## PC97 > 0.418538
## -> class 0\|0 [0.827]
##
## Rule 15/21: (24.3/3.9, lift 13.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= -0.3535447
## PC18 <= 0.744539
## PC46 <= -1.318277
## -> class 0\|0 [0.814]
##
## Rule 15/22: (88.6, lift 13.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC17 > -0.4170254
## PC18 > 0.744539
## PC24 > -2.6116
## PC28 <= 3.353422
## PC32 <= 0.5054852
## PC34 > -2.237123
## PC48 <= 0.42627
## PC58 <= -1.056326
## PC71 > -0.9276869
## PC85 <= 2.546556
## -> class 0\|1 [0.989]
##
## Rule 15/23: (89.6, lift 13.1)
## PC2 > 2.231518
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC15 > -0.6734367
## PC18 > 0.744539
## PC20 > -2.551296
## PC24 > -2.6116
## PC32 <= 0.5054852
## PC43 <= 1.056457
## PC61 > 0.06587801
## PC74 > -0.4519677
## -> class 0\|1 [0.989]
##
## Rule 15/24: (83.2, lift 13.1)
## PC3 <= -4.3432
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC18 > 0.744539
## PC24 > -2.6116
## PC25 <= 1.076158
## PC29 <= 1.34271
## PC48 <= 0.42627
## PC71 > -0.9276869
## PC85 <= 2.546556
## PC91 <= 2.661525
## -> class 0\|1 [0.988]
##
## Rule 15/25: (89.3/0.4, lift 13.1)
## PC2 > 2.231518
## PC9 <= 0.4126813
## PC13 <= 6.717022
## PC17 > -0.264261
## PC19 <= 0.01214404
## PC25 <= 1.076158
## PC35 > 0.435915
## PC39 <= 0.9139135
## PC71 > -0.9276869
## -> class 0\|1 [0.985]
##
## Rule 15/26: (50.9, lift 13.0)
## PC3 <= 1.640775
## PC6 <= 0.1706467
## PC9 <= 0.6882612
## PC10 <= -2.314371
## PC16 <= 0.332898
## PC18 > -1.262996
## PC18 <= 0.744539
## PC30 <= -0.02898264
## PC46 > -1.318277
## PC81 > -0.3131306
## -> class 0\|1 [0.981]
##
## Rule 15/27: (58.3/0.2, lift 13.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 > -0.6734367
## PC18 > 0.744539
## PC25 <= 1.076158
## PC31 <= -0.3156989
## PC39 <= 1.947383
## PC100 > -1.469016
## -> class 0\|1 [0.980]
##
## Rule 15/28: (71.3/0.7, lift 12.9)
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC17 > -0.4170254
## PC18 > 0.744539
## PC29 <= 1.34271
## PC41 > -0.1744425
## PC43 <= 1.056457
## PC74 <= -0.4519677
## PC97 <= 0.418538
## PC99 > -1.489295
## PC100 > -1.469016
## -> class 0\|1 [0.977]
##
## Rule 15/29: (42, lift 13.0)
## PC2 > 2.231518
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC15 > -0.6734367
## PC17 > -0.4170254
## PC17 <= 4.212963
## PC24 > -2.6116
## PC29 <= 1.34271
## PC39 <= -0.9146116
## PC48 <= 0.42627
## PC69 <= 0.3040932
## PC71 > -0.9276869
## PC100 > -1.469016
## -> class 0\|1 [0.977]
##
## Rule 15/30: (40.1, lift 12.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.9524999
## PC18 > -1.262996
## PC18 <= 0.744539
## PC46 > -1.318277
## -> class 0\|1 [0.976]
##
## Rule 15/31: (39.8, lift 12.9)
## PC18 > 0.744539
## PC20 > -2.551296
## PC24 > -2.6116
## PC32 <= 0.5054852
## PC43 <= 1.056457
## PC73 > 0.7177625
## PC89 <= 0.1976095
## PC91 <= 2.661525
## PC97 <= 0.418538
## PC99 > -1.489295
## PC100 > -1.469016
## -> class 0\|1 [0.976]
##
## Rule 15/32: (69.8/0.8, lift 12.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 > -0.3535447
## PC18 <= 0.744539
## PC46 <= -1.318277
## PC53 <= 0.1520967
## -> class 0\|1 [0.975]
##
## Rule 15/33: (38.6, lift 12.9)
## PC2 > 2.231518
## PC18 <= 0.744539
## PC46 > -1.318277
## PC67 > -0.454017
## PC78 > 2.983765
## PC79 > -0.2976363
## -> class 0\|1 [0.974]
##
## Rule 15/34: (127.6/2.5, lift 12.9)
## PC3 <= 1.640775
## PC5 <= 1.913384
## PC13 <= 6.717022
## PC18 > 0.744539
## PC20 > -2.551296
## PC24 > -2.6116
## PC26 > -0.3701021
## PC43 > -1.095743
## PC48 <= 0.42627
## PC61 <= 0.06587801
## PC69 <= 0.3040932
## PC89 > 0.1976095
## -> class 0\|1 [0.973]
##
## Rule 15/35: (94/1.9, lift 12.8)
## PC13 <= 6.717022
## PC15 > -0.6734367
## PC17 > -0.4170254
## PC18 > 0.744539
## PC19 <= 0.01214404
## PC34 <= -2.237123
## PC39 <= 1.947383
## PC71 > -0.9276869
## PC85 <= 2.546556
## PC99 > -1.489295
## PC100 > -1.469016
## -> class 0\|1 [0.969]
##
## Rule 15/36: (30.1, lift 12.8)
## PC2 > 2.231518
## PC4 <= 9.039344
## PC14 <= -0.3755859
## PC15 > -0.6734367
## PC18 > 0.744539
## PC20 > -2.551296
## PC39 <= 1.947383
## PC61 <= 0.06587801
## PC89 <= 0.1976095
## PC100 > -1.469016
## -> class 0\|1 [0.969]
##
## Rule 15/37: (158.4/3.9, lift 12.8)
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC17 > -0.4170254
## PC17 <= 4.212963
## PC18 > 0.744539
## PC19 <= 0.01214404
## PC22 <= 1.502633
## PC34 > -2.206002
## PC57 <= 1.447131
## PC71 > -0.9276869
## PC85 <= 2.546556
## PC97 > 0.418538
## PC99 > -1.489295
## -> class 0\|1 [0.969]
##
## Rule 15/38: (97.5/2.3, lift 12.8)
## PC6 <= 0.1706467
## PC10 <= -2.314371
## PC18 > -1.262996
## PC18 <= 0.744539
## PC30 > -0.02898264
## PC46 > -1.318277
## -> class 0\|1 [0.967]
##
## Rule 15/39: (66.2/1.5, lift 12.8)
## PC10 <= -2.314371
## PC16 > 0.332898
## PC18 > -1.262996
## PC18 <= 0.744539
## PC60 <= -0.4183349
## -> class 0\|1 [0.964]
##
## Rule 15/40: (30.5/0.2, lift 12.8)
## PC2 > 2.231518
## PC13 <= 6.717022
## PC14 > 1.985141
## PC18 > 0.744539
## PC32 <= 0.5054852
## PC69 <= 0.3040932
## PC100 > -1.469016
## -> class 0\|1 [0.964]
##
## Rule 15/41: (24.5, lift 12.8)
## PC3 <= 1.640775
## PC4 <= 9.039344
## PC17 > -0.4170254
## PC17 <= -0.264261
## PC18 > 0.744539
## PC19 <= 0.01214404
## PC28 <= 3.353422
## PC97 <= 0.418538
## -> class 0\|1 [0.962]
##
## Rule 15/42: (42.7/0.7, lift 12.7)
## PC2 > 2.231518
## PC18 > 0.744539
## PC29 <= 1.34271
## PC32 <= 0.5054852
## PC40 <= 2.541167
## PC43 <= -1.095743
## PC48 <= 0.42627
## -> class 0\|1 [0.961]
##
## Rule 15/43: (44.4/0.9, lift 12.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC17 > -0.264261
## PC17 <= 4.212963
## PC28 <= 3.353422
## PC29 <= 1.34271
## PC41 > 0.1727836
## PC85 <= 2.546556
## PC99 > -1.489295
## -> class 0\|1 [0.960]
##
## Rule 15/44: (86.4/2.5, lift 12.7)
## PC2 > 2.231518
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC15 > -0.6734367
## PC18 > 0.744539
## PC91 > 2.661525
## -> class 0\|1 [0.960]
##
## Rule 15/45: (33.8/0.5, lift 12.7)
## PC2 > 2.231518
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC18 > 0.744539
## PC28 <= 3.353422
## PC39 <= 1.947383
## PC71 > -0.9276869
## PC91 <= -1.533481
## PC99 > -1.489295
## -> class 0\|1 [0.959]
##
## Rule 15/46: (87.4/2.8, lift 12.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC18 > 0.744539
## PC24 > -2.6116
## PC29 <= 1.34271
## PC40 <= 2.541167
## PC60 <= 0.3700858
## PC65 > 0.04926013
## PC80 <= 0.5318033
## PC97 <= 0.418538
## PC99 > -1.489295
## PC100 > -1.469016
## -> class 0\|1 [0.958]
##
## Rule 15/47: (68.3/2, lift 12.7)
## PC13 <= 6.717022
## PC17 > 0.204015
## PC18 > 0.744539
## PC25 > 1.076158
## PC28 <= 3.353422
## -> class 0\|1 [0.957]
##
## Rule 15/48: (18.2, lift 12.6)
## PC4 <= 9.039344
## PC17 > -0.4170254
## PC18 > 0.744539
## PC19 > -0.004989922
## PC19 <= 0.01214404
## PC97 <= 0.418538
## PC99 > -1.489295
## -> class 0\|1 [0.951]
##
## Rule 15/49: (58.4/2, lift 12.6)
## PC13 > 6.717022
## PC18 > 3.528055
## PC20 > -3.954047
## PC31 <= 0.1783828
## PC52 <= 3.547627
## PC55 <= 0.4760992
## -> class 0\|1 [0.950]
##
## Rule 15/50: (45.6/1.8, lift 12.5)
## PC2 > 2.231518
## PC13 <= 6.717022
## PC15 > -0.6734367
## PC18 > 0.744539
## PC24 > -2.6116
## PC26 <= -0.3701021
## PC32 <= 0.5054852
## PC39 <= 1.947383
## PC48 <= 0.42627
## -> class 0\|1 [0.941]
##
## Rule 15/51: (14.2, lift 12.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC43 <= -1.939943
## PC46 > -1.318277
## PC50 > 1.036312
## PC58 <= 4.240503
## PC78 <= 2.983765
## -> class 0\|1 [0.938]
##
## Rule 15/52: (45.1/1.9, lift 12.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 > -1.401128
## PC12 <= -0.2440581
## PC18 > -1.262996
## PC18 <= 0.744539
## PC20 > -4.727367
## PC32 > 0.4880711
## PC53 <= 4.701179
## -> class 0\|1 [0.938]
##
## Rule 15/53: (12.8, lift 12.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 > -0.3535447
## PC35 > 0.2064011
## PC46 <= -1.318277
## -> class 0\|1 [0.932]
##
## Rule 15/54: (48.9/2.5, lift 12.4)
## PC10 <= -2.314371
## PC16 > 0.332898
## PC17 <= -0.3321014
## PC18 > -1.262996
## PC88 <= -0.4453122
## -> class 0\|1 [0.932]
##
## Rule 15/55: (92.5/6.8, lift 12.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC17 <= -0.4170254
## PC18 > 0.744539
## PC22 > -0.05922873
## PC28 <= 3.353422
## PC45 > -1.18586
## -> class 0\|1 [0.917]
##
## Rule 15/56: (76.1/5.5, lift 12.1)
## PC3 <= 1.640775
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC18 > 0.744539
## PC19 <= 0.01214404
## PC71 > -0.9276869
## PC80 > 0.5318033
## PC91 > -1.533481
## PC91 <= 2.661525
## PC99 > -1.489295
## -> class 0\|1 [0.917]
##
## Rule 15/57: (30.8/1.8, lift 12.1)
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC17 <= 4.212963
## PC18 > 0.744539
## PC20 <= -3.556
## PC39 <= 1.947383
## PC71 > -0.9276869
## PC84 > -2.63774
## -> class 0\|1 [0.915]
##
## Rule 15/58: (8.6, lift 12.0)
## PC4 <= 9.039344
## PC13 <= 6.717022
## PC18 > 0.744539
## PC24 > 3.740935
## PC39 <= 1.947383
## PC71 > -0.9276869
## -> class 0\|1 [0.906]
##
## Rule 15/59: (7.2, lift 11.8)
## PC3 <= 1.640775
## PC18 > -1.262996
## PC18 <= 0.744539
## PC30 > 3.559118
## PC46 > -1.318277
## -> class 0\|1 [0.891]
##
## Rule 15/60: (13.3/1.5, lift 11.1)
## PC2 > 2.231518
## PC6 <= 0.1706467
## PC16 > 0.332898
## PC18 > -1.262996
## PC30 <= -0.02898264
## PC53 <= -1.515723
## PC60 > -0.4183349
## -> class 0\|1 [0.834]
##
## Rule 15/61: (71.6/11.3, lift 11.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 <= 1.913384
## PC17 > -0.264261
## PC19 <= -0.004989922
## PC25 <= 1.076158
## PC35 <= 0.435915
## PC39 <= 1.947383
## PC41 <= -0.1744425
## PC80 <= 0.5318033
## PC100 > -1.469016
## -> class 0\|1 [0.832]
##
## Rule 15/62: (28.7/5.3, lift 10.6)
## PC10 <= -2.314371
## PC14 > 1.282217
## PC17 <= -0.3321014
## PC18 > -1.262996
## PC30 <= -0.02898264
## -> class 0\|1 [0.797]
##
## Rule 15/63: (61.7/17.2, lift 9.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC15 > -0.6734367
## PC17 > -0.4170254
## PC18 > 0.744539
## PC19 > 0.01214404
## PC28 <= 3.353422
## PC59 > -1.513965
## -> class 0\|1 [0.714]
##
## Rule 15/64: (14.6/6.3, lift 7.4)
## PC13 > 6.717022
## PC18 > 0.744539
## PC18 <= 3.528055
## PC42 <= -1.643953
## PC51 > -2.976097
## -> class 0\|1 [0.560]
##
## Rule 15/65: (17.8/8.5, lift 6.9)
## PC3 <= 1.640775
## PC18 <= -1.262996
## PC58 > 4.240503
## PC78 <= 2.983765
## -> class 0\|1 [0.519]
##
## Rule 15/66: (21.8/10.9, lift 6.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 > 0.1706467
## PC18 > -1.262996
## PC18 <= 0.744539
## -> class 0\|1 [0.501]
##
## Rule 15/67: (79.9, lift 9.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 > -1.081416
## PC13 <= 3.813571
## PC18 <= 0.744539
## PC21 <= -0.9475972
## PC40 > -2.798079
## PC58 <= 4.240503
## -> class 0\|2 [0.988]
##
## Rule 15/68: (55.1, lift 9.2)
## PC4 > 9.305666
## PC18 <= -1.262996
## PC78 <= 2.983765
## -> class 0\|2 [0.982]
##
## Rule 15/69: (32.7, lift 9.1)
## PC13 > 6.717022
## PC51 > -2.976097
## PC52 > 3.547627
## -> class 0\|2 [0.971]
##
## Rule 15/70: (29.1, lift 9.0)
## PC13 <= 3.813571
## PC18 <= -1.262996
## PC45 > 1.455794
## PC46 <= 0.4590452
## PC56 > -0.7286604
## PC74 <= 0.3438647
## PC81 > -1.402737
## PC93 > -0.6529616
## -> class 0\|2 [0.968]
##
## Rule 15/71: (30.7/0.4, lift 9.0)
## PC6 > -1.081416
## PC9 > -0.2558664
## PC18 <= 0.744539
## PC28 > -0.3758624
## PC40 <= 1.263132
## PC43 > -1.939943
## PC46 > -1.318277
## PC46 <= 0.4590452
## PC73 <= 2.029576
## PC88 > 1.571733
## -> class 0\|2 [0.958]
##
## Rule 15/72: (61.5/2, lift 8.9)
## PC9 > -0.2558664
## PC13 <= 2.163376
## PC18 <= -1.262996
## PC28 > -0.3758624
## PC43 > -1.797461
## PC60 <= -0.348541
## PC68 <= 0.3270253
## PC73 <= 2.029576
## PC74 > -0.3057668
## PC92 > -1.72399
## -> class 0\|2 [0.953]
##
## Rule 15/73: (86.5/3.6, lift 8.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC9 > -0.2558664
## PC14 <= 0.4124199
## PC18 <= 0.744539
## PC25 > -0.5109757
## PC28 > -0.3758624
## PC37 > -0.8264961
## PC46 <= 0.4590452
## PC52 > -0.4837434
## PC52 <= 0.7823304
## PC54 > -0.7495726
## PC68 > -0.3643243
## PC74 <= 0.3438647
## PC93 > -0.6529616
## PC99 <= -0.175208
## -> class 0\|2 [0.949]
##
## Rule 15/74: (28.2/0.6, lift 8.8)
## PC6 > -1.081416
## PC18 <= -1.262996
## PC43 > -1.939943
## PC43 <= -1.797461
## PC73 <= 2.029576
## PC75 > -1.710261
## -> class 0\|2 [0.946]
##
## Rule 15/75: (39.7/1.7, lift 8.7)
## PC9 > -0.2558664
## PC13 <= 3.813571
## PC18 <= -1.262996
## PC40 <= 1.263132
## PC46 <= 0.4590452
## PC56 > -0.7286604
## PC60 > -0.348541
## PC81 > -1.402737
## PC81 <= -0.7948375
## PC88 > -1.076625
## PC99 > -0.175208
## -> class 0\|2 [0.936]
##
## Rule 15/76: (34.2/2.4, lift 8.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 > -1.081416
## PC13 <= 2.163376
## PC28 > -0.3758624
## PC36 <= 2.751086
## PC56 > -0.7286604
## PC58 <= 4.240503
## PC74 > 1.682982
## PC75 > -1.710261
## PC78 <= 2.983765
## -> class 0\|2 [0.906]
##
## Rule 15/77: (7.6, lift 8.4)
## PC2 > 2.231518
## PC17 > -0.4170254
## PC91 > 2.661525
## PC100 <= -2.073216
## -> class 0\|2 [0.896]
##
## Rule 15/78: (7762.9/5629.4, lift 2.6)
## PC2 > 2.231518
## -> class 0\|2 [0.275]
##
## Rule 15/79: (116, lift 12.4)
## PC13 > 2.163376
## PC18 <= -1.262996
## PC21 > -0.9475972
## PC28 > -0.3758624
## PC37 > -0.8264961
## PC78 <= 2.983765
## -> class 0\|3 [0.992]
##
## Rule 15/80: (87.6, lift 12.4)
## PC2 > 2.231518
## PC9 > -0.2558664
## PC18 <= -1.262996
## PC59 <= 0.8513168
## PC68 <= -0.3643243
## PC74 <= 0.3438647
## PC78 <= 2.983765
## PC81 > -1.402737
## PC99 <= -0.175208
## -> class 0\|3 [0.989]
##
## Rule 15/81: (84.4, lift 12.4)
## PC4 <= 9.305666
## PC9 <= 0.6432343
## PC14 <= -0.6214126
## PC18 <= -1.262996
## PC28 <= -0.3758624
## PC32 > -1.782014
## PC43 > -1.939943
## PC78 <= 2.983765
## -> class 0\|3 [0.988]
##
## Rule 15/82: (78.1, lift 12.4)
## PC2 > 2.231518
## PC2 <= 7.678132
## PC3 <= 1.640775
## PC9 <= 0.6432343
## PC18 <= -1.262996
## PC28 > -0.3758624
## PC54 <= -0.7495726
## PC59 <= 0.8513168
## PC68 <= 0.3270253
## PC99 <= -0.175208
## -> class 0\|3 [0.988]
##
## Rule 15/83: (196/1.7, lift 12.4)
## PC4 > -8.261679
## PC5 > -0.4761921
## PC11 <= 0.3006447
## PC14 <= 0.4124199
## PC18 <= -1.262996
## PC21 > -0.9475972
## PC32 <= -0.4593184
## PC35 <= 0.5884266
## PC36 <= 0.8762894
## PC43 > -1.797461
## PC45 <= 1.455794
## PC49 > -0.7340515
## PC60 > -0.348541
## PC62 > -0.3120624
## PC68 <= 0.3270253
## PC74 <= 0.3438647
## PC93 > -0.6529616
## PC99 > -0.175208
## PC100 <= 0.6426339
## -> class 0\|3 [0.986]
##
## Rule 15/84: (88.8/0.6, lift 12.3)
## PC3 <= -1.507308
## PC13 > 3.813571
## PC18 <= -1.262996
## PC78 <= 2.983765
## -> class 0\|3 [0.982]
##
## Rule 15/85: (127.9/1.5, lift 12.3)
## PC2 > 2.231518
## PC2 <= 7.678132
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC9 <= -0.2558664
## PC18 <= -1.262996
## PC28 > -0.3758624
## PC37 > -0.8264961
## PC100 <= 1.584785
## -> class 0\|3 [0.981]
##
## Rule 15/86: (50.2, lift 12.3)
## PC4 > -8.261679
## PC4 <= 9.305666
## PC18 <= -1.262996
## PC28 > -0.3758624
## PC60 <= -0.348541
## PC68 <= 0.3270253
## PC74 <= -0.3057668
## -> class 0\|3 [0.981]
##
## Rule 15/87: (90.8/1.1, lift 12.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC18 <= -1.262996
## PC28 <= -0.3758624
## PC32 > -1.782014
## PC43 > -1.797461
## PC46 > -1.318277
## PC74 > 0.732732
## -> class 0\|3 [0.978]
##
## Rule 15/88: (83/1.2, lift 12.2)
## PC2 <= 7.678132
## PC3 <= 1.640775
## PC4 > -8.261679
## PC18 <= -1.262996
## PC28 > -0.3758624
## PC32 > -1.782014
## PC52 <= -0.4837434
## PC68 <= 0.3270253
## PC99 <= -0.175208
## -> class 0\|3 [0.975]
##
## Rule 15/89: (101.9/1.6, lift 12.2)
## PC4 <= 9.305666
## PC18 <= -1.262996
## PC21 > -0.9475972
## PC46 > 0.4590452
## PC56 > -0.7286604
## PC60 > -0.348541
## PC68 <= 0.3270253
## PC74 <= 1.682982
## -> class 0\|3 [0.975]
##
## Rule 15/90: (46.4/0.2, lift 12.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC9 <= 0.6432343
## PC13 <= 3.813571
## PC18 <= -1.262996
## PC58 <= 4.240503
## PC73 > 2.029576
## PC78 <= 2.983765
## -> class 0\|3 [0.975]
##
## Rule 15/91: (37.3, lift 12.2)
## PC2 > 2.231518
## PC46 > -1.318277
## PC67 <= -0.454017
## PC78 > 2.983765
## -> class 0\|3 [0.975]
##
## Rule 15/92: (33.1, lift 12.2)
## PC2 > 2.231518
## PC18 <= -1.262996
## PC20 <= 4.871992
## PC28 <= -0.3758624
## PC32 > -1.782014
## PC43 > -1.939943
## PC63 > 0.605381
## PC87 > -0.184516
## PC96 > 0.2565589
## -> class 0\|3 [0.972]
##
## Rule 15/93: (32.6, lift 12.2)
## PC2 > 2.231518
## PC4 <= 9.305666
## PC28 > -0.3758624
## PC29 <= -1.382569
## PC37 <= -0.8264961
## -> class 0\|3 [0.971]
##
## Rule 15/94: (28.4, lift 12.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC18 <= -1.262996
## PC32 > -1.782014
## PC36 <= 2.751086
## PC43 > -1.939943
## PC75 <= -1.710261
## PC78 <= 2.983765
## -> class 0\|3 [0.967]
##
## Rule 15/95: (27.5, lift 12.1)
## PC2 > 2.231518
## PC18 > 0.744539
## PC84 <= -2.63774
## -> class 0\|3 [0.966]
##
## Rule 15/96: (37.2/0.4, lift 12.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC6 <= -1.081416
## PC9 <= 0.6432343
## PC18 <= -1.262996
## PC32 > -1.782014
## PC46 > -1.318277
## PC58 <= 4.240503
## PC100 <= 1.584785
## -> class 0\|3 [0.965]
##
## Rule 15/97: (26.6, lift 12.1)
## PC18 <= -1.262996
## PC19 <= 0.2062972
## PC28 > -0.3758624
## PC44 > 0.6465972
## PC45 <= 1.455794
## PC68 <= 0.3270253
## PC74 <= 0.3438647
## PC99 <= -0.175208
## -> class 0\|3 [0.965]
##
## Rule 15/98: (26.9, lift 12.1)
## PC13 > 6.717022
## PC18 > 0.744539
## PC18 <= 3.528055
## PC62 <= -0.5177915
## PC94 > -1.458151
## -> class 0\|3 [0.965]
##
## Rule 15/99: (34.3/0.3, lift 12.1)
## PC9 <= 0.6432343
## PC18 <= -1.262996
## PC36 > 2.751086
## -> class 0\|3 [0.964]
##
## Rule 15/100: (26, lift 12.1)
## PC2 > 2.231518
## PC18 > 0.744539
## PC51 <= -2.976097
## -> class 0\|3 [0.964]
##
## Rule 15/101: (47.7/1.1, lift 12.0)
## PC3 <= 1.640775
## PC9 <= 0.6432343
## PC13 <= 3.813571
## PC18 <= -1.262996
## PC21 > -0.9475972
## PC39 <= -0.8366871
## PC74 <= 0.732732
## PC87 > -0.184516
## -> class 0\|3 [0.957]
##
## Rule 15/102: (40.7/1, lift 12.0)
## PC3 <= 1.640775
## PC18 <= -1.262996
## PC20 > 4.871992
## PC87 > -0.184516
## PC93 > -1.160113
## -> class 0\|3 [0.953]
##
## Rule 15/103: (103.9/4, lift 12.0)
## PC9 > -0.2558664
## PC14 <= 0.4124199
## PC18 <= -1.262996
## PC19 <= 0.2062972
## PC21 > -0.9475972
## PC28 > -0.3758624
## PC32 > -1.782014
## PC37 > -0.8264961
## PC60 > -0.348541
## PC68 <= 0.3270253
## PC74 <= 0.3438647
## PC93 <= -0.6529616
## -> class 0\|3 [0.952]
##
## Rule 15/104: (140/6.1, lift 11.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 > -8.101503
## PC5 > -0.4761921
## PC10 > -3.423737
## PC18 <= -1.262996
## PC32 > -0.4477088
## PC49 > -0.7340515
## PC60 > -0.348541
## PC68 <= 0.3270253
## PC72 <= 0.09988985
## PC81 > -0.7948375
## PC88 <= 1.571733
## PC99 > -0.175208
## -> class 0\|3 [0.950]
##
## Rule 15/105: (17.6, lift 11.9)
## PC2 > 2.231518
## PC18 > -1.262996
## PC18 <= 0.744539
## PC46 > -1.318277
## PC53 > 4.701179
## -> class 0\|3 [0.949]
##
## Rule 15/106: (61.4/2.6, lift 11.8)
## PC4 > -8.261679
## PC4 <= 9.305666
## PC18 <= -1.262996
## PC28 > -0.3758624
## PC52 > 0.7823304
## PC59 <= 0.8513168
## PC68 <= 0.3270253
## PC74 <= 0.3438647
## PC99 <= -0.175208
## -> class 0\|3 [0.943]
##
## Rule 15/107: (15.3, lift 11.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > -2.314371
## PC12 > -0.2440581
## PC18 > -1.262996
## PC18 <= 0.744539
## PC32 > 0.4880711
## PC46 > -1.318277
## PC76 <= 5.305516
## PC98 > 0.3414918
## -> class 0\|3 [0.938]
##
## Rule 15/108: (16.2/0.4, lift 11.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC18 <= -1.262996
## PC28 > -0.3758624
## PC43 > 0.8418793
## PC68 > 0.3270253
## PC100 <= 1.584785
## -> class 0\|3 [0.924]
##
## Rule 15/109: (11, lift 11.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC22 > 1.601186
## PC46 <= -1.318277
## PC53 > 0.1520967
## -> class 0\|3 [0.923]
##
## Rule 15/110: (10.9, lift 11.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.262996
## PC18 <= 0.744539
## PC81 <= -2.504973
## -> class 0\|3 [0.923]
##
## Rule 15/111: (10.7, lift 11.6)
## PC1 > -0.3140869
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.262996
## PC18 <= 0.744539
## -> class 0\|3 [0.921]
##
## Rule 15/112: (39.1/3, lift 11.3)
## PC2 > 2.231518
## PC4 <= 9.305666
## PC18 <= -1.262996
## PC28 <= -0.3758624
## PC32 > -1.782014
## PC58 <= 4.240503
## PC73 <= 2.029576
## PC78 <= 2.983765
## PC93 <= -1.160113
## PC100 <= 1.584785
## -> class 0\|3 [0.903]
##
## Rule 15/113: (72.6/7.5, lift 11.1)
## PC4 <= 9.305666
## PC18 <= -1.262996
## PC28 <= -0.3758624
## PC32 > -1.782014
## PC43 > -1.939943
## PC63 > 0.605381
## PC87 > -0.184516
## PC93 > -1.160113
## PC94 <= 0.4107189
## -> class 0\|3 [0.886]
##
## Rule 15/114: (13.7/1.2, lift 10.8)
## PC13 > 6.717022
## PC18 > 0.744539
## PC18 <= 3.528055
## PC94 <= -1.458151
## -> class 0\|3 [0.862]
##
## Rule 15/115: (35.4/4.2, lift 10.8)
## PC18 > -1.262996
## PC18 <= 0.744539
## PC20 <= -4.727367
## -> class 0\|3 [0.861]
##
## Rule 15/116: (82.9/11.1, lift 10.8)
## PC2 > 2.231518
## PC7 > -0.9524999
## PC10 > -2.314371
## PC18 <= 0.744539
## PC43 > 1.809771
## PC46 > -1.318277
## -> class 0\|3 [0.858]
##
## Rule 15/117: (4.3/0.1, lift 10.3)
## PC10 <= -2.314371
## PC18 > -1.262996
## PC18 <= 0.744539
## PC37 > 1.810738
## -> class 0\|3 [0.820]
##
## Rule 15/118: (70.2/13.7, lift 10.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > -2.314371
## PC18 > -1.262996
## PC18 <= 0.744539
## PC29 <= 1.973376
## PC30 <= 3.559118
## PC43 <= 1.809771
## PC46 > 0.4122297
## -> class 0\|3 [0.796]
##
## Rule 15/119: (628.4/133.9, lift 9.9)
## PC2 <= 7.678132
## PC4 > -8.261679
## PC4 <= 9.305666
## PC9 <= 0.6432343
## PC11 <= 0.3006447
## PC18 <= -2.745644
## PC21 > -0.9475972
## PC28 > -0.3758624
## PC37 > -0.8264961
## PC46 > -1.318277
## PC78 <= 2.983765
## PC100 <= 1.584785
## -> class 0\|3 [0.786]
##
## Rule 15/120: (67.3/18.7, lift 9.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.262996
## PC18 <= 0.744539
## PC41 <= 0.1786163
## PC71 > 0.860701
## -> class 0\|3 [0.716]
##
## Rule 15/121: (291.9, lift 21.4)
## PC1 > -0.430681
## PC4 > -1.767831
## PC6 <= 6.988338
## PC7 > -6.359869
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC19 > 0.1785025
## PC29 <= 0.3695171
## PC43 > -1.589684
## PC59 <= 0.1114571
## PC98 <= -0.002956027
## -> class 1\|0 [0.997]
##
## Rule 15/122: (82.8, lift 21.2)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC19 > 0.1785025
## PC29 <= 0.3695171
## PC43 > -1.589684
## PC55 > -0.8477232
## PC59 <= 0.1114571
## PC98 > -0.0007499064
## -> class 1\|0 [0.988]
##
## Rule 15/123: (73.7, lift 21.2)
## PC3 <= -4.368711
## PC11 <= -0.8052899
## PC68 <= 1.01486
## -> class 1\|0 [0.987]
##
## Rule 15/124: (64.9, lift 21.2)
## PC2 <= 2.231518
## PC10 <= 0.9532421
## PC13 <= 0.2095596
## PC16 <= -1.946823
## PC44 > -1.920527
## PC49 <= -0.8397031
## -> class 1\|0 [0.985]
##
## Rule 15/125: (248.4/8.5, lift 20.7)
## PC3 > 1.640775
## PC12 <= -0.06910454
## PC25 > -0.02875286
## PC33 <= 0.7378093
## PC47 > -0.295758
## PC51 > 0.5077795
## PC75 > -0.3194127
## PC94 <= 0.08197199
## PC98 <= 0.1557885
## -> class 1\|0 [0.962]
##
## Rule 15/126: (51/1.5, lift 20.5)
## PC1 > -0.430681
## PC7 > -6.359869
## PC8 > 0.5535071
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC19 > 0.1785025
## PC59 > 0.1114571
## PC59 <= 0.293782
## -> class 1\|0 [0.953]
##
## Rule 15/127: (18.1, lift 20.4)
## PC4 > -1.767831
## PC9 > 1.545255
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC35 > -0.6341802
## PC59 > 0.293782
## -> class 1\|0 [0.950]
##
## Rule 15/128: (16.1, lift 20.3)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC4 > -1.767831
## PC10 > 0.9532421
## PC19 > 0.1785025
## PC34 <= -0.8051466
## PC44 > -1.920527
## -> class 1\|0 [0.945]
##
## Rule 15/129: (112.4/8.5, lift 19.7)
## PC3 > 1.640775
## PC12 <= -0.06910454
## PC25 > -0.02875286
## PC33 <= 0.7378093
## PC69 > 0.563761
## PC70 <= 1.215388
## PC75 > -0.3194127
## PC77 <= 0.7041603
## PC92 <= 0.5344713
## PC98 <= 0.1557885
## PC100 > -0.8058769
## -> class 1\|0 [0.917]
##
## Rule 15/130: (7.6, lift 19.2)
## PC2 > 2.231518
## PC3 > 1.640775
## PC14 <= -1.660562
## -> class 1\|0 [0.896]
##
## Rule 15/131: (21.8/1.8, lift 18.9)
## PC1 > -0.430681
## PC9 > -0.4341528
## PC15 <= -1.99789
## PC16 > -1.946823
## PC16 <= 0.8944156
## PC21 <= 0.8445365
## -> class 1\|0 [0.882]
##
## Rule 15/132: (57.4/8.1, lift 18.2)
## PC1 > -0.430681
## PC1 <= 9.70516
## PC2 <= 2.231518
## PC8 > -3.76792
## PC34 <= -0.999545
## PC65 > 0.6338694
## -> class 1\|0 [0.847]
##
## Rule 15/133: (3.8, lift 17.8)
## PC2 > -3.365487
## PC2 <= 2.231518
## PC6 <= -3.211147
## PC16 > -1.946823
## PC16 <= 0.8944156
## -> class 1\|0 [0.828]
##
## Rule 15/134: (87.9/15.3, lift 17.6)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC7 > -7.025811
## PC9 > -0.4341528
## PC12 <= 2.889639
## PC16 <= 0.8944156
## PC19 > -1.326658
## PC21 <= 0.8445365
## PC65 <= 0.6338694
## PC69 > -0.5220419
## PC84 <= 0.3400612
## PC99 <= -0.4568278
## -> class 1\|0 [0.818]
##
## Rule 15/135: (349.9/72.2, lift 17.0)
## PC1 > -0.430681
## PC12 > 2.889639
## PC21 > -0.8640372
## PC65 <= 0.6338694
## -> class 1\|0 [0.792]
##
## Rule 15/136: (2.6, lift 16.8)
## PC2 <= 2.231518
## PC16 <= -1.946823
## PC94 <= -0.6837081
## -> class 1\|0 [0.783]
##
## Rule 15/137: (85.5, lift 16.8)
## PC1 > -0.430681
## PC4 > -1.767831
## PC6 > 6.988338
## PC19 > 0.1785025
## PC59 <= 0.293782
## -> class 1\|1 [0.989]
##
## Rule 15/138: (83.3, lift 16.8)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC10 > 0.9532421
## PC16 <= -1.946823
## PC19 > 0.1785025
## PC34 > -0.8051466
## -> class 1\|1 [0.988]
##
## Rule 15/139: (66.1, lift 16.7)
## PC1 > 13.45392
## PC6 <= -1.150318
## PC11 > -0.8052899
## PC65 <= 0.6338694
## -> class 1\|1 [0.985]
##
## Rule 15/140: (77/0.9, lift 16.6)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC4 > -1.767831
## PC9 <= 1.545255
## PC16 <= -1.946823
## PC19 > 0.1785025
## PC35 > -0.6341802
## PC49 > -0.8397031
## PC59 > 0.293782
## -> class 1\|1 [0.976]
##
## Rule 15/141: (34.6, lift 16.5)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC13 <= 0.2095596
## PC16 <= -1.946823
## PC19 <= 0.1785025
## PC46 > 0.1490067
## PC94 > -0.6837081
## -> class 1\|1 [0.973]
##
## Rule 15/142: (32.2, lift 16.5)
## PC1 > 13.45392
## PC2 <= -3.365487
## PC3 > -4.368711
## PC6 <= -1.150318
## PC16 > -1.946823
## PC65 <= 0.6338694
## -> class 1\|1 [0.971]
##
## Rule 15/143: (20.6, lift 16.2)
## PC1 > 13.45392
## PC6 <= -1.150318
## PC65 <= 0.6338694
## PC68 > 1.01486
## -> class 1\|1 [0.956]
##
## Rule 15/144: (261.8/12.8, lift 16.1)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC6 > -3.211147
## PC7 > -7.025811
## PC9 > -0.4341528
## PC15 > -1.99789
## PC16 <= 0.8944156
## PC19 > -1.326658
## PC21 <= 0.8445365
## PC65 <= 0.6338694
## PC69 > -0.5220419
## PC84 <= 0.3400612
## PC91 <= 0.4909739
## PC99 > -0.4568278
## -> class 1\|1 [0.948]
##
## Rule 15/145: (12.1/0.2, lift 15.6)
## PC13 <= 0.2095596
## PC16 <= -1.946823
## PC55 <= -0.8477232
## PC59 <= 0.1114571
## PC98 > -0.002956027
## -> class 1\|1 [0.916]
##
## Rule 15/146: (8.6, lift 15.4)
## PC2 <= 2.231518
## PC7 <= -6.359869
## PC16 <= -1.946823
## PC19 > 0.1785025
## PC44 > -1.920527
## PC59 <= 0.293782
## -> class 1\|1 [0.906]
##
## Rule 15/147: (40.8/4.4, lift 14.9)
## PC1 > -0.430681
## PC16 <= -1.946823
## PC19 > 0.1785025
## PC43 <= -1.589684
## PC44 > -1.920527
## -> class 1\|1 [0.874]
##
## Rule 15/148: (5.2, lift 14.5)
## PC16 <= -1.946823
## PC98 > -0.002956027
## PC98 <= -0.0007499064
## -> class 1\|1 [0.853]
##
## Rule 15/149: (88.4/12.7, lift 14.4)
## PC2 <= 2.231518
## PC8 <= 0.5535071
## PC16 <= -1.946823
## PC19 > 0.1785025
## PC59 > 0.1114571
## -> class 1\|1 [0.849]
##
## Rule 15/150: (15.2/1.9, lift 14.1)
## PC1 > 13.45392
## PC2 <= -3.365487
## PC6 > -1.150318
## PC12 > 0.8916963
## -> class 1\|1 [0.830]
##
## Rule 15/151: (29.5/8.5, lift 11.8)
## PC1 > 9.70516
## PC6 <= -2.657511
## PC8 > -3.76792
## PC65 > 0.6338694
## -> class 1\|1 [0.697]
##
## Rule 15/152: (12.6/5.8, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC36 > 0.6611916
## -> class 1\|1 [0.535]
##
## Rule 15/153: (1402.9/871.8, lift 6.4)
## PC2 > 2.231518
## PC3 > 1.640775
## -> class 1\|1 [0.379]
##
## Rule 15/154: (98.9, lift 15.1)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC9 > -0.4341528
## PC16 > -1.946823
## PC69 > -0.5220419
## PC84 > 0.3400612
## -> class 1\|2 [0.990]
##
## Rule 15/155: (88.8, lift 15.1)
## PC1 > 13.45392
## PC2 <= -3.365487
## PC6 > -1.150318
## PC12 <= 0.8916963
## -> class 1\|2 [0.989]
##
## Rule 15/156: (87.1, lift 15.1)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 > -1.599951
## PC51 <= -0.7457969
## PC66 <= -0.2285949
## -> class 1\|2 [0.989]
##
## Rule 15/157: (79.5, lift 15.0)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC16 > 0.8944156
## PC38 <= 0.2152591
## PC66 <= -0.3840364
## -> class 1\|2 [0.988]
##
## Rule 15/158: (122.4/0.7, lift 15.0)
## PC2 > -3.365487
## PC2 <= 2.231518
## PC5 > 2.606205
## PC12 <= 2.889639
## PC16 > 0.8944156
## PC65 <= 0.6338694
## -> class 1\|2 [0.987]
##
## Rule 15/159: (71.5, lift 15.0)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC16 > 0.8944156
## PC27 <= -0.2616144
## PC38 <= 0.2152591
## -> class 1\|2 [0.986]
##
## Rule 15/160: (189.9/2.1, lift 15.0)
## PC2 <= 2.231518
## PC3 > 0.6922847
## PC12 <= 2.308176
## PC16 > 0.8944156
## PC26 > -0.6886058
## PC34 > -0.7250955
## PC38 <= 0.2152591
## PC39 > -0.2002335
## PC43 > -0.4883314
## PC65 <= 0.6338694
## PC90 > -0.8321912
## PC100 > -0.004760643
## -> class 1\|2 [0.984]
##
## Rule 15/161: (47.9, lift 14.9)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC9 > -0.4341528
## PC12 <= 2.889639
## PC21 <= 0.8445365
## PC64 <= -0.9639336
## PC65 <= 0.6338694
## -> class 1\|2 [0.980]
##
## Rule 15/162: (36, lift 14.8)
## PC1 > 9.70516
## PC6 > -2.657511
## PC8 > -3.76792
## PC16 > -1.946823
## PC65 > 0.6338694
## -> class 1\|2 [0.974]
##
## Rule 15/163: (89.1/1.4, lift 14.8)
## PC2 > -3.365487
## PC16 > -1.946823
## PC16 <= 0.8944156
## PC19 <= -1.326658
## PC50 <= -0.6422505
## PC65 <= 0.6338694
## -> class 1\|2 [0.973]
##
## Rule 15/164: (55.7/0.6, lift 14.8)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC16 > -1.946823
## PC16 <= 0.8944156
## PC19 <= -1.326658
## PC71 <= 0.937911
## PC76 <= -0.554917
## -> class 1\|2 [0.972]
##
## Rule 15/165: (34.1, lift 14.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 > -1.599951
## PC31 <= -0.159597
## PC51 <= -0.7457969
## -> class 1\|2 [0.972]
##
## Rule 15/166: (124.5/2.7, lift 14.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC14 > -1.660562
## PC16 > 0.9973184
## PC51 > -0.7457969
## -> class 1\|2 [0.971]
##
## Rule 15/167: (218.3/5.8, lift 14.8)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC14 <= 0.7860648
## PC16 > -1.946823
## PC16 <= 0.8944156
## PC19 <= -1.326658
## PC20 > -0.2018907
## -> class 1\|2 [0.969]
##
## Rule 15/168: (28.2, lift 14.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > -0.8953013
## PC29 > 0.1482688
## PC38 <= -0.00330259
## -> class 1\|2 [0.967]
##
## Rule 15/169: (77.1/2, lift 14.6)
## PC3 > 0.6922847
## PC16 > 0.8944156
## PC26 <= -0.6886058
## PC38 <= 0.2152591
## PC39 > -0.2002335
## PC65 <= 0.6338694
## PC73 > -0.3718268
## -> class 1\|2 [0.962]
##
## Rule 15/170: (21.5, lift 14.6)
## PC1 > -0.430681
## PC2 > -3.365487
## PC16 > 0.8944156
## PC38 <= 0.2152591
## PC39 <= -0.2002335
## PC100 <= -1.090882
## -> class 1\|2 [0.957]
##
## Rule 15/171: (21.4, lift 14.6)
## PC3 > 0.6922847
## PC16 > 0.8944156
## PC20 <= -1.91948
## -> class 1\|2 [0.957]
##
## Rule 15/172: (18.4, lift 14.5)
## PC1 > 13.84657
## PC8 <= -3.76792
## -> class 1\|2 [0.951]
##
## Rule 15/173: (18, lift 14.5)
## PC2 > -3.365487
## PC2 <= 2.231518
## PC7 > -7.025811
## PC16 > -1.946823
## PC21 <= 0.8445365
## PC59 > 1.023718
## PC65 <= 0.6338694
## -> class 1\|2 [0.950]
##
## Rule 15/174: (16.8, lift 14.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > -0.8953013
## PC74 <= -1.942143
## -> class 1\|2 [0.947]
##
## Rule 15/175: (16.6, lift 14.4)
## PC2 <= 2.231518
## PC16 <= -1.946823
## PC44 <= -1.920527
## -> class 1\|2 [0.946]
##
## Rule 15/176: (214.7/11.7, lift 14.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC10 > -0.08982419
## PC16 > -0.8953013
## PC25 <= 0.3963984
## PC38 > -0.00330259
## PC51 > -0.7457969
## PC93 > -0.9696231
## -> class 1\|2 [0.941]
##
## Rule 15/177: (45.1/2, lift 14.3)
## PC2 <= -0.2622361
## PC3 > 0.6922847
## PC16 > -1.946823
## PC38 > 0.2152591
## PC65 <= 0.6338694
## -> class 1\|2 [0.936]
##
## Rule 15/178: (21.8/0.7, lift 14.1)
## PC3 > 1.640775
## PC16 > -0.8953013
## PC38 <= -0.00330259
## PC93 > -0.9696231
## PC94 > 0.8499737
## -> class 1\|2 [0.928]
##
## Rule 15/179: (88.2/6.2, lift 14.0)
## PC2 <= 2.231518
## PC7 <= -7.025811
## PC12 <= 2.889639
## PC16 > -1.946823
## PC21 <= 0.8445365
## -> class 1\|2 [0.920]
##
## Rule 15/180: (30.8/2.8, lift 13.5)
## PC2 <= 2.231518
## PC13 <= 0.2095596
## PC16 <= -1.946823
## PC19 <= 0.1785025
## PC46 <= 0.1490067
## -> class 1\|2 [0.885]
##
## Rule 15/181: (93.1, lift 16.1)
## PC2 <= 2.231518
## PC3 > 0.6922847
## PC5 <= 2.606205
## PC16 > 0.8944156
## PC20 > -1.91948
## PC27 > -0.2616144
## PC39 > -0.2002335
## PC100 <= -0.004760643
## -> class 1\|3 [0.989]
##
## Rule 15/182: (395.9/154.2, lift 9.9)
## PC3 > 1.640775
## PC14 > -1.660562
## PC16 > -0.8953013
## PC51 <= -0.7457969
## -> class 1\|3 [0.610]
##
## Rule 15/183: (4270/3204.8, lift 4.0)
## PC1 > -0.430681
## PC2 <= 2.231518
## -> class 1\|3 [0.250]
##
## Rule 15/184: (289.1, lift 16.7)
## PC8 > 1.456417
## PC10 <= 0.5683248
## PC16 <= 0.6058912
## PC19 <= -1.107148
## PC21 > 0.92866
## PC41 <= 1.60975
## PC88 > -0.319935
## -> class 2\|0 [0.997]
##
## Rule 15/185: (324/1.8, lift 16.7)
## PC8 > -0.5495703
## PC10 <= 0.5683248
## PC11 > -0.370402
## PC13 > -0.6176337
## PC16 <= 0.6058912
## PC19 <= -1.635959
## PC20 <= 0.09120373
## PC21 > -0.2469342
## PC30 <= 0.4288014
## PC41 <= 1.60975
## PC46 <= 1.367157
## PC88 > -0.319935
## -> class 2\|0 [0.992]
##
## Rule 15/186: (117.7/0.4, lift 16.6)
## PC8 > -0.5495703
## PC10 <= 0.5683248
## PC13 > -0.6176337
## PC19 <= -1.107148
## PC21 > -0.2469342
## PC30 <= 0.4288014
## PC41 <= 1.60975
## PC46 <= 1.367157
## PC75 > 0.4809653
## -> class 2\|0 [0.988]
##
## Rule 15/187: (227/1.9, lift 16.6)
## PC8 > 1.456417
## PC11 > -0.694379
## PC21 > 1.96372
## PC48 <= 0.03186287
## PC66 > -0.8810961
## PC96 > -0.3144718
## PC97 <= 1.434089
## -> class 2\|0 [0.987]
##
## Rule 15/188: (68.3, lift 16.6)
## PC1 > -0.430681
## PC1 <= 9.70516
## PC3 <= -0.3946742
## PC8 > -3.76792
## PC54 <= -1.8161
## PC64 <= 0.8151643
## PC65 > 0.6338694
## PC99 > -2.25938
## -> class 2\|0 [0.986]
##
## Rule 15/189: (44, lift 16.4)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC11 > -0.694379
## PC21 > -0.2469342
## PC21 <= 1.96372
## PC73 > 0.692283
## PC96 > -0.3144718
## -> class 2\|0 [0.978]
##
## Rule 15/190: (91.9/1.5, lift 16.3)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC11 > -0.370402
## PC21 > -0.2469342
## PC46 <= -1.083396
## PC66 > -0.8810961
## PC97 <= 1.434089
## -> class 2\|0 [0.973]
##
## Rule 15/191: (83.7/1.4, lift 16.3)
## PC2 <= 2.231518
## PC8 > 1.456417
## PC11 > -0.370402
## PC21 > -0.2469342
## PC32 > 1.688222
## -> class 2\|0 [0.972]
##
## Rule 15/192: (79.9/2.8, lift 16.0)
## PC8 > 4.941788
## PC11 > -0.370402
## PC19 > -1.107148
## PC21 > -0.2469342
## PC66 > -0.8810961
## -> class 2\|0 [0.953]
##
## Rule 15/193: (6.8, lift 14.8)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC11 <= -0.694379
## PC20 <= -0.1617082
## PC96 > -0.3144718
## -> class 2\|0 [0.879]
##
## Rule 15/194: (4.9, lift 14.4)
## PC1 <= -0.430681
## PC2 > -1.242138
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC21 <= -0.2469342
## -> class 2\|0 [0.856]
##
## Rule 15/195: (33/4.7, lift 14.1)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC8 <= 4.941788
## PC11 > -0.370402
## PC11 <= -0.3052906
## PC21 > -0.2469342
## PC96 > -0.3144718
## -> class 2\|0 [0.838]
##
## Rule 15/196: (129.4/33.2, lift 12.4)
## PC2 <= 2.231518
## PC8 > 1.456417
## PC11 > -0.370402
## PC21 > -0.2469342
## PC46 > -1.083396
## PC66 > 0.6697623
## -> class 2\|0 [0.740]
##
## Rule 15/197: (205.4/0.9, lift 10.2)
## PC1 <= -0.430681
## PC8 > 0.4562416
## PC8 <= 1.456417
## PC12 <= 2.086369
## PC19 <= 2.403269
## PC20 <= 0.3845912
## PC47 <= 0.463648
## PC56 > -0.3757456
## PC57 <= 0.01772677
## PC70 <= 0.336256
## PC73 > -0.822712
## PC77 > -0.2206832
## -> class 2\|1 [0.991]
##
## Rule 15/198: (193.8/1.3, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC11 <= -0.694379
## PC20 > -0.1617082
## PC21 > -0.2469342
## PC55 > -1.105198
## PC96 > -0.3144718
## -> class 2\|1 [0.988]
##
## Rule 15/199: (33.4, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC11 > -0.694379
## PC16 > 0.6058912
## PC21 <= 1.96372
## PC97 <= 1.434089
## -> class 2\|1 [0.972]
##
## Rule 15/200: (29.7, lift 10.0)
## PC1 > -0.430681
## PC1 <= 13.45392
## PC2 <= -3.365487
## PC8 > -3.76792
## PC41 > 1.147483
## PC65 <= 0.6338694
## -> class 2\|1 [0.968]
##
## Rule 15/201: (178.3/5.5, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC11 > -0.694379
## PC21 <= 1.96372
## PC73 <= 0.692283
## PC88 <= -0.319935
## PC96 > -0.3144718
## -> class 2\|1 [0.964]
##
## Rule 15/202: (109.5/6.3, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC17 <= 0.7541111
## PC20 <= -0.5436103
## -> class 2\|1 [0.935]
##
## Rule 15/203: (10.7, lift 9.5)
## PC1 > -0.430681
## PC3 <= -0.3946742
## PC54 <= -1.8161
## PC99 <= -2.25938
## -> class 2\|1 [0.921]
##
## Rule 15/204: (5, lift 8.8)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > 0.1528525
## PC8 <= 0.1542332
## -> class 2\|1 [0.857]
##
## Rule 15/205: (67/14.3, lift 8.0)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC96 <= -0.3144718
## PC97 <= 1.434089
## -> class 2\|1 [0.778]
##
## Rule 15/206: (74.6/16.7, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -3.17329
## PC28 <= -0.2656237
## -> class 2\|1 [0.770]
##
## Rule 15/207: (50/13, lift 7.5)
## PC2 <= 2.231518
## PC8 > -3.17329
## PC14 <= -3.571462
## -> class 2\|1 [0.730]
##
## Rule 15/208: (8.1/2.3, lift 6.9)
## PC2 <= 2.231518
## PC13 <= 0.2095596
## PC16 <= -1.946823
## PC35 <= -0.6341802
## -> class 2\|1 [0.674]
##
## Rule 15/209: (3357.4/1650.1, lift 5.2)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## -> class 2\|1 [0.509]
##
## Rule 15/210: (47.6/23.5, lift 5.2)
## PC1 > -0.430681
## PC2 > -3.365487
## PC2 <= 2.231518
## PC8 > -3.76792
## PC9 <= -0.4341528
## PC16 <= 0.8944156
## PC19 > -1.326658
## PC65 <= 0.6338694
## -> class 2\|1 [0.505]
##
## Rule 15/211: (262.5/4.1, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -3.17329
## PC8 <= -0.5495703
## PC13 > -0.8186352
## PC26 <= 3.09007
## PC32 <= 1.601086
## PC34 <= 0.6044881
## PC57 <= -0.100883
## PC60 <= -0.2907742
## PC90 > -0.6953092
## PC100 <= 1.808399
## -> class 2\|2 [0.981]
##
## Rule 15/212: (257.8/5.7, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -3.17329
## PC8 <= -0.5495703
## PC13 > -0.8186352
## PC15 > -1.745862
## PC19 > -3.368043
## PC26 <= 3.09007
## PC32 <= 1.601086
## PC34 <= 0.6044881
## PC57 <= -0.100883
## PC86 > -0.5617738
## PC90 > -0.6953092
## PC99 > -1.00582
## -> class 2\|2 [0.974]
##
## Rule 15/213: (88.7/1.5, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655794
## PC8 <= -0.5495703
## PC14 > -3.571462
## PC28 > 0.04988255
## PC45 <= 0.4335379
## PC47 > -0.8644236
## PC52 <= 0.2266503
## PC65 > -1.416926
## -> class 2\|2 [0.972]
##
## Rule 15/214: (39.1/0.4, lift 11.2)
## PC2 <= 2.231518
## PC6 <= -0.216751
## PC8 > -3.17329
## PC8 <= -0.5495703
## PC32 <= 1.601086
## PC35 <= 0.5842086
## PC57 > -0.100883
## PC78 > 1.087495
## -> class 2\|2 [0.967]
##
## Rule 15/215: (52.6/0.9, lift 11.2)
## PC1 > -0.430681
## PC1 <= 13.45392
## PC2 <= -3.365487
## PC8 > -3.76792
## PC15 > -0.9873269
## PC41 <= 1.147483
## PC65 <= 0.6338694
## -> class 2\|2 [0.965]
##
## Rule 15/216: (47.7/1.1, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC21 <= -0.2469342
## PC22 <= -1.207938
## PC77 <= -0.1120391
## -> class 2\|2 [0.959]
##
## Rule 15/217: (53.9/1.5, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC17 <= 0.7541111
## PC57 <= 0.01772677
## PC70 > -0.9037994
## PC73 <= -0.822712
## -> class 2\|2 [0.955]
##
## Rule 15/218: (126.4/4.7, lift 11.1)
## PC1 <= -0.430681
## PC8 <= 1.456417
## PC13 > 0.2065419
## PC19 > 2.403269
## PC20 > -0.06952403
## PC57 <= 0.01772677
## -> class 2\|2 [0.955]
##
## Rule 15/219: (70.5/2.4, lift 11.1)
## PC2 <= 2.231518
## PC6 <= -0.216751
## PC8 > -3.17329
## PC8 <= -1.655794
## PC14 > -3.571462
## PC19 > -3.368043
## PC28 > -0.2656237
## PC29 <= 0.2805822
## PC30 > 0.1037648
## PC35 <= 0.5842086
## PC39 > -0.2796223
## PC73 <= 1.114849
## PC76 > -0.01608595
## -> class 2\|2 [0.954]
##
## Rule 15/220: (26.3/0.4, lift 11.1)
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC28 <= 0.119512
## PC61 > 1.795327
## -> class 2\|2 [0.952]
##
## Rule 15/221: (208.1/9.1, lift 11.1)
## PC2 <= 2.231518
## PC4 <= 0.2619953
## PC8 > -1.655794
## PC8 <= -0.5495703
## PC10 > -0.2977719
## PC26 > -2.09874
## PC31 <= 1.471701
## PC38 > -0.530539
## PC49 > -0.1087762
## PC52 <= 0.2266503
## PC57 <= 0.2513795
## PC64 > -0.2265663
## PC100 <= 0.51297
## -> class 2\|2 [0.952]
##
## Rule 15/222: (18.5, lift 11.1)
## PC1 <= -0.430681
## PC2 <= -1.721669
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC28 <= 0.119512
## PC57 > 0.01772677
## PC83 > -0.8493475
## PC94 > -0.6531713
## PC95 > -0.2003128
## PC98 > 0.3894151
## -> class 2\|2 [0.951]
##
## Rule 15/223: (17.7, lift 11.0)
## PC2 <= 2.231518
## PC6 <= -0.216751
## PC8 > -3.17329
## PC8 <= -0.5495703
## PC30 <= 0.1037648
## PC32 <= 1.601086
## PC35 <= 0.5842086
## PC86 > 1.011395
## -> class 2\|2 [0.949]
##
## Rule 15/224: (87.9/3.9, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC3 > -1.644617
## PC8 > -0.5495703
## PC8 <= 0.4562416
## PC17 <= 0.7541111
## PC20 > -0.5436103
## PC57 <= 0.01772677
## PC70 > -0.9037994
## PC79 <= -0.07988233
## -> class 2\|2 [0.946]
##
## Rule 15/225: (15, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC19 <= 2.403269
## PC70 > 0.336256
## PC77 > -0.2206832
## -> class 2\|2 [0.941]
##
## Rule 15/226: (307.8/17.7, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC3 > -1.644617
## PC8 > -0.5495703
## PC8 <= 0.4562416
## PC20 > -0.5436103
## PC45 > -0.02925749
## PC45 <= 0.3813834
## PC57 <= 0.01772677
## PC70 > -0.9037994
## -> class 2\|2 [0.940]
##
## Rule 15/227: (18.1/0.2, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC56 <= -0.3757456
## PC57 <= 0.01772677
## PC69 <= 0.4633058
## PC77 > -0.2206832
## -> class 2\|2 [0.940]
##
## Rule 15/228: (29.5/1.1, lift 10.8)
## PC1 <= -0.430681
## PC6 <= -0.216751
## PC8 > -3.17329
## PC8 <= -1.655794
## PC35 <= 0.5842086
## PC57 > -0.100883
## PC90 > 0.3350238
## -> class 2\|2 [0.932]
##
## Rule 15/229: (12, lift 10.8)
## PC6 <= -0.216751
## PC8 <= -0.5495703
## PC14 > -3.571462
## PC29 <= 0.2805822
## PC72 <= -5.218967
## -> class 2\|2 [0.929]
##
## Rule 15/230: (11.8, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -1.655794
## PC8 <= -0.5495703
## PC49 > -0.1087762
## PC65 <= -1.416926
## -> class 2\|2 [0.928]
##
## Rule 15/231: (30.5/1.4, lift 10.8)
## PC1 <= -0.430681
## PC8 > 0.4562416
## PC8 <= 1.456417
## PC20 > 0.3845912
## PC57 <= 0.01772677
## -> class 2\|2 [0.926]
##
## Rule 15/232: (257.7/21.3, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC4 <= 0.06959401
## PC8 > -1.655794
## PC8 <= -0.5495703
## PC10 > -0.2977719
## PC14 > -3.571462
## PC14 <= 2.780849
## PC19 > -3.368043
## PC32 <= 1.601086
## PC47 > -0.8644236
## PC49 <= -0.1087762
## -> class 2\|2 [0.914]
##
## Rule 15/233: (70.1/6.2, lift 10.5)
## PC1 <= -0.430681
## PC8 > 0.4562416
## PC8 <= 1.456417
## PC19 <= 2.403269
## PC23 > 0.5172195
## PC57 <= 0.01772677
## PC70 > -0.9037994
## PC77 <= -0.2206832
## -> class 2\|2 [0.901]
##
## Rule 15/234: (50.6/4.4, lift 10.4)
## PC2 <= -1.721669
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC19 > -0.8355679
## PC28 <= 0.119512
## PC57 > 0.01772677
## PC94 > -0.6531713
## PC95 > -0.2003128
## PC98 <= -0.3892757
## -> class 2\|2 [0.897]
##
## Rule 15/235: (7.5, lift 10.4)
## PC1 <= -0.430681
## PC8 > -3.17329
## PC8 <= -0.5495703
## PC28 > -0.2656237
## PC32 > 1.579936
## PC32 <= 1.601086
## -> class 2\|2 [0.895]
##
## Rule 15/236: (13.6/1.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC57 > 0.01772677
## PC66 <= -1.058444
## PC83 > -0.8493475
## -> class 2\|2 [0.852]
##
## Rule 15/237: (10.9/0.9, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC12 > 2.086369
## PC57 <= 0.01772677
## PC70 > -0.9037994
## PC77 > -0.2206832
## -> class 2\|2 [0.849]
##
## Rule 15/238: (3.8, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.456417
## PC11 <= -0.694379
## PC55 <= -1.105198
## -> class 2\|2 [0.827]
##
## Rule 15/239: (12.1/1.5, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 <= -0.5495703
## PC20 > 0.8294119
## -> class 2\|2 [0.819]
##
## Rule 15/240: (13.8/2.7, lift 8.9)
## PC1 > -0.430681
## PC1 <= 9.70516
## PC8 > -3.76792
## PC16 > -1.946823
## PC34 > -0.999545
## PC50 > -0.7384829
## PC64 > 0.8151643
## PC65 > 0.6338694
## -> class 2\|2 [0.768]
##
## Rule 15/241: (49.2/11.3, lift 8.8)
## PC1 <= -0.430681
## PC8 <= -0.5495703
## PC14 > 2.780849
## PC45 <= 0.4335379
## -> class 2\|2 [0.759]
##
## Rule 15/242: (25.1/6.5, lift 8.4)
## PC2 <= 2.231518
## PC6 <= -0.216751
## PC8 > -3.17329
## PC8 <= -1.655794
## PC29 > 0.2805822
## -> class 2\|2 [0.725]
##
## Rule 15/243: (14.5/4.3, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC57 > 0.01772677
## PC83 <= -0.8493475
## PC92 <= 0.01252989
## -> class 2\|2 [0.680]
##
## Rule 15/244: (24.1/10.4, lift 6.5)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC47 > 0.463648
## PC77 > -0.2206832
## -> class 2\|2 [0.562]
##
## Rule 15/245: (54.3, lift 7.7)
## PC1 > -0.430681
## PC2 <= 2.231518
## PC8 <= -3.76792
## PC43 <= -0.1728197
## -> class 2\|3 [0.982]
##
## Rule 15/246: (48.2, lift 7.7)
## PC1 <= -0.430681
## PC7 <= 0.02610334
## PC8 > -0.5495703
## PC19 <= -0.8355679
## PC22 > -1.128947
## PC28 <= 0.119512
## PC57 > 0.01772677
## -> class 2\|3 [0.980]
##
## Rule 15/247: (47.1, lift 7.7)
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC57 > 0.01772677
## PC83 <= -0.8493475
## PC92 > 0.01252989
## -> class 2\|3 [0.980]
##
## Rule 15/248: (137/4.3, lift 7.5)
## PC1 > -0.430681
## PC1 <= 13.84657
## PC2 <= 2.231518
## PC8 <= -3.76792
## PC57 <= -0.08288413
## PC61 <= 1.122933
## -> class 2\|3 [0.962]
##
## Rule 15/249: (15, lift 7.3)
## PC1 > -0.430681
## PC1 <= 13.45392
## PC2 <= -3.365487
## PC8 > -3.76792
## PC15 <= -0.9873269
## PC16 > -1.946823
## PC41 <= 1.147483
## -> class 2\|3 [0.940]
##
## Rule 15/250: (60.4/3.2, lift 7.3)
## PC1 <= -0.430681
## PC2 <= -1.721669
## PC5 <= 1.400573
## PC8 > -0.5495703
## PC8 <= 1.456417
## PC19 > -0.8355679
## PC22 > -1.128947
## PC28 <= 0.119512
## PC36 > -0.3345284
## PC36 <= 0.1031072
## PC50 > -0.9307742
## PC57 > 0.01772677
## PC61 <= 1.795327
## PC83 > -0.8493475
## PC94 > -0.6531713
## PC95 > -0.2003128
## PC98 > -0.3892757
## PC98 <= 0.3894151
## -> class 2\|3 [0.932]
##
## Rule 15/251: (52.7/3.1, lift 7.2)
## PC8 <= -0.5495703
## PC14 <= 2.780849
## PC31 > 1.471701
## PC49 > -0.1087762
## PC57 > -0.100883
## PC64 > -0.2265663
## -> class 2\|3 [0.925]
##
## Rule 15/252: (67.1/4.2, lift 7.2)
## PC2 <= 2.231518
## PC8 <= -0.5495703
## PC15 <= -1.745862
## PC32 <= 1.601086
## PC34 <= 0.6044881
## PC57 <= -0.100883
## PC60 > -0.2907742
## PC86 > -0.5617738
## -> class 2\|3 [0.925]
##
## Rule 15/253: (24.4/1.7, lift 7.0)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -0.5495703
## PC17 > 0.7541111
## PC36 <= 0.6611916
## PC57 <= 0.01772677
## PC69 <= 0.4633058
## -> class 2\|3 [0.900]
##
## Rule 15/254: (286.3/87.2, lift 5.4)
## PC2 > -3.365487
## PC2 <= 2.231518
## PC3 <= 0.6922847
## PC16 > 0.8944156
## PC65 <= 0.6338694
## -> class 2\|3 [0.694]
##
## Rule 15/255: (24/7.4, lift 5.3)
## PC1 > -0.430681
## PC1 <= 9.70516
## PC2 <= 2.231518
## PC3 <= -0.3946742
## PC8 > -3.76792
## PC50 > -0.7384829
## PC54 > -1.8161
## PC64 <= 0.8151643
## PC65 > 0.6338694
## -> class 2\|3 [0.679]
##
## Rule 15/256: (343.1/138.1, lift 4.7)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 <= 1.456417
## PC69 > 0.4633058
## -> class 2\|3 [0.597]
##
## Rule 15/257: (12174.1/9623.2, lift 1.6)
## PC2 <= 2.231518
## -> class 2\|3 [0.210]
##
## Rule 15/258: (471.6, lift 13.3)
## PC1 > -3.113458
## PC2 <= 2.231518
## PC8 <= -0.5495703
## PC11 <= -4.127287
## -> class 2\|4 [0.998]
##
## Rule 15/259: (290.9, lift 13.3)
## PC1 <= -0.430681
## PC19 <= -5.594461
## -> class 2\|4 [0.997]
##
## Rule 15/260: (66.2, lift 13.1)
## PC8 <= -3.17329
## PC15 <= 0.7261078
## PC17 <= 0.9835293
## PC43 > -0.138937
## PC51 <= 0.004318869
## PC60 > 1.210698
## PC71 > -0.42316
## PC74 > -0.8882745
## -> class 2\|4 [0.985]
##
## Rule 15/261: (69.1/0.7, lift 13.0)
## PC1 > -0.430681
## PC1 <= 13.84657
## PC2 <= 2.231518
## PC8 <= -3.76792
## PC43 > -0.1728197
## PC57 > -0.08288413
## -> class 2\|4 [0.976]
##
## Rule 15/262: (319.8/14, lift 12.7)
## PC8 <= -3.17329
## PC15 <= 0.7261078
## PC17 <= 0.9835293
## PC40 <= 0.5625812
## PC43 > -0.138937
## PC49 <= 0.1459025
## PC51 > 0.004318869
## PC55 <= 0.1311725
## PC62 > -1.436106
## PC71 > -0.42316
## PC74 > -0.8882745
## PC76 <= 0.5309201
## PC81 <= 0.3097948
## PC86 > -0.4915097
## PC89 <= 0.8626315
## PC93 <= 0.446324
## -> class 2\|4 [0.954]
##
## Rule 15/263: (49.6/2, lift 12.5)
## PC1 <= -0.430681
## PC8 <= -3.17329
## PC15 <= 0.7261078
## PC17 <= 0.9835293
## PC43 > -0.138937
## PC49 <= 0.1459025
## PC51 <= 0.004318869
## PC71 > -0.42316
## PC74 > -0.8882745
## PC81 <= 0.3097948
## PC85 > 0.1056753
## PC94 > 0.308517
## -> class 2\|4 [0.941]
##
## Rule 15/264: (20.5/0.4, lift 12.5)
## PC6 > -0.216751
## PC8 > -3.17329
## PC8 <= -1.655794
## PC12 > -0.4824975
## PC38 <= -0.2664768
## PC57 > -0.100883
## -> class 2\|4 [0.940]
##
## Rule 15/265: (178.5/9.8, lift 12.5)
## PC1 <= -0.430681
## PC8 <= -3.17329
## PC14 > -2.730248
## PC40 > 0.5625812
## PC43 > -0.138937
## PC74 > -0.8882745
## -> class 2\|4 [0.940]
##
## Rule 15/266: (11/0.4, lift 11.9)
## PC1 <= -0.430681
## PC8 <= -3.17329
## PC43 <= -0.138937
## PC100 > 2.898405
## -> class 2\|4 [0.896]
##
## Rule 15/267: (45.2/6, lift 11.4)
## PC1 <= -0.430681
## PC8 > -3.17329
## PC8 <= -0.5495703
## PC19 <= -3.368043
## PC73 > 0.2286727
## -> class 2\|4 [0.853]
##
## Rule 15/268: (44.1/7, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 <= -0.5495703
## PC17 <= 0.9835293
## PC38 <= -0.5888656
## PC40 <= 0.5625812
## PC43 > -0.138937
## PC49 <= 0.1459025
## PC55 <= 0.1311725
## PC71 > -0.42316
## PC76 <= 0.5309201
## PC94 <= 0.308517
## -> class 2\|4 [0.826]
##
## Rule 15/269: (20.6/3.1, lift 10.9)
## PC1 > -0.430681
## PC1 <= 13.84657
## PC2 <= 2.231518
## PC8 <= -3.76792
## PC61 > 1.122933
## -> class 2\|4 [0.820]
##
## Rule 15/270: (38.3/9.8, lift 9.7)
## PC1 > -0.430681
## PC1 <= 9.70516
## PC2 <= 2.231518
## PC65 > 0.6338694
## PC80 > 0.1303974
## -> class 2\|4 [0.731]
##
## Rule 15/271: (50.7/28.6, lift 5.9)
## PC1 <= -0.430681
## PC2 <= 2.231518
## PC8 > -3.17329
## PC8 <= -0.5495703
## PC45 > 0.4335379
## -> class 2\|4 [0.439]
##
## Default class: 2\|3
##
## ----- Trial 16: -----
##
## Rules:
##
## Rule 16/1: (166.3, lift 17.1)
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC26 <= 0.6085084
## PC34 > 2.142483
## PC45 <= 1.174717
## PC54 <= 2.258248
## PC91 > -1.025395
## PC98 <= 2.093599
## PC99 > -0.4938342
## -> class 0\|0 [0.994]
##
## Rule 16/2: (121.2, lift 17.0)
## PC11 > -0.07613929
## PC13 <= 0.8367534
## PC18 > 1.10851
## PC21 > -0.8702136
## PC25 <= 0.3170353
## PC31 > -0.2380721
## PC35 <= 0.4380947
## PC76 <= 0.5845606
## PC84 > 0.1731036
## PC91 > -1.025395
## PC99 > -0.4938342
## PC100 > -1.340593
## -> class 0\|0 [0.992]
##
## Rule 16/3: (123.8/0.1, lift 17.0)
## PC7 > -0.9174458
## PC11 > -0.07613929
## PC13 <= 0.8367534
## PC18 > 2.340441
## PC21 > -0.8702136
## PC24 <= 3.740935
## PC25 <= 0.3170353
## PC26 <= 0.6085084
## PC31 > -0.2380721
## PC35 <= 0.4380947
## PC41 > -0.1608191
## PC45 <= 1.174717
## PC46 <= 0.44506
## PC55 > -0.2025151
## PC59 <= 0.1354904
## PC76 > -0.4379972
## PC84 <= 0.1133945
## PC99 > -0.409831
## -> class 0\|0 [0.991]
##
## Rule 16/4: (117.7/0.5, lift 16.9)
## PC11 > -0.07613929
## PC13 > -0.8924426
## PC13 <= 0.8367534
## PC18 > 1.10851
## PC21 > -0.8702136
## PC25 <= 0.3170353
## PC26 <= 0.6085084
## PC31 > -0.2380721
## PC35 <= 0.4380947
## PC41 > -0.1608191
## PC45 <= 1.174717
## PC59 <= 0.1354904
## PC76 <= 0.5845606
## PC95 <= 0.8596638
## PC99 > -0.4938342
## -> class 0\|0 [0.988]
##
## Rule 16/5: (70.6, lift 16.9)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC24 <= -2.800758
## PC26 <= 0.6085084
## PC76 > -0.4389303
## PC91 > -1.025395
## PC95 <= 0.8596638
## -> class 0\|0 [0.986]
##
## Rule 16/6: (182.8/1.5, lift 16.9)
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC26 <= 0.6085084
## PC28 > -0.7168954
## PC55 > -0.2025151
## PC56 <= -0.2403979
## PC91 > -1.025395
## PC94 > 0.4882654
## PC95 <= 0.8596638
## PC98 <= 2.093599
## PC99 > -0.4938342
## -> class 0\|0 [0.986]
##
## Rule 16/7: (58.2, lift 16.9)
## PC2 > 2.5099
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC26 <= 0.6085084
## PC85 <= 2.546556
## PC91 <= 2.867553
## PC99 <= -1.518666
## -> class 0\|0 [0.983]
##
## Rule 16/8: (48, lift 16.8)
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC26 <= 0.6085084
## PC35 <= 0.4380947
## PC54 <= 2.258248
## PC76 > -0.4389303
## PC91 > 1.535869
## PC91 <= 2.867553
## -> class 0\|0 [0.980]
##
## Rule 16/9: (298/5.6, lift 16.8)
## PC2 > 2.5099
## PC10 > -7.487243
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC26 <= 0.6085084
## PC32 > -0.638239
## PC55 > -0.2025151
## PC76 <= -0.4389303
## PC91 > -1.025395
## PC91 <= 2.867553
## PC94 > -0.6911727
## PC97 <= 0.9834877
## PC99 > -0.4938342
## -> class 0\|0 [0.978]
##
## Rule 16/10: (47.5/0.2, lift 16.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC26 <= 0.6085084
## PC35 <= 0.4380947
## PC54 <= 2.258248
## PC55 > -0.2025151
## PC76 > -0.4389303
## PC91 > -1.025395
## PC100 > 0.981165
## -> class 0\|0 [0.976]
##
## Rule 16/11: (63.4/0.7, lift 16.7)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC18 > 1.10851
## PC26 <= 0.6085084
## PC52 > -2.345006
## PC75 > 0.486291
## PC91 > -2.470273
## PC91 <= 2.867553
## PC100 > -1.340593
## -> class 0\|0 [0.974]
##
## Rule 16/12: (29, lift 16.6)
## PC12 > -1.630552
## PC18 > 1.10851
## PC21 <= -0.8702136
## PC36 <= 3.90628
## PC80 > 0.6913469
## PC91 > -2.470273
## PC91 <= 2.867553
## -> class 0\|0 [0.968]
##
## Rule 16/13: (19.7/0.2, lift 16.2)
## PC12 > -1.630552
## PC18 > 1.10851
## PC21 <= -0.8702136
## PC26 <= 0.6085084
## PC36 <= 3.90628
## PC91 <= -0.1437197
## PC99 > -0.4938342
## -> class 0\|0 [0.942]
##
## Rule 16/14: (10.3, lift 15.8)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC18 > 1.10851
## PC43 <= -2.666549
## PC85 <= 2.546556
## -> class 0\|0 [0.919]
##
## Rule 16/15: (10.4, lift 15.8)
## PC3 <= 1.640775
## PC12 > -1.630552
## PC12 <= -0.6462302
## PC18 > 1.10851
## PC52 > -2.345006
## PC55 <= -0.2025151
## PC75 <= 0.486291
## PC91 <= 2.867553
## -> class 0\|0 [0.918]
##
## Rule 16/16: (8.6, lift 15.5)
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 <= -0.8702136
## PC26 <= 0.6085084
## PC34 <= -0.6912294
## -> class 0\|0 [0.906]
##
## Rule 16/17: (77.7/6.7, lift 15.5)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC18 > 1.10851
## PC26 <= 0.6085084
## PC53 <= -0.7665774
## PC75 <= 0.486291
## PC91 > -2.470273
## PC91 <= 2.867553
## PC99 <= -0.4938342
## -> class 0\|0 [0.903]
##
## Rule 16/18: (221.9/38, lift 14.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.1706467
## PC18 > -0.3762526
## -> class 0\|0 [0.826]
##
## Rule 16/19: (7.1/0.7, lift 14.0)
## PC13 > 6.880823
## PC18 > 3.528055
## PC31 > 0.1783828
## PC36 <= 3.90628
## -> class 0\|0 [0.814]
##
## Rule 16/20: (64.9/13.8, lift 13.4)
## PC1 > -0.430681
## PC8 > -0.3491239
## PC16 > -1.946823
## PC18 > 0.2241086
## PC20 > 0.3622146
## PC32 > 0.08666758
## PC42 > -0.7482097
## -> class 0\|0 [0.779]
##
## Rule 16/21: (38.3/8.1, lift 13.3)
## PC2 > 2.5099
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC100 <= -1.340593
## -> class 0\|0 [0.774]
##
## Rule 16/22: (151.4/39.1, lift 12.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC36 <= 3.90628
## PC47 <= -0.9079783
## PC85 <= 2.546556
## PC86 <= 3.973708
## -> class 0\|0 [0.738]
##
## Rule 16/23: (178.9, lift 12.7)
## PC2 > 2.5099
## PC12 > -1.630552
## PC13 <= -0.8924426
## PC18 > 1.10851
## PC18 <= 2.340441
## PC41 > -0.1608191
## PC85 <= 2.546556
## PC91 > -2.470273
## PC94 <= 0.4882654
## PC100 > -1.340593
## PC100 <= 0.981165
## -> class 0\|1 [0.994]
##
## Rule 16/24: (73.1, lift 12.6)
## PC2 > 2.5099
## PC13 > 0.8367534
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC34 <= 2.142483
## PC52 > -2.345006
## PC75 <= 0.486291
## PC91 > -1.025395
## PC91 <= 1.535869
## PC94 <= 0.4882654
## PC99 > -0.409831
## PC100 <= 0.981165
## -> class 0\|1 [0.987]
##
## Rule 16/25: (60.5, lift 12.6)
## PC2 > 2.5099
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC91 > 2.867553
## -> class 0\|1 [0.984]
##
## Rule 16/26: (53.2, lift 12.6)
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC24 > -2.800758
## PC25 > 0.3170353
## PC34 <= 2.142483
## PC75 <= 0.486291
## PC76 > -0.4389303
## PC91 > -1.025395
## PC91 <= 1.535869
## PC94 <= 0.4882654
## PC99 > -0.4938342
## -> class 0\|1 [0.982]
##
## Rule 16/27: (46.8, lift 12.5)
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC18 > 1.10851
## PC24 > -2.800758
## PC34 <= 2.142483
## PC45 <= 1.174717
## PC75 <= 0.486291
## PC76 > 0.5845606
## PC91 > -1.025395
## PC91 <= 1.535869
## PC94 <= 0.4882654
## PC99 > -0.4938342
## PC100 <= 0.981165
## -> class 0\|1 [0.980]
##
## Rule 16/28: (45.8, lift 12.5)
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC52 > -2.345006
## PC75 <= 0.486291
## PC95 > 0.8596638
## PC99 > -1.518666
## PC100 > -1.340593
## -> class 0\|1 [0.979]
##
## Rule 16/29: (44.2, lift 12.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.630552
## PC18 > -0.3762526
## PC35 <= 0.4380947
## PC52 > -2.345006
## PC56 > -0.2403979
## PC76 > -0.4389303
## PC94 > 0.4882654
## PC99 > -0.4938342
## PC100 > -1.340593
## -> class 0\|1 [0.978]
##
## Rule 16/30: (42.5, lift 12.5)
## PC12 > -1.630552
## PC18 > -0.3762526
## PC24 > -2.800758
## PC26 <= 0.6085084
## PC28 <= -0.7168954
## PC52 > -2.345006
## PC76 > -0.4389303
## PC94 > 0.4882654
## PC99 > -1.518666
## -> class 0\|1 [0.977]
##
## Rule 16/31: (61.8/1, lift 12.4)
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC25 <= 0.3170353
## PC34 <= 2.142483
## PC55 > -0.2025151
## PC75 <= 0.486291
## PC91 > -1.025395
## PC91 <= 1.535869
## PC94 <= 0.4882654
## PC99 <= -0.409831
## -> class 0\|1 [0.969]
##
## Rule 16/32: (69.3/1.3, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 <= -0.07613929
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC24 > -2.800758
## PC34 <= 2.142483
## PC55 > -0.2025151
## PC75 <= 0.486291
## PC76 > -0.4389303
## PC76 <= 0.5845606
## PC94 <= 0.4882654
## PC99 > -0.4938342
## PC100 <= 0.981165
## -> class 0\|1 [0.967]
##
## Rule 16/33: (45/0.6, lift 12.4)
## PC2 > 2.5099
## PC13 <= 0.8367534
## PC18 > 1.10851
## PC24 > -2.800758
## PC31 > -0.2380721
## PC59 > 0.1354904
## PC75 <= 0.486291
## PC76 > -0.4389303
## PC84 <= 0.1731036
## PC91 <= 1.535869
## PC94 <= 0.4882654
## -> class 0\|1 [0.967]
##
## Rule 16/34: (46.1/0.6, lift 12.4)
## PC2 > 2.5099
## PC7 <= -0.9174458
## PC13 <= -0.8924426
## PC24 > -2.800758
## PC25 <= 0.3170353
## PC76 > -0.4389303
## PC84 <= 0.1731036
## PC91 <= 1.535869
## PC100 <= 0.981165
## -> class 0\|1 [0.966]
##
## Rule 16/35: (61.9/1.2, lift 12.4)
## PC2 > 2.5099
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC35 > 0.4380947
## PC76 > -0.4389303
## PC85 <= 2.546556
## -> class 0\|1 [0.966]
##
## Rule 16/36: (119/3.4, lift 12.3)
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 <= -0.8702136
## PC34 > -0.6912294
## PC80 <= 0.6913469
## PC91 > -0.1437197
## -> class 0\|1 [0.963]
##
## Rule 16/37: (150.2/4.6, lift 12.3)
## PC2 > 4.178848
## PC12 > -0.6462302
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC22 <= 1.061486
## PC55 <= -0.2025151
## PC95 <= 0.8596638
## PC99 > -1.518666
## -> class 0\|1 [0.963]
##
## Rule 16/38: (116/5, lift 12.1)
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC26 <= 0.6085084
## PC52 > -2.345006
## PC53 > -0.7665774
## PC75 <= 0.486291
## PC91 > -2.470273
## PC99 > -1.518666
## PC99 <= -0.4938342
## PC100 > -1.340593
## -> class 0\|1 [0.949]
##
## Rule 16/39: (17.9, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.630552
## PC18 > -0.3762526
## PC36 <= 3.90628
## PC75 <= 0.486291
## PC98 > 2.093599
## PC99 > -0.4938342
## PC100 <= 0.981165
## -> class 0\|1 [0.948]
##
## Rule 16/40: (13.8, lift 12.0)
## PC13 <= 6.880823
## PC18 > 1.10851
## PC21 > -0.8702136
## PC26 <= 0.6085084
## PC55 > -0.2025151
## PC75 <= 0.486291
## PC76 <= -0.4389303
## PC94 <= -0.6911727
## PC100 > -1.340593
## -> class 0\|1 [0.937]
##
## Rule 16/41: (72.1/3.8, lift 12.0)
## PC18 > 1.10851
## PC24 > -2.800758
## PC36 <= 3.90628
## PC45 > 1.174717
## PC55 > -0.2025151
## PC76 > -0.4389303
## PC81 <= 1.27743
## PC85 <= 2.546556
## PC91 <= 1.535869
## PC94 <= 0.4882654
## PC99 > -0.4938342
## -> class 0\|1 [0.935]
##
## Rule 16/42: (219.3/14.3, lift 11.9)
## PC3 <= 1.640775
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC26 > 0.6085084
## PC43 > -2.666549
## PC81 <= 1.27743
## PC100 > -1.340593
## -> class 0\|1 [0.931]
##
## Rule 16/43: (48.6/2.6, lift 11.9)
## PC2 > 2.5099
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC26 <= 0.6085084
## PC75 <= 0.486291
## PC81 <= 1.27743
## PC91 <= -1.025395
## PC99 > -0.4938342
## -> class 0\|1 [0.929]
##
## Rule 16/44: (47.3/2.6, lift 11.9)
## PC13 > 6.880823
## PC18 > 3.528055
## PC31 <= 0.1783828
## PC37 > -0.2538081
## PC97 > -0.952373
## -> class 0\|1 [0.928]
##
## Rule 16/45: (23.9/1, lift 11.8)
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC81 <= 1.27743
## PC91 <= -2.470273
## PC100 > -1.340593
## -> class 0\|1 [0.923]
##
## Rule 16/46: (55.1/3.4, lift 11.8)
## PC12 > -1.630552
## PC13 <= 6.880823
## PC18 > 1.10851
## PC52 <= -2.345006
## PC81 <= 1.27743
## PC99 > -1.518666
## -> class 0\|1 [0.922]
##
## Rule 16/47: (9.3, lift 11.7)
## PC2 > 2.5099
## PC18 > -0.3762526
## PC21 > -0.8702136
## PC76 > -0.4389303
## PC76 <= -0.4379972
## -> class 0\|1 [0.911]
##
## Rule 16/48: (8.1, lift 11.5)
## PC12 > -1.630552
## PC18 > 1.10851
## PC21 > -0.8702136
## PC55 > -0.2025151
## PC76 <= -0.4389303
## PC85 <= 2.546556
## PC97 > 0.9834877
## PC100 > -1.340593
## -> class 0\|1 [0.901]
##
## Rule 16/49: (51.1/5, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 0.4717803
## PC18 <= -0.3762526
## PC41 > 0.3743201
## -> class 0\|1 [0.886]
##
## Rule 16/50: (147.3/16.6, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC31 <= -0.2380721
## PC34 <= 2.142483
## PC55 > -0.2025151
## PC76 > -0.4389303
## PC76 <= 0.5845606
## PC91 > -1.025395
## -> class 0\|1 [0.882]
##
## Rule 16/51: (6.4, lift 11.3)
## PC13 > 6.880823
## PC18 <= 3.528055
## PC36 <= 3.90628
## PC42 <= -1.405426
## PC65 > -0.4372573
## -> class 0\|1 [0.881]
##
## Rule 16/52: (4.9, lift 10.9)
## PC10 <= -7.487243
## PC18 > 1.10851
## PC76 <= -0.4389303
## PC100 > -1.340593
## -> class 0\|1 [0.855]
##
## Rule 16/53: (7.9/0.5, lift 10.9)
## PC12 > -1.630552
## PC18 > 1.10851
## PC24 > 3.740935
## PC36 <= 3.90628
## PC81 <= 1.27743
## PC99 > -0.4938342
## -> class 0\|1 [0.850]
##
## Rule 16/54: (24.1/3.6, lift 10.5)
## PC13 <= -0.8924426
## PC18 > 1.10851
## PC21 > -0.8702136
## PC24 > -2.800758
## PC76 > -0.4389303
## PC84 > 0.1133945
## PC84 <= 0.1731036
## -> class 0\|1 [0.824]
##
## Rule 16/55: (4/0.1, lift 10.4)
## PC4 > 7.788401
## PC9 > 0.753671
## PC78 <= 2.770494
## -> class 0\|1 [0.812]
##
## Rule 16/56: (3.1, lift 10.3)
## PC7 <= -0.7106125
## PC10 <= -7.288561
## -> class 0\|1 [0.802]
##
## Rule 16/57: (50.6/10.7, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7106125
## PC18 <= -0.3762526
## PC22 <= 2.238775
## PC37 > 0.2354935
## PC41 <= 0.3743201
## -> class 0\|1 [0.777]
##
## Rule 16/58: (17.3/4.4, lift 9.2)
## PC4 <= 7.788401
## PC10 <= -2.761826
## PC18 <= -0.3762526
## PC20 > -3.77979
## PC61 <= -0.5778008
## PC70 <= 2.940266
## -> class 0\|1 [0.718]
##
## Rule 16/59: (22.8/6, lift 9.2)
## PC3 <= 1.640775
## PC7 > -0.7106125
## PC8 > 0.08425769
## PC18 <= -0.3762526
## PC20 <= -0.9807028
## PC37 > -2.080009
## -> class 0\|1 [0.715]
##
## Rule 16/60: (48/16.3, lift 8.4)
## PC3 <= 1.640775
## PC7 > -0.7106125
## PC18 <= -0.3762526
## PC28 > -0.655756
## PC41 <= 0.3743201
## PC78 > 2.770494
## -> class 0\|1 [0.654]
##
## Rule 16/61: (812.1/428.1, lift 6.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC36 <= 3.90628
## PC85 <= 2.546556
## PC86 <= 3.973708
## -> class 0\|1 [0.473]
##
## Rule 16/62: (89.8, lift 8.9)
## PC4 <= -6.964373
## PC18 <= -0.3762526
## PC35 > 0.501202
## -> class 0\|2 [0.989]
##
## Rule 16/63: (92.1, lift 8.9)
## PC4 > 7.788401
## PC18 <= -0.3762526
## PC32 <= -1.093292
## -> class 0\|2 [0.989]
##
## Rule 16/64: (182.6/1.3, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7106125
## PC10 > -7.288561
## PC18 <= -0.3762526
## PC22 <= 2.238775
## PC37 <= 0.2354935
## PC38 <= 1.197151
## PC83 > -0.9768923
## -> class 0\|2 [0.987]
##
## Rule 16/65: (113.9/0.8, lift 8.9)
## PC2 > 2.5099
## PC7 > -0.7106125
## PC8 > 0.08425769
## PC12 > -0.4560403
## PC18 <= -0.3762526
## PC31 <= 0.04114714
## PC36 <= 1.194507
## PC39 <= 2.051384
## PC100 <= 0.3587283
## -> class 0\|2 [0.984]
##
## Rule 16/66: (108.6/0.8, lift 8.9)
## PC2 > 2.5099
## PC7 > -0.7106125
## PC8 > 0.08425769
## PC18 <= -0.3762526
## PC31 <= 0.04114714
## PC66 > -0.2483375
## PC70 <= 0.6118842
## PC100 <= 0.3587283
## -> class 0\|2 [0.983]
##
## Rule 16/67: (55.7, lift 8.9)
## PC2 > 2.5099
## PC13 > 1.698335
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC66 <= 1.2072
## PC86 <= 3.973708
## -> class 0\|2 [0.983]
##
## Rule 16/68: (80.3/0.7, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC18 <= 1.10851
## PC36 <= 3.90628
## PC42 <= 1.157433
## PC47 > 0.6989955
## PC75 <= 0.1577858
## PC77 <= -0.1691752
## PC79 <= 0.8123216
## -> class 0\|2 [0.980]
##
## Rule 16/69: (122.4/1.6, lift 8.8)
## PC4 <= -6.964373
## PC18 <= -0.3762526
## PC62 > -0.05441228
## PC82 > -0.5349681
## PC87 > 0.08762103
## -> class 0\|2 [0.979]
##
## Rule 16/70: (95.1/1, lift 8.8)
## PC3 <= 1.640775
## PC7 > -0.7106125
## PC8 <= 0.08425769
## PC18 <= -0.3762526
## PC31 > -0.3168944
## PC36 <= 1.096766
## PC54 <= 2.435971
## PC63 > 0.7994336
## PC67 <= 0.01306804
## PC70 <= 2.940266
## PC72 <= -0.04927531
## PC78 <= 2.770494
## PC85 > -1.297237
## PC85 <= 1.50973
## -> class 0\|2 [0.979]
##
## Rule 16/71: (41.8, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC36 <= 3.90628
## PC47 > -0.9079783
## PC74 <= 2.596298
## PC86 <= 3.973708
## PC90 <= -1.97385
## -> class 0\|2 [0.977]
##
## Rule 16/72: (78.3/0.9, lift 8.8)
## PC4 > 7.788401
## PC9 <= 0.753671
## PC18 > -1.196003
## PC18 <= -0.3762526
## PC36 <= 4.010562
## PC78 <= 2.770494
## -> class 0\|2 [0.976]
##
## Rule 16/73: (38.2, lift 8.8)
## PC2 > 2.5099
## PC7 > -0.7106125
## PC37 > -2.080009
## PC50 <= 1.028884
## PC61 > -0.5778008
## PC83 <= -2.479896
## PC85 <= 1.50973
## -> class 0\|2 [0.975]
##
## Rule 16/74: (54.1/0.4, lift 8.8)
## PC2 > 2.5099
## PC6 <= 0.1706467
## PC13 <= 1.698335
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC36 <= 3.90628
## PC42 <= 1.157433
## PC59 <= -1.442928
## PC74 <= 2.596298
## PC86 <= 3.973708
## -> class 0\|2 [0.975]
##
## Rule 16/75: (123.8/2.2, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC42 > 1.157433
## PC98 > -0.5299951
## -> class 0\|2 [0.975]
##
## Rule 16/76: (41/0.5, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC36 <= 3.90628
## PC85 > 2.546556
## PC86 <= 3.973708
## -> class 0\|2 [0.966]
##
## Rule 16/77: (145.5/4.1, lift 8.7)
## PC13 > 6.880823
## PC18 > -0.3762526
## PC18 <= 3.528055
## PC36 <= 3.90628
## PC65 <= -0.4372573
## PC98 <= 3.030895
## -> class 0\|2 [0.965]
##
## Rule 16/78: (24.9, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.6056147
## PC7 > -0.7106125
## PC18 <= -0.3762526
## -> class 0\|2 [0.963]
##
## Rule 16/79: (139.8/4.4, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC7 > -0.7106125
## PC10 > -2.761826
## PC18 <= -0.3762526
## PC20 > -3.77979
## PC43 > -1.330561
## PC54 <= 2.435971
## PC61 <= -0.5778008
## PC78 <= 2.770494
## PC85 <= 1.50973
## PC94 > -0.7202388
## -> class 0\|2 [0.962]
##
## Rule 16/80: (80.9/2.2, lift 8.7)
## PC13 > 6.880823
## PC15 > 0.9637749
## PC18 > -0.3762526
## PC18 <= 3.528055
## PC42 > -1.405426
## -> class 0\|2 [0.962]
##
## Rule 16/81: (80.5/2.7, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC8 <= 0.08425769
## PC18 <= -0.3762526
## PC31 <= -0.3168944
## PC37 > -2.080009
## PC50 <= 1.028884
## PC54 <= 2.435971
## PC61 > -0.5778008
## PC85 <= 1.50973
## -> class 0\|2 [0.955]
##
## Rule 16/82: (20.4, lift 8.6)
## PC4 <= -6.964373
## PC8 <= 0.08425769
## PC31 <= -0.1775681
## PC54 <= 2.435971
## PC87 <= 0.08762103
## -> class 0\|2 [0.955]
##
## Rule 16/83: (36/0.7, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC36 <= 3.90628
## PC42 <= 1.157433
## PC78 <= -1.118011
## PC86 <= 3.973708
## -> class 0\|2 [0.955]
##
## Rule 16/84: (17.9, lift 8.6)
## PC4 <= -6.964373
## PC8 <= 0.08425769
## PC18 <= -0.3762526
## PC50 <= 1.028884
## PC87 <= 0.08762103
## PC91 > 0.3833537
## -> class 0\|2 [0.950]
##
## Rule 16/85: (17.6, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7106125
## PC17 > 0.63545
## PC18 <= -1.91947
## PC42 <= 2.669701
## PC78 <= 2.770494
## PC85 > -1.297237
## -> class 0\|2 [0.949]
##
## Rule 16/86: (14.6, lift 8.5)
## PC2 > 2.5099
## PC8 <= 0.08425769
## PC42 <= 2.669701
## PC50 <= 1.028884
## PC54 <= 2.435971
## PC61 > -0.5778008
## PC70 <= 2.940266
## PC76 <= -3.5505
## PC85 > -1.297237
## PC85 <= 1.50973
## -> class 0\|2 [0.940]
##
## Rule 16/87: (13.4, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.6015779
## PC18 <= -0.3762526
## PC37 > -2.080009
## PC72 > -0.04927531
## -> class 0\|2 [0.935]
##
## Rule 16/88: (12.4, lift 8.4)
## PC8 > 0.05641038
## PC13 > 6.880823
## PC18 <= 3.528055
## PC42 > -1.405426
## -> class 0\|2 [0.930]
##
## Rule 16/89: (159.4/11.4, lift 8.3)
## PC4 > 7.788401
## PC7 > -0.7106125
## PC9 <= 0.753671
## PC18 <= -0.3762526
## PC42 > -0.5014797
## PC78 <= 2.770494
## -> class 0\|2 [0.923]
##
## Rule 16/90: (20.3/0.8, lift 8.3)
## PC3 <= 1.640775
## PC18 <= -1.91947
## PC32 <= -1.556698
## PC41 <= 0.3743201
## PC42 <= 2.669701
## PC50 <= 1.028884
## PC54 <= 2.435971
## PC85 > -1.297237
## -> class 0\|2 [0.918]
##
## Rule 16/91: (59.2/5, lift 8.1)
## PC7 > -0.7106125
## PC18 <= -0.3762526
## PC28 > 2.685006
## PC45 <= 2.123479
## PC54 <= 2.435971
## PC72 <= -0.04927531
## -> class 0\|2 [0.901]
##
## Rule 16/92: (321.6/33.2, lift 8.1)
## PC2 > 2.990274
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC5 > -0.5530319
## PC8 <= 0.08425769
## PC15 > -1.166361
## PC17 <= -0.3455618
## PC18 > -1.91947
## PC18 <= -0.3762526
## PC31 > -0.3168944
## PC41 <= 0.3743201
## PC43 <= 1.773609
## PC50 <= 1.028884
## PC52 > -1.974333
## PC57 <= 1.541705
## PC61 > -0.5778008
## PC78 <= 2.770494
## PC83 > -1.187639
## PC85 <= 0.6404615
## PC87 > -0.5498476
## PC93 <= 0.8973813
## -> class 0\|2 [0.894]
##
## Rule 16/93: (61.9/6, lift 8.0)
## PC1 > -0.4609644
## PC2 > 2.5099
## PC3 <= 1.640775
## PC36 <= 1.096766
## PC42 <= 0.116998
## PC45 <= 2.123479
## PC54 <= 2.435971
## PC70 <= 2.940266
## PC72 <= -0.04927531
## -> class 0\|2 [0.891]
##
## Rule 16/94: (11.2/0.5, lift 8.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.964373
## PC5 <= -0.2715537
## PC8 <= 0.08425769
## PC41 <= 0.3743201
## PC42 <= 0.116998
## PC72 <= -0.04927531
## -> class 0\|2 [0.887]
##
## Rule 16/95: (49.4/5, lift 8.0)
## PC2 > 2.5099
## PC4 <= 7.788401
## PC7 > -0.7106125
## PC15 > 0.3435947
## PC18 <= -0.3762526
## PC37 <= -2.080009
## PC78 <= 2.770494
## -> class 0\|2 [0.883]
##
## Rule 16/96: (22.8/2, lift 7.9)
## PC13 > 6.880823
## PC18 > 3.528055
## PC31 <= 0.1783828
## PC97 <= -0.952373
## -> class 0\|2 [0.877]
##
## Rule 16/97: (18.2/1.7, lift 7.8)
## PC7 > -0.7106125
## PC18 <= -1.91947
## PC50 <= 1.028884
## PC61 > -0.5778008
## PC70 <= 2.940266
## PC85 <= -1.297237
## PC86 <= 1.867041
## -> class 0\|2 [0.869]
##
## Rule 16/98: (38/4.2, lift 7.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC36 <= 3.90628
## PC42 <= 1.157433
## PC47 <= 0.6989955
## PC49 <= -0.8714061
## -> class 0\|2 [0.869]
##
## Rule 16/99: (59.7/7.3, lift 7.8)
## PC18 <= -1.91947
## PC36 > 1.096766
## PC37 > -2.080009
## PC42 <= 2.669701
## PC45 <= 2.123479
## PC54 <= 2.435971
## PC70 <= 2.940266
## PC85 <= 1.50973
## -> class 0\|2 [0.865]
##
## Rule 16/100: (56.3/8.7, lift 7.5)
## PC2 > 2.5099
## PC12 <= -1.630552
## PC18 > -0.3762526
## PC36 <= 3.90628
## PC86 <= 3.973708
## -> class 0\|2 [0.834]
##
## Rule 16/101: (22.2/4.1, lift 7.1)
## PC7 > -0.7106125
## PC18 <= -1.91947
## PC30 > 1.191144
## PC42 <= 2.669701
## PC50 <= 1.028884
## PC54 <= 2.435971
## PC72 <= -0.04927531
## PC85 <= 1.50973
## -> class 0\|2 [0.787]
##
## Rule 16/102: (45.7/9.4, lift 7.1)
## PC4 > -6.964373
## PC4 <= 7.788401
## PC8 <= 0.08425769
## PC18 <= -1.91947
## PC36 <= 1.096766
## PC42 <= 2.669701
## PC70 <= 2.940266
## PC71 > 0.4604156
## PC78 <= 2.770494
## PC85 > -1.297237
## PC85 <= 1.50973
## -> class 0\|2 [0.782]
##
## Rule 16/103: (82.3/17.6, lift 7.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.964373
## PC5 > -0.6056147
## PC18 <= -0.3762526
## PC36 <= 1.096766
## PC41 <= 0.3743201
## PC42 <= 0.116998
## PC50 <= 1.028884
## PC63 <= 0.7994336
## PC70 <= 2.940266
## PC72 <= -0.04927531
## PC85 <= 1.50973
## PC94 > 0.4799488
## -> class 0\|2 [0.779]
##
## Rule 16/104: (38.7/8.8, lift 6.9)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC18 > 1.10851
## PC81 > 1.27743
## -> class 0\|2 [0.759]
##
## Rule 16/105: (50.1/16.7, lift 6.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > 0.4717803
## PC18 <= -0.3762526
## PC41 > 0.3743201
## -> class 0\|2 [0.661]
##
## Rule 16/106: (86.3, lift 12.5)
## PC8 <= 0.05641038
## PC13 > 6.880823
## PC15 <= 0.9637749
## PC18 <= 3.528055
## PC65 > -0.4372573
## -> class 0\|3 [0.989]
##
## Rule 16/107: (17.7, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7106125
## PC18 <= -0.3762526
## PC22 > 2.238775
## PC41 <= 0.3743201
## -> class 0\|3 [0.949]
##
## Rule 16/108: (13.3, lift 11.8)
## PC2 > 2.5099
## PC13 > 1.698335
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC66 > 1.2072
## -> class 0\|3 [0.935]
##
## Rule 16/109: (27.9/1.4, lift 11.6)
## PC7 > -0.7106125
## PC18 <= -0.3762526
## PC28 <= -0.655756
## PC78 > 2.770494
## -> class 0\|3 [0.921]
##
## Rule 16/110: (5.6, lift 11.0)
## PC13 > 6.880823
## PC65 <= -0.4372573
## PC98 > 3.030895
## -> class 0\|3 [0.868]
##
## Rule 16/111: (13.5/2.2, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3762526
## PC18 <= 1.10851
## PC74 > 2.596298
## PC86 <= 3.973708
## -> class 0\|3 [0.793]
##
## Rule 16/112: (38.1/7.4, lift 10.0)
## PC2 <= 2.990274
## PC3 <= 1.640775
## PC5 > -0.6056147
## PC8 <= 0.08425769
## PC17 <= -0.3455618
## PC18 <= -0.3762526
## PC37 > -2.080009
## PC78 <= 2.770494
## -> class 0\|3 [0.790]
##
## Rule 16/113: (61.7/13, lift 9.9)
## PC36 > 3.90628
## -> class 0\|3 [0.780]
##
## Rule 16/114: (27.1/6.5, lift 9.4)
## PC2 > 2.5099
## PC7 <= -0.7106125
## PC18 <= -0.3762526
## PC37 <= 0.2354935
## PC41 <= 0.3743201
## PC83 <= -0.9768923
## -> class 0\|3 [0.741]
##
## Rule 16/115: (6.3/1.2, lift 9.2)
## PC7 <= -0.7106125
## PC18 <= -0.3762526
## PC38 > 1.197151
## PC41 <= 0.3743201
## -> class 0\|3 [0.732]
##
## Rule 16/116: (41.9/12.9, lift 8.6)
## PC4 > 7.788401
## PC7 > -0.7106125
## PC9 <= 0.753671
## PC18 <= -1.196003
## PC32 > -1.093292
## PC42 <= -0.5014797
## -> class 0\|3 [0.684]
##
## Rule 16/117: (29.4/9.9, lift 8.3)
## PC2 > 2.5099
## PC13 <= 6.880823
## PC18 > -0.3762526
## PC86 > 3.973708
## -> class 0\|3 [0.654]
##
## Rule 16/118: (2421.6/1126.9, lift 6.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC7 > -0.7106125
## PC18 <= -0.3762526
## PC41 <= 0.3743201
## PC78 <= 2.770494
## -> class 0\|3 [0.535]
##
## Rule 16/119: (211.9/0.8, lift 21.5)
## PC3 > 1.640775
## PC8 <= 1.683145
## PC14 > 0.02203736
## PC50 > 0.2245714
## PC65 > -0.05166954
## PC77 <= 0.7041603
## PC95 <= 0.3925698
## -> class 1\|0 [0.992]
##
## Rule 16/120: (49.7/0.6, lift 21.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC9 > -0.4587978
## PC14 > 0.02203736
## PC15 > 0.1377357
## PC52 > -0.008377787
## PC77 <= 0.7041603
## PC95 <= 0.3925698
## -> class 1\|0 [0.969]
##
## Rule 16/121: (128.2/3.2, lift 20.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC7 <= 10.60844
## PC8 > -3.620445
## PC11 > 0.04922798
## PC15 > 1.034963
## PC18 <= 0.7419922
## PC65 > -0.1405657
## PC77 <= 0.7041603
## PC95 <= 0.3925698
## -> class 1\|0 [0.968]
##
## Rule 16/122: (25.9, lift 20.9)
## PC2 <= 2.5099
## PC16 <= -1.946823
## PC40 <= -1.353911
## PC44 > -1.972712
## PC45 > -0.4725728
## -> class 1\|0 [0.964]
##
## Rule 16/123: (34.2/0.6, lift 20.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.073829
## PC18 <= 0.2241086
## PC30 <= -0.5890417
## PC44 > 0.8340954
## -> class 1\|0 [0.956]
##
## Rule 16/124: (445.2/23.5, lift 20.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= 6.910836
## PC7 > -6.196295
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC59 <= 0.2455534
## PC63 <= 1.430998
## PC91 > -0.5109994
## PC93 <= 0.5757037
## -> class 1\|0 [0.945]
##
## Rule 16/125: (15.4/0.5, lift 19.8)
## PC3 > 1.640775
## PC15 > 0.1377357
## PC24 > 3.029221
## PC95 <= 0.3925698
## -> class 1\|0 [0.916]
##
## Rule 16/126: (126.6/10.6, lift 19.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC5 <= -1.132808
## PC10 <= -0.1899262
## PC18 <= 0.2241086
## -> class 1\|0 [0.910]
##
## Rule 16/127: (199.6/20.8, lift 19.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC8 <= 1.683145
## PC14 > 0.02203736
## PC16 <= -0.8953013
## PC52 <= -0.008377787
## PC65 > -0.1405657
## PC77 <= 0.7041603
## PC95 <= 0.3925698
## -> class 1\|0 [0.892]
##
## Rule 16/128: (304.7/35.6, lift 19.1)
## PC1 > -0.430681
## PC12 > 2.986485
## PC21 > -0.805714
## PC44 <= 0.8340954
## -> class 1\|0 [0.881]
##
## Rule 16/129: (60.4/8.2, lift 18.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.013031
## PC11 <= -0.8052899
## PC18 <= 0.2241086
## -> class 1\|0 [0.852]
##
## Rule 16/130: (19.3/2.2, lift 18.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.073829
## PC10 <= -0.1899262
## PC18 <= 0.2241086
## PC44 <= 0.8340954
## PC48 > 0.6974304
## -> class 1\|0 [0.851]
##
## Rule 16/131: (31.3/7.9, lift 15.8)
## PC1 > -0.430681
## PC3 > -0.1620239
## PC12 <= 2.986485
## PC14 <= -1.847522
## -> class 1\|0 [0.732]
##
## Rule 16/132: (138.6, lift 16.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC95 > 0.3925698
## -> class 1\|1 [0.993]
##
## Rule 16/133: (123.9, lift 16.4)
## PC1 > -0.430681
## PC1 <= 8.817184
## PC3 > -0.1620239
## PC8 > -3.073829
## PC10 > -0.1899262
## PC16 > -1.946823
## PC16 <= 0.8601646
## PC18 <= 0.2241086
## PC21 > -0.2886538
## PC44 <= 0.8340954
## PC46 > -1.267926
## PC56 > -0.577548
## PC94 > -0.8288963
## PC99 > -0.8339651
## -> class 1\|1 [0.992]
##
## Rule 16/134: (123.8, lift 16.4)
## PC7 > 10.60844
## PC15 > 1.034963
## -> class 1\|1 [0.992]
##
## Rule 16/135: (98.1, lift 16.4)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC91 <= -0.5109994
## -> class 1\|1 [0.990]
##
## Rule 16/136: (95.9, lift 16.4)
## PC1 > -0.430681
## PC9 > 0.4818569
## PC10 > 0.9532421
## PC16 <= -1.946823
## PC34 > -0.8051466
## PC44 > -1.972712
## -> class 1\|1 [0.990]
##
## Rule 16/137: (81.9, lift 16.4)
## PC2 > 2.5099
## PC8 > 1.683145
## PC16 <= -0.8953013
## PC24 <= 3.029221
## -> class 1\|1 [0.988]
##
## Rule 16/138: (102.9/0.7, lift 16.3)
## PC1 > -0.430681
## PC12 > 2.986485
## PC21 <= -0.805714
## -> class 1\|1 [0.984]
##
## Rule 16/139: (63.7/0.3, lift 16.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8953013
## PC49 > 0.1963117
## -> class 1\|1 [0.981]
##
## Rule 16/140: (45.1, lift 16.2)
## PC5 > 12.1829
## PC16 <= -1.946823
## PC44 > -1.972712
## PC95 > -0.08505444
## -> class 1\|1 [0.979]
##
## Rule 16/141: (57.6/0.3, lift 16.2)
## PC1 > 7.238853
## PC6 <= -1.013031
## PC8 > -3.073829
## PC11 > -0.8052899
## PC44 <= 0.8340954
## -> class 1\|1 [0.979]
##
## Rule 16/142: (41.9, lift 16.2)
## PC3 > 1.640775
## PC8 <= 1.683145
## PC14 <= 0.02203736
## PC16 <= -0.8953013
## -> class 1\|1 [0.977]
##
## Rule 16/143: (60/0.4, lift 16.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8953013
## PC20 <= -0.2320444
## PC51 <= 0.5926122
## -> class 1\|1 [0.977]
##
## Rule 16/144: (98.9/1.8, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC65 <= -0.1405657
## -> class 1\|1 [0.973]
##
## Rule 16/145: (34, lift 16.1)
## PC1 <= 7.238853
## PC3 <= -0.1620239
## PC5 <= -4.547904
## PC12 <= 2.986485
## -> class 1\|1 [0.972]
##
## Rule 16/146: (34.3, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC49 <= 0.1963117
## PC51 > 0.5926122
## -> class 1\|1 [0.972]
##
## Rule 16/147: (34.9/0.3, lift 16.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > -0.911768
## PC10 <= 0.9532421
## PC44 > -1.972712
## PC63 <= 1.430998
## PC93 > 0.5757037
## -> class 1\|1 [0.965]
##
## Rule 16/148: (24.7, lift 15.9)
## PC2 > 2.5099
## PC2 <= 3.098823
## PC3 > 1.640775
## PC15 > 0.1377357
## PC49 <= 0.1963117
## PC51 <= 0.5926122
## -> class 1\|1 [0.963]
##
## Rule 16/149: (22.4, lift 15.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC6 <= 0.4009089
## PC10 > -0.1899262
## PC16 > -1.946823
## PC16 <= 0.8601646
## -> class 1\|1 [0.959]
##
## Rule 16/150: (18.3, lift 15.7)
## PC1 > -0.3366674
## PC2 <= 2.5099
## PC9 > -0.911768
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC45 <= -0.4725728
## -> class 1\|1 [0.951]
##
## Rule 16/151: (77.4/3.1, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC9 <= -0.4587978
## PC15 <= 1.034963
## PC16 <= -0.8953013
## PC52 > -0.008377787
## -> class 1\|1 [0.949]
##
## Rule 16/152: (53.5/2.2, lift 15.6)
## PC1 > -0.3366674
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC40 > -1.353911
## PC59 > 0.2455534
## PC78 > -0.122812
## -> class 1\|1 [0.942]
##
## Rule 16/153: (66.1/3.3, lift 15.5)
## PC5 <= 12.1829
## PC6 > 6.910836
## PC9 > -0.911768
## PC10 <= 0.9532421
## PC44 > -1.972712
## PC59 <= 0.2455534
## -> class 1\|1 [0.937]
##
## Rule 16/154: (11.5, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1377357
## PC93 <= -0.9696231
## -> class 1\|1 [0.926]
##
## Rule 16/155: (9.9, lift 15.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC77 > 0.7041603
## -> class 1\|1 [0.916]
##
## Rule 16/156: (20.9/1, lift 15.1)
## PC2 > 2.5099
## PC11 > 1.423378
## PC15 > 0.1377357
## -> class 1\|1 [0.913]
##
## Rule 16/157: (9, lift 15.0)
## PC3 > 1.640775
## PC18 > 0.7419922
## PC50 <= 0.2245714
## -> class 1\|1 [0.909]
##
## Rule 16/158: (8.1, lift 14.9)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC7 <= -6.196295
## PC9 > -0.911768
## PC10 <= 0.9532421
## PC16 <= -1.946823
## PC44 > -1.972712
## -> class 1\|1 [0.901]
##
## Rule 16/159: (7.8, lift 14.9)
## PC2 <= 2.5099
## PC16 <= -1.946823
## PC44 > -1.972712
## PC63 > 1.430998
## -> class 1\|1 [0.898]
##
## Rule 16/160: (5.9, lift 14.5)
## PC1 > 7.238853
## PC3 <= -0.1620239
## PC6 > -1.013031
## PC12 > 0.8916963
## PC12 <= 2.986485
## PC16 > -1.946823
## -> class 1\|1 [0.874]
##
## Rule 16/161: (5.3, lift 14.3)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC82 > 0.4797282
## -> class 1\|1 [0.862]
##
## Rule 16/162: (12.4/1.4, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC16 <= 0.3161492
## -> class 1\|1 [0.836]
##
## Rule 16/163: (55.3/9.4, lift 13.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC18 > 0.2241086
## PC42 <= -0.7482097
## -> class 1\|1 [0.819]
##
## Rule 16/164: (118.5, lift 15.2)
## PC1 > 7.238853
## PC3 <= -0.1620239
## PC6 > -1.013031
## PC8 > -3.073829
## PC12 <= 0.8916963
## -> class 1\|2 [0.992]
##
## Rule 16/165: (121.5, lift 15.2)
## PC1 > 8.817184
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC14 > -1.847522
## PC16 > -1.946823
## PC18 <= 0.2241086
## PC44 <= 0.8340954
## -> class 1\|2 [0.992]
##
## Rule 16/166: (127.4, lift 15.2)
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC12 <= 2.986485
## PC14 <= 0.6629388
## PC15 <= 3.715192
## PC16 > 0.8601646
## PC18 <= 0.2241086
## PC38 <= 0.3120457
## PC55 > 0.6129638
## -> class 1\|2 [0.992]
##
## Rule 16/167: (78.3, lift 15.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.073829
## PC12 <= 2.250109
## PC15 <= 3.715192
## PC16 > -1.946823
## PC28 <= -0.2225761
## PC44 <= 0.8340954
## PC47 > 1.154117
## -> class 1\|2 [0.988]
##
## Rule 16/168: (222.7/2, lift 15.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC14 > -1.847522
## PC14 <= 0.6629388
## PC16 > -1.946823
## PC16 <= 0.8601646
## PC21 <= -0.2886538
## PC29 > -0.143413
## PC44 <= 0.8340954
## -> class 1\|2 [0.987]
##
## Rule 16/169: (65.1, lift 15.1)
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC14 <= 0.6629388
## PC16 > -1.946823
## PC18 <= 0.2241086
## PC46 <= -1.267926
## PC56 > -0.577548
## PC99 > -0.8339651
## -> class 1\|2 [0.985]
##
## Rule 16/170: (55.5, lift 15.0)
## PC1 > -0.430681
## PC8 <= -3.073829
## PC19 <= -1.342918
## PC63 <= 0.4744646
## PC78 <= -0.1420228
## -> class 1\|2 [0.983]
##
## Rule 16/171: (180.5/2.2, lift 15.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC14 > -1.847522
## PC14 <= 0.6629388
## PC16 > 0.8601646
## PC22 > -2.652125
## PC68 > -0.0306272
## PC94 > -0.8288963
## -> class 1\|2 [0.982]
##
## Rule 16/172: (50.3, lift 15.0)
## PC3 > -0.1620239
## PC5 > -1.132808
## PC16 > -1.946823
## PC37 > 1.908487
## -> class 1\|2 [0.981]
##
## Rule 16/173: (50.5, lift 15.0)
## PC1 > -0.430681
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC14 <= 0.6629388
## PC16 > -1.946823
## PC16 <= 0.8601646
## PC18 <= 0.2241086
## PC99 <= -0.8339651
## -> class 1\|2 [0.981]
##
## Rule 16/174: (40.7, lift 14.9)
## PC1 > -0.430681
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC14 > 0.6629388
## PC18 <= 0.2241086
## PC44 <= 0.8340954
## PC77 <= -0.2404513
## -> class 1\|2 [0.977]
##
## Rule 16/175: (37.3, lift 14.9)
## PC1 > -0.430681
## PC26 <= -5.313804
## PC83 > -0.6904467
## -> class 1\|2 [0.975]
##
## Rule 16/176: (28.8, lift 14.8)
## PC1 > -0.430681
## PC3 > -0.1620239
## PC19 <= -1.766458
## PC44 <= 0.8340954
## PC61 > 0.7707137
## -> class 1\|2 [0.968]
##
## Rule 16/177: (28, lift 14.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC8 > -3.073829
## PC10 <= -0.1899262
## PC18 <= 0.2241086
## PC65 <= -0.115013
## -> class 1\|2 [0.967]
##
## Rule 16/178: (171.2/5.9, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC16 > 0.3161492
## PC32 <= 0.09933759
## PC39 > -0.3098076
## -> class 1\|2 [0.960]
##
## Rule 16/179: (198.9/8.1, lift 14.6)
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC12 <= 2.250109
## PC14 <= 0.6629388
## PC15 <= 3.715192
## PC16 > 0.8601646
## PC18 <= 0.2241086
## PC23 <= 2.762352
## PC28 > -0.2225761
## PC38 <= 0.3120457
## PC65 <= 0.4924395
## PC66 <= 0.4681149
## -> class 1\|2 [0.955]
##
## Rule 16/180: (16.7, lift 14.5)
## PC3 > 9.582849
## PC15 <= 0.1377357
## PC39 <= -0.3098076
## -> class 1\|2 [0.947]
##
## Rule 16/181: (130.2/8.1, lift 14.3)
## PC2 > 3.098823
## PC3 > 1.640775
## PC11 <= 1.423378
## PC15 > 0.1377357
## PC16 > -0.8953013
## PC20 > -0.2320444
## PC49 <= 0.1963117
## PC51 <= 0.5926122
## PC93 > -0.9696231
## -> class 1\|2 [0.932]
##
## Rule 16/182: (11.1, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= 0.4818569
## PC10 > 0.9532421
## PC16 <= -1.946823
## -> class 1\|2 [0.924]
##
## Rule 16/183: (10.2, lift 14.1)
## PC2 <= 2.5099
## PC16 <= -1.946823
## PC44 <= -1.972712
## -> class 1\|2 [0.918]
##
## Rule 16/184: (9.3, lift 14.0)
## PC5 > 12.1829
## PC16 <= -1.946823
## PC95 <= -0.08505444
## -> class 1\|2 [0.912]
##
## Rule 16/185: (7.5, lift 13.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC39 <= -0.3098076
## PC94 <= -0.6993607
## -> class 1\|2 [0.893]
##
## Rule 16/186: (38.3/10.7, lift 10.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= -0.911768
## PC16 <= -1.946823
## -> class 1\|2 [0.711]
##
## Rule 16/187: (63.4/19.8, lift 10.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 > -1.946823
## PC18 <= 0.2241086
## PC30 > -0.5890417
## PC44 > 0.8340954
## PC53 > -0.7614991
## -> class 1\|2 [0.683]
##
## Rule 16/188: (76.3, lift 18.8)
## PC1 > -0.430681
## PC15 > 3.715192
## PC16 > 0.8601646
## PC68 <= -0.0306272
## -> class 1\|3 [0.987]
##
## Rule 16/189: (54, lift 18.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC14 <= 0.6629388
## PC16 > 0.8601646
## PC18 <= 0.2241086
## PC44 <= 0.8340954
## PC55 <= 0.6129638
## PC65 > 0.4924395
## PC68 <= -0.0306272
## -> class 1\|3 [0.982]
##
## Rule 16/190: (55.3/0.4, lift 18.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC14 > -1.847522
## PC14 <= 0.6629388
## PC16 > 0.8601646
## PC38 > 0.3120457
## -> class 1\|3 [0.975]
##
## Rule 16/191: (156/3.2, lift 18.5)
## PC1 > -0.430681
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC14 > 0.6629388
## PC19 <= -1.766458
## PC61 <= 0.7707137
## PC77 > -0.2404513
## -> class 1\|3 [0.974]
##
## Rule 16/192: (33.3, lift 18.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.073829
## PC16 > -1.946823
## PC94 <= -0.8288963
## -> class 1\|3 [0.972]
##
## Rule 16/193: (26.3, lift 18.3)
## PC1 > -0.430681
## PC8 > -3.073829
## PC16 > -1.946823
## PC22 <= -1.266815
## PC44 > 0.8340954
## PC53 <= -0.7614991
## -> class 1\|3 [0.965]
##
## Rule 16/194: (72.9/1.7, lift 18.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.582849
## PC15 <= 0.1377357
## PC39 <= -0.3098076
## PC94 > -0.6993607
## -> class 1\|3 [0.964]
##
## Rule 16/195: (68.9/1.7, lift 18.3)
## PC2 <= 2.5099
## PC16 > 0.8601646
## PC22 <= -2.652125
## -> class 1\|3 [0.962]
##
## Rule 16/196: (15, lift 17.9)
## PC1 > -0.430681
## PC8 <= -3.073829
## PC19 <= -1.342918
## PC78 > -0.1420228
## -> class 1\|3 [0.941]
##
## Rule 16/197: (13.6, lift 17.8)
## PC1 > -0.430681
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC12 > 2.250109
## PC14 > -1.847522
## PC16 > -1.946823
## PC44 <= 0.8340954
## PC55 <= 0.6129638
## -> class 1\|3 [0.934]
##
## Rule 16/198: (11.8, lift 17.6)
## PC1 > -0.430681
## PC1 <= 8.817184
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC14 <= 0.6629388
## PC16 > -1.946823
## PC16 <= 0.8601646
## PC21 > -0.2886538
## PC56 <= -0.577548
## -> class 1\|3 [0.928]
##
## Rule 16/199: (207.4/18.9, lift 17.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC5 > -1.132808
## PC8 > -3.073829
## PC10 <= -0.1899262
## PC16 > -1.946823
## PC18 <= 0.2241086
## PC26 > -5.313804
## PC37 <= 1.908487
## PC44 <= 0.8340954
## PC48 <= 0.6974304
## PC65 > -0.115013
## PC83 > -0.6904467
## -> class 1\|3 [0.905]
##
## Rule 16/200: (6.7, lift 16.8)
## PC1 > -0.430681
## PC12 <= 2.986485
## PC23 > 2.762352
## PC28 > -0.2225761
## PC55 <= 0.6129638
## PC68 <= -0.0306272
## -> class 1\|3 [0.885]
##
## Rule 16/201: (92.9/10.8, lift 16.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.1620239
## PC10 > -0.1899262
## PC16 > 0.8601646
## PC28 <= -0.2225761
## PC47 <= 1.154117
## PC55 <= 0.6129638
## PC68 <= -0.0306272
## -> class 1\|3 [0.875]
##
## Rule 16/202: (45.3/11.7, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC32 > 0.09933759
## -> class 1\|3 [0.732]
##
## Rule 16/203: (20.1/5.2, lift 13.7)
## PC6 > 0.4009089
## PC14 > -1.847522
## PC16 <= 0.8601646
## PC21 <= -0.2886538
## PC29 <= -0.143413
## -> class 1\|3 [0.720]
##
## Rule 16/204: (54.4/0.1, lift 14.3)
## PC1 <= -0.430681
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC12 <= 4.051832
## PC19 <= -1.093024
## PC24 <= 1.069681
## PC30 <= 0.362455
## PC44 > 0.71119
## -> class 2\|0 [0.980]
##
## Rule 16/205: (79.7/1.4, lift 14.2)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC8 > 1.222251
## PC36 > 0.1708591
## PC36 <= 0.3500793
## -> class 2\|0 [0.970]
##
## Rule 16/206: (79.6/1.7, lift 14.1)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.05561064
## PC14 <= 0.4872903
## PC24 <= 1.069681
## PC32 > 0.9560698
## PC44 <= 0.71119
## -> class 2\|0 [0.967]
##
## Rule 16/207: (63/1.4, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > -2.288806
## PC16 > -1.946823
## PC18 <= 0.2241086
## PC22 > -1.266815
## PC30 > -0.5890417
## PC44 > 0.8340954
## PC53 <= -0.7614991
## PC89 <= 0.5840145
## -> class 2\|0 [0.963]
##
## Rule 16/208: (8.5, lift 13.2)
## PC1 <= -0.430681
## PC8 > 0.05561064
## PC44 <= 0.71119
## PC57 > 1.047002
## PC62 <= -1.315966
## -> class 2\|0 [0.905]
##
## Rule 16/209: (1288.5/618.5, lift 7.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## -> class 2\|0 [0.520]
##
## Rule 16/210: (1241.5/744.5, lift 5.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 > -1.946823
## PC18 > 0.2241086
## -> class 2\|0 [0.400]
##
## Rule 16/211: (91.2, lift 10.7)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC14 > 0.4872903
## PC31 > -1.120177
## PC32 > 0.9560698
## PC93 <= 0.7284675
## -> class 2\|1 [0.989]
##
## Rule 16/212: (83.4, lift 10.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC28 > 0.06066843
## PC46 > 1.417094
## -> class 2\|1 [0.988]
##
## Rule 16/213: (184.5/1.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.1914959
## PC8 <= 2.291764
## PC11 > -2.511517
## PC12 > -3.031583
## PC19 <= 3.329054
## PC23 <= 2.042839
## PC29 > -0.08245976
## PC31 > -1.120177
## PC32 <= 0.9560698
## PC36 > -0.3567567
## PC44 <= 0.71119
## PC50 > -1.018825
## PC56 <= 0.6714163
## PC61 > -1.380639
## PC62 > -0.9017188
## PC84 > 0.1015796
## PC85 > -1.478357
## -> class 2\|1 [0.987]
##
## Rule 16/214: (95/0.4, lift 10.7)
## PC2 <= -1.074925
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC12 > -3.031583
## PC21 > 1.9462
## -> class 2\|1 [0.986]
##
## Rule 16/215: (63.4, lift 10.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= 1.115137
## PC61 <= -0.6650652
## -> class 2\|1 [0.985]
##
## Rule 16/216: (58.8, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC44 <= 0.71119
## PC45 > 0.4062366
## PC62 > -1.315966
## -> class 2\|1 [0.984]
##
## Rule 16/217: (50.1, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC23 <= -0.100194
## PC82 > 0.281975
## -> class 2\|1 [0.981]
##
## Rule 16/218: (45.2, lift 10.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC43 <= -0.5820352
## PC50 <= -0.3112708
## -> class 2\|1 [0.979]
##
## Rule 16/219: (221.6/4.6, lift 10.5)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC24 <= 0.5795814
## PC60 <= -0.5047136
## PC94 > -0.2598844
## PC97 <= 0.09933954
## -> class 2\|1 [0.975]
##
## Rule 16/220: (141.2/2.6, lift 10.5)
## PC1 <= -0.430681
## PC2 <= -0.5562518
## PC8 > 2.291764
## PC19 > 0.7270498
## -> class 2\|1 [0.975]
##
## Rule 16/221: (25.2, lift 10.4)
## PC8 > -2.62821
## PC9 > 9.952705
## PC32 > 1.578605
## -> class 2\|1 [0.963]
##
## Rule 16/222: (53.4/1.1, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC19 <= 0.7270498
## PC21 > -0.02358236
## PC28 > 0.1391531
## -> class 2\|1 [0.962]
##
## Rule 16/223: (115.7/3.9, lift 10.4)
## PC2 <= -9.022285
## PC4 <= -0.3591195
## -> class 2\|1 [0.958]
##
## Rule 16/224: (20.2, lift 10.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.073829
## PC18 <= 0.2241086
## PC22 > -1.266815
## PC44 > 0.8340954
## PC53 <= -0.7614991
## PC89 > 0.5840145
## -> class 2\|1 [0.955]
##
## Rule 16/225: (55.2/1.6, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC28 <= -0.1979612
## -> class 2\|1 [0.954]
##
## Rule 16/226: (16.6, lift 10.2)
## PC1 > -0.430681
## PC1 <= 7.238853
## PC2 <= 2.5099
## PC3 <= -0.1620239
## PC5 > -4.547904
## PC8 > -3.073829
## PC62 > 0.4045268
## -> class 2\|1 [0.946]
##
## Rule 16/227: (125/6.4, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC10 > 0.4540342
## PC19 <= 0.7270498
## PC24 <= 0.5795814
## PC60 > -0.5047136
## -> class 2\|1 [0.942]
##
## Rule 16/228: (37.8/1.3, lift 10.2)
## PC1 > -0.430681
## PC8 > -3.073829
## PC9 <= -2.288806
## PC18 <= 0.2241086
## PC22 > -1.266815
## PC44 > 0.8340954
## PC53 <= -0.7614991
## -> class 2\|1 [0.942]
##
## Rule 16/229: (105.7/5.3, lift 10.2)
## PC1 <= -0.430681
## PC7 > 0.6155426
## PC8 > 0.05561064
## PC12 > -1.318698
## PC50 <= -0.3112708
## PC60 > -0.5047136
## PC75 > 0.3013101
## -> class 2\|1 [0.941]
##
## Rule 16/230: (14.5, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC31 > -1.120177
## PC40 > -1.524469
## PC43 <= -1.771918
## PC82 > 0.281975
## PC91 > -0.1184465
## -> class 2\|1 [0.939]
##
## Rule 16/231: (46.3/2, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.7073435
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC44 <= 0.71119
## PC57 <= 1.047002
## PC62 <= -1.315966
## -> class 2\|1 [0.939]
##
## Rule 16/232: (23.8/0.6, lift 10.1)
## PC1 <= -0.430681
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC19 <= -1.093024
## PC30 > 0.362455
## -> class 2\|1 [0.937]
##
## Rule 16/233: (78.9/4.1, lift 10.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 <= -1.318698
## PC59 <= 0.3551677
## PC70 <= 0.157301
## -> class 2\|1 [0.937]
##
## Rule 16/234: (171.2/10, lift 10.1)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC12 > -3.031583
## PC31 > -1.120177
## PC40 > -1.524469
## PC91 <= -0.1184465
## -> class 2\|1 [0.937]
##
## Rule 16/235: (64/3.6, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 1.222251
## PC36 > 0.3500793
## -> class 2\|1 [0.930]
##
## Rule 16/236: (112.3/7.1, lift 10.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= -0.02358236
## PC24 <= 0.5795814
## PC46 <= 1.417094
## -> class 2\|1 [0.930]
##
## Rule 16/237: (256.3/17.2, lift 10.1)
## PC2 <= -1.074925
## PC5 > -0.6564411
## PC8 > 0.1914959
## PC8 <= 2.291764
## PC9 > -2.712827
## PC19 <= 3.329054
## PC23 <= 2.042839
## PC29 > -0.08245976
## PC31 > -1.120177
## PC32 <= 0.9560698
## PC36 > -0.3567567
## PC40 > -1.524469
## PC44 <= 0.71119
## PC48 > -0.169966
## PC52 > -0.1731652
## PC56 <= 0.6714163
## PC61 > -1.380639
## PC62 > -0.9017188
## PC77 > -1.003079
## PC82 <= 0.281975
## PC85 > -1.478357
## PC91 > -0.1184465
## PC93 > -0.3016175
## -> class 2\|1 [0.930]
##
## Rule 16/238: (113.9/7.4, lift 10.0)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC19 > -1.093024
## PC23 <= 0.6670164
## PC33 <= 0.6511909
## PC44 > 0.71119
## PC83 > -0.8443158
## -> class 2\|1 [0.928]
##
## Rule 16/239: (49.6/2.8, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC21 > -0.02358236
## PC24 <= 0.5795814
## PC59 > 0.3551677
## PC60 > -0.5047136
## -> class 2\|1 [0.927]
##
## Rule 16/240: (13.1/0.3, lift 9.9)
## PC1 <= -0.3366674
## PC2 <= 2.5099
## PC16 <= -1.946823
## -> class 2\|1 [0.916]
##
## Rule 16/241: (9.5, lift 9.9)
## PC1 <= -0.430681
## PC7 <= 0.6155426
## PC8 > 2.291764
## PC50 <= -0.3112708
## -> class 2\|1 [0.913]
##
## Rule 16/242: (32/2.7, lift 9.6)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 1.222251
## PC82 <= 0.4797282
## -> class 2\|1 [0.890]
##
## Rule 16/243: (31.4/2.7, lift 9.6)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC36 <= 0.1708591
## -> class 2\|1 [0.890]
##
## Rule 16/244: (74.8/7.4, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC70 > 0.157301
## -> class 2\|1 [0.890]
##
## Rule 16/245: (7, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC30 > 0.1694945
## PC33 > -0.4728316
## PC36 > 0.5253811
## -> class 2\|1 [0.889]
##
## Rule 16/246: (35.2/6.3, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC30 > 0.1694945
## PC33 > -0.4728316
## PC35 <= 1.427366
## PC57 > -0.1242303
## PC95 <= -0.1427079
## -> class 2\|1 [0.803]
##
## Rule 16/247: (29.1/5.2, lift 8.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -0.3491239
## PC16 > -1.946823
## PC18 > 0.2241086
## PC20 <= 0.3622146
## PC36 <= 0.0008381079
## -> class 2\|1 [0.801]
##
## Rule 16/248: (11.6/1.9, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -0.01034938
## PC32 <= 1.578605
## PC33 <= -0.4728316
## PC45 <= 0.4439914
## PC57 > -0.1242303
## PC66 <= 0.7005113
## PC100 <= 3.830744
## -> class 2\|1 [0.787]
##
## Rule 16/249: (46.4/15.2, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC100 > 3.830744
## -> class 2\|1 [0.665]
##
## Rule 16/250: (57, lift 10.7)
## PC1 <= -0.430681
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC12 <= -3.031583
## PC32 <= 0.9560698
## PC44 <= 0.71119
## PC94 > -0.4304867
## -> class 2\|2 [0.983]
##
## Rule 16/251: (343.1/6.7, lift 10.6)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC6 <= 7.141766
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC14 > -0.0618867
## PC32 <= 1.578605
## PC57 <= -0.1242303
## PC60 <= -0.02916798
## PC100 <= 1.802283
## -> class 2\|2 [0.978]
##
## Rule 16/252: (41.3, lift 10.6)
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC41 <= -5.914177
## -> class 2\|2 [0.977]
##
## Rule 16/253: (36, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= -0.6564411
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC21 <= 1.9462
## PC29 > -0.08245976
## PC84 <= 0.1015796
## PC91 > -0.1184465
## -> class 2\|2 [0.974]
##
## Rule 16/254: (119.1/2.1, lift 10.6)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC19 > -3.691146
## PC30 <= 0.1694945
## PC40 <= -0.720706
## PC55 > -0.8047953
## PC66 <= 0.7005113
## PC78 > -0.0807853
## -> class 2\|2 [0.974]
##
## Rule 16/255: (79.9/1.3, lift 10.5)
## PC1 > -0.430681
## PC1 <= 7.238853
## PC2 <= 2.5099
## PC3 <= -0.1620239
## PC5 > -4.547904
## PC8 > -3.073829
## PC16 > -1.946823
## PC18 <= 0.2241086
## PC44 <= 0.8340954
## PC62 <= 0.4045268
## PC82 > 0.01013236
## PC97 <= 1.238189
## -> class 2\|2 [0.972]
##
## Rule 16/256: (31.2, lift 10.5)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC40 <= -1.021574
## PC47 > -0.4973042
## PC66 <= 0.7005113
## PC78 <= -0.0807853
## -> class 2\|2 [0.970]
##
## Rule 16/257: (97.3/2, lift 10.5)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC32 <= 1.578605
## PC43 <= -1.869434
## PC57 <= -0.1242303
## -> class 2\|2 [0.970]
##
## Rule 16/258: (45.6/0.5, lift 10.5)
## PC1 <= -0.430681
## PC5 <= 1.69935
## PC8 > 0.05561064
## PC11 <= -2.511517
## PC21 <= 1.9462
## PC40 > -1.524469
## PC44 <= 0.71119
## PC48 > -0.714098
## -> class 2\|2 [0.969]
##
## Rule 16/259: (48.2/0.8, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= 1.69935
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC21 <= 1.9462
## PC31 > -1.120177
## PC36 <= -0.3567567
## PC44 <= 0.71119
## PC48 > -0.714098
## PC62 > -1.315966
## PC91 > -0.1184465
## -> class 2\|2 [0.964]
##
## Rule 16/260: (25.7, lift 10.5)
## PC2 <= 2.5099
## PC8 > -1.158127
## PC8 <= 0.05561064
## PC33 > -0.4728316
## PC34 <= 0.5291483
## PC66 <= 0.7005113
## PC78 <= -0.0807853
## PC93 <= -0.3668973
## -> class 2\|2 [0.963]
##
## Rule 16/261: (28.4/0.2, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= 1.69935
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC11 > -2.511517
## PC21 <= 1.9462
## PC31 > -1.120177
## PC32 <= 0.9560698
## PC44 <= 0.71119
## PC48 > -0.714098
## PC48 <= -0.169966
## PC61 > -1.380639
## PC62 > -0.9017188
## PC82 <= 0.281975
## PC84 <= 0.1015796
## PC93 > -0.3016175
## -> class 2\|2 [0.962]
##
## Rule 16/262: (105.2/3.6, lift 10.4)
## PC2 > -9.022285
## PC2 <= 2.5099
## PC3 <= -0.01034938
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC32 <= 1.578605
## PC33 <= -0.4728316
## PC100 <= 3.830744
## -> class 2\|2 [0.957]
##
## Rule 16/263: (21.4/0.1, lift 10.3)
## PC1 > -1.689329
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= 0.05561064
## PC47 > -0.4973042
## PC55 > -0.8047953
## PC78 > -0.0807853
## PC89 <= -0.582334
## -> class 2\|2 [0.952]
##
## Rule 16/264: (48.5/1.4, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC9 <= 9.952705
## PC19 > -3.691146
## PC22 <= 1.147836
## PC28 > -0.1979612
## PC32 > 1.578605
## PC40 > -0.545271
## -> class 2\|2 [0.952]
##
## Rule 16/265: (17.5, lift 10.3)
## PC1 <= -0.430681
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC33 > -0.4728316
## PC35 <= -1.67262
## PC47 > -0.4973042
## PC66 <= 0.7005113
## PC78 <= -0.0807853
## -> class 2\|2 [0.949]
##
## Rule 16/266: (251.5/12.5, lift 10.3)
## PC1 <= -1.689329
## PC8 > -2.336766
## PC8 <= -0.2248036
## PC12 <= 2.586173
## PC16 <= 1.182977
## PC19 > -3.691146
## PC20 <= 0.5904658
## PC30 <= 0.1694945
## PC32 <= 1.578605
## PC40 > -0.6730056
## PC47 > -0.4268096
## PC55 > -0.8047953
## PC76 <= 0.3448175
## PC78 > -0.0807853
## PC93 > -0.5290201
## PC94 <= 0.2109061
## -> class 2\|2 [0.947]
##
## Rule 16/267: (119.2/5.6, lift 10.3)
## PC2 <= -1.074925
## PC5 <= 1.69935
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC23 > -0.100194
## PC32 <= 0.9560698
## PC43 > -1.771918
## PC44 <= 0.71119
## PC82 > 0.281975
## PC91 > -0.1184465
## -> class 2\|2 [0.945]
##
## Rule 16/268: (15.9, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC33 > -0.4728316
## PC47 > -0.4973042
## PC57 > -0.1242303
## PC78 <= -0.0807853
## PC94 <= -0.4779398
## -> class 2\|2 [0.944]
##
## Rule 16/269: (30.3/1, lift 10.2)
## PC2 > -9.022285
## PC2 <= -6.607903
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC47 > -0.4973042
## PC57 > -0.1242303
## PC78 <= -0.0807853
## -> class 2\|2 [0.939]
##
## Rule 16/270: (52.5/2.4, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 2.291764
## PC21 <= 1.9462
## PC24 <= 1.069681
## PC29 > -0.08245976
## PC31 > -1.120177
## PC44 <= 0.71119
## PC45 <= 0.4062366
## PC56 > 0.6714163
## PC62 > -1.315966
## PC82 <= 0.281975
## PC85 > -1.478357
## PC91 > -0.1184465
## -> class 2\|2 [0.937]
##
## Rule 16/271: (335.2/20.4, lift 10.2)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC6 <= 7.141766
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC16 > -0.4058653
## PC19 > -0.7667669
## PC32 <= 1.578605
## PC57 <= -0.1242303
## PC60 <= -0.02916798
## PC100 <= 1.802283
## -> class 2\|2 [0.937]
##
## Rule 16/272: (16.6/0.2, lift 10.1)
## PC2 <= -1.074925
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC31 > -1.120177
## PC44 <= 0.71119
## PC45 <= 0.4062366
## PC85 <= -1.478357
## -> class 2\|2 [0.933]
##
## Rule 16/273: (12.7, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC23 > 2.042839
## PC29 > -0.08245976
## PC31 > -1.120177
## -> class 2\|2 [0.932]
##
## Rule 16/274: (36.2/1.7, lift 10.1)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC34 > 0.5291483
## PC47 > -0.4973042
## PC78 <= -0.0807853
## PC100 <= 3.830744
## -> class 2\|2 [0.929]
##
## Rule 16/275: (84.6/5.9, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2248036
## PC8 <= 0.05561064
## PC30 <= 0.1694945
## PC47 > -0.4973042
## PC55 > -0.8047953
## PC78 > -0.0807853
## -> class 2\|2 [0.920]
##
## Rule 16/276: (12.4/0.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= 1.69935
## PC8 > 0.1914959
## PC8 <= 2.291764
## PC32 <= 0.9560698
## PC36 > -0.3567567
## PC44 <= 0.71119
## PC52 <= -0.1731652
## -> class 2\|2 [0.911]
##
## Rule 16/277: (8.4, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC44 <= 0.71119
## PC45 <= 0.4062366
## PC50 <= -1.018825
## PC62 > -1.315966
## -> class 2\|2 [0.904]
##
## Rule 16/278: (22.9/1.4, lift 9.8)
## PC5 <= 1.69935
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC9 <= -2.712827
## PC21 <= 1.9462
## PC36 > -0.3567567
## PC44 <= 0.71119
## PC82 <= 0.281975
## PC91 > -0.1184465
## -> class 2\|2 [0.903]
##
## Rule 16/279: (57.2/4.8, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= 1.69935
## PC8 <= 2.291764
## PC31 > -1.120177
## PC32 <= 0.9560698
## PC40 <= -1.524469
## PC62 > -1.315966
## -> class 2\|2 [0.902]
##
## Rule 16/280: (30.2/2.5, lift 9.7)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC5 <= 1.69935
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC24 <= 1.069681
## PC36 > -0.3567567
## PC44 <= 0.71119
## PC45 <= 0.4062366
## PC62 > -1.315966
## PC62 <= -0.9017188
## PC91 > -0.1184465
## -> class 2\|2 [0.892]
##
## Rule 16/281: (8.8/0.2, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC19 > -1.093024
## PC23 > 0.6670164
## PC44 > 0.71119
## -> class 2\|2 [0.891]
##
## Rule 16/282: (72.1/8.7, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= 1.69935
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC32 <= 0.9560698
## PC44 <= 0.71119
## PC48 > -0.714098
## PC52 > -0.1731652
## PC56 <= 0.6714163
## PC91 > -0.1184465
## PC93 <= -0.3016175
## -> class 2\|2 [0.869]
##
## Rule 16/283: (279.6/39.8, lift 9.3)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC6 <= 0.8218943
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC30 > 0.1694945
## PC35 <= 1.427366
## PC36 <= 0.5253811
## PC47 > -0.8951707
## PC66 <= 0.7005113
## PC69 > -0.1068681
## PC89 > -0.342116
## PC95 > -0.1427079
## PC100 <= 3.830744
## -> class 2\|2 [0.855]
##
## Rule 16/284: (13.9/1.4, lift 9.2)
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC31 > -1.120177
## PC44 <= 0.71119
## PC45 <= 0.4062366
## PC56 <= 0.6714163
## PC61 <= -1.380639
## PC82 <= 0.281975
## PC91 > -0.1184465
## -> class 2\|2 [0.852]
##
## Rule 16/285: (12.5/1.2, lift 9.2)
## PC1 <= -0.430681
## PC8 > -1.158127
## PC8 <= -1.067902
## PC19 > -3.691146
## PC28 > -0.1979612
## PC78 <= -0.0807853
## PC94 > -0.4779398
## -> class 2\|2 [0.847]
##
## Rule 16/286: (65.5/9.8, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.5735505
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC66 > 0.7005113
## PC100 <= 3.830744
## -> class 2\|2 [0.841]
##
## Rule 16/287: (21.9/3.4, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC24 <= -1.239098
## PC28 > -0.1979612
## PC30 <= 0.1694945
## PC33 > -0.4728316
## PC78 <= -0.0807853
## -> class 2\|2 [0.817]
##
## Rule 16/288: (52.5/9.3, lift 8.8)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC42 <= 0.01987631
## PC46 > 0.4344632
## PC64 > -0.3261531
## -> class 2\|2 [0.810]
##
## Rule 16/289: (53.2/10.4, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= 1.69935
## PC8 > 0.05561064
## PC8 <= 0.1914959
## PC21 <= 1.9462
## PC31 > -1.120177
## PC44 <= 0.71119
## PC45 <= 0.4062366
## PC91 > -0.1184465
## -> class 2\|2 [0.793]
##
## Rule 16/290: (47.4/10.8, lift 8.3)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC21 <= 1.9462
## PC29 <= -0.08245976
## PC32 <= 0.9560698
## PC48 > -0.714098
## PC82 <= 0.281975
## PC91 > -0.1184465
## -> class 2\|2 [0.762]
##
## Rule 16/291: (39.6/11.3, lift 7.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.05561064
## PC46 <= 0.4344632
## PC85 <= 0.7277512
## PC97 <= -0.6999397
## -> class 2\|2 [0.704]
##
## Rule 16/292: (50.3/15.3, lift 7.5)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC22 <= 0.8850182
## PC27 <= -0.3134868
## PC62 > -0.3820254
## PC94 <= -0.02134589
## PC97 > -0.6999397
## -> class 2\|2 [0.688]
##
## Rule 16/293: (14.4/5.1, lift 6.8)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC19 > -3.691146
## PC62 > -0.3820254
## PC68 <= -1.714781
## PC85 <= 0.7277512
## -> class 2\|2 [0.628]
##
## Rule 16/294: (48.8/19.2, lift 6.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 2.291764
## PC31 <= -1.120177
## PC44 <= 0.71119
## -> class 2\|2 [0.603]
##
## Rule 16/295: (40.1/18.6, lift 5.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC24 > 0.5795814
## -> class 2\|2 [0.535]
##
## Rule 16/296: (106.7, lift 7.8)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC45 > 0.09307559
## PC46 <= 0.4344632
## PC61 <= 0.2325892
## PC62 <= -0.3820254
## -> class 2\|3 [0.991]
##
## Rule 16/297: (88.5, lift 7.8)
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -2.336766
## PC19 > -3.691146
## PC30 <= 0.1694945
## PC33 > -0.4728316
## PC40 > -0.720706
## PC47 > -0.4973042
## PC57 > -0.1242303
## -> class 2\|3 [0.989]
##
## Rule 16/298: (79.6, lift 7.8)
## PC1 <= -0.430681
## PC8 <= 0.05561064
## PC45 > 0.09307559
## PC54 <= 1.801207
## PC61 > 0.2325892
## PC62 <= -0.3820254
## PC87 > 0.5883743
## PC94 <= 0.8244115
## -> class 2\|3 [0.988]
##
## Rule 16/299: (77.4, lift 7.8)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC17 <= 0.02873056
## PC45 > 0.09307559
## PC62 <= -0.3820254
## PC85 <= 0.7277512
## -> class 2\|3 [0.987]
##
## Rule 16/300: (66.8, lift 7.8)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC19 > -3.691146
## PC54 <= 1.801207
## PC71 > -0.42316
## PC81 > 0.3288473
## -> class 2\|3 [0.985]
##
## Rule 16/301: (44.8, lift 7.7)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC54 > 1.801207
## PC85 <= 0.7277512
## PC95 > 0.007113858
## PC97 > -0.6999397
## -> class 2\|3 [0.979]
##
## Rule 16/302: (69.1/1.9, lift 7.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= 0.05561064
## PC43 > -1.869434
## PC57 <= -0.1242303
## PC60 > -0.02916798
## PC63 <= 0.1074941
## PC100 <= 3.830744
## -> class 2\|3 [0.959]
##
## Rule 16/303: (21, lift 7.6)
## PC1 <= 7.238853
## PC2 <= 2.5099
## PC3 <= -0.1620239
## PC8 > -3.073829
## PC18 <= 0.2241086
## PC44 <= 0.8340954
## PC62 <= 0.4045268
## PC97 > 1.238189
## -> class 2\|3 [0.957]
##
## Rule 16/304: (137.7/6.1, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.05561064
## PC28 > -0.1979612
## PC30 <= 0.1694945
## PC33 > -0.4728316
## PC41 > -5.914177
## PC55 <= -0.8047953
## PC66 <= 0.7005113
## PC78 > -0.0807853
## -> class 2\|3 [0.949]
##
## Rule 16/305: (112.1/5, lift 7.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.073829
## PC19 > -1.342918
## PC37 > -9.291889
## PC84 > -0.3009826
## PC90 <= 0.451372
## -> class 2\|3 [0.948]
##
## Rule 16/306: (13.9, lift 7.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.073829
## PC18 <= 0.2241086
## PC19 > -1.342918
## PC60 > 0.6296403
## -> class 2\|3 [0.933]
##
## Rule 16/307: (52.2/7.2, lift 6.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -0.3491239
## PC16 > -1.946823
## PC18 > 0.2241086
## PC42 > -0.7482097
## PC43 <= 0.4959713
## -> class 2\|3 [0.850]
##
## Rule 16/308: (3.2, lift 6.4)
## PC1 <= -0.430681
## PC2 <= -9.022285
## PC4 > -0.3591195
## -> class 2\|3 [0.809]
##
## Rule 16/309: (12113/9592, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.208]
##
## Rule 16/310: (242.1, lift 14.3)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC13 <= -0.1240896
## PC46 <= 0.4344632
## PC66 <= 0.04950257
## PC85 > 0.2991076
## PC85 <= 0.7277512
## -> class 2\|4 [0.996]
##
## Rule 16/311: (277.2, lift 14.3)
## PC1 <= -0.430681
## PC8 <= 0.05561064
## PC19 <= -3.691146
## PC72 > 0.007479291
## -> class 2\|4 [0.996]
##
## Rule 16/312: (345.1/1.2, lift 14.3)
## PC1 <= -0.430681
## PC11 <= -4.33332
## -> class 2\|4 [0.994]
##
## Rule 16/313: (269/2.9, lift 14.2)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC19 > -3.691146
## PC19 <= 0.7219692
## PC45 <= 0.09307559
## PC46 <= 0.4344632
## PC54 <= 1.801207
## PC62 <= -0.3820254
## PC71 > -0.42316
## PC81 <= 0.3288473
## PC94 <= 0.8244115
## PC95 > 0.007113858
## -> class 2\|4 [0.986]
##
## Rule 16/314: (236/2.5, lift 14.1)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC46 <= -1.566696
## PC62 > -0.3820254
## PC67 > -2.76189
## PC85 <= 0.7277512
## -> class 2\|4 [0.985]
##
## Rule 16/315: (201.6/3.6, lift 14.0)
## PC8 <= -2.62821
## PC17 > 0.02873056
## PC19 > -3.691146
## PC19 <= 0.7219692
## PC46 <= 0.4344632
## PC61 > 0.2325892
## PC62 <= -0.3820254
## PC71 > -0.42316
## PC87 <= 0.5883743
## PC94 <= 0.8244115
## PC95 > 0.007113858
## -> class 2\|4 [0.977]
##
## Rule 16/316: (39.1, lift 14.0)
## PC1 <= -0.430681
## PC19 <= -3.691146
## PC53 > 0.3793378
## -> class 2\|4 [0.976]
##
## Rule 16/317: (205.3/5.3, lift 13.9)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC19 > -3.691146
## PC46 <= 0.4344632
## PC85 > 0.7277512
## PC94 <= 1.422457
## -> class 2\|4 [0.970]
##
## Rule 16/318: (23.9, lift 13.8)
## PC8 <= -2.62821
## PC19 <= 0.7219692
## PC48 <= -1.240581
## PC62 <= -0.3820254
## PC85 <= 0.7277512
## -> class 2\|4 [0.961]
##
## Rule 16/319: (64.2/1.7, lift 13.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.073829
## PC19 > -1.342918
## PC60 <= 0.6296403
## PC90 > 0.451372
## -> class 2\|4 [0.959]
##
## Rule 16/320: (14.7, lift 13.5)
## PC1 > -0.430681
## PC37 <= -9.291889
## -> class 2\|4 [0.940]
##
## Rule 16/321: (12.7, lift 13.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.5735505
## PC8 > -2.62821
## PC22 > 1.307107
## PC66 > 0.7005113
## -> class 2\|4 [0.932]
##
## Rule 16/322: (11.5, lift 13.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC22 > 1.147836
## PC28 > -0.1979612
## PC32 > 1.578605
## PC40 > -0.545271
## -> class 2\|4 [0.926]
##
## Rule 16/323: (18.7/0.6, lift 13.3)
## PC2 <= 2.5099
## PC8 <= 0.05561064
## PC46 <= 0.2674026
## PC68 > -1.714781
## PC77 > 1.140222
## PC85 > 0.2991076
## PC85 <= 0.7277512
## -> class 2\|4 [0.924]
##
## Rule 16/324: (81.5/6.3, lift 13.1)
## PC1 <= -0.430681
## PC19 <= -3.691146
## PC95 > 0.1105129
## -> class 2\|4 [0.912]
##
## Rule 16/325: (8.5, lift 13.0)
## PC8 <= -2.62821
## PC46 <= 0.4344632
## PC62 <= -0.3820254
## PC93 <= -2.507993
## PC97 > -0.6999397
## -> class 2\|4 [0.905]
##
## Rule 16/326: (151.7/14.9, lift 12.9)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC46 > -1.566696
## PC46 <= 0.2674026
## PC62 > -0.3820254
## PC66 > 0.04950257
## PC85 > 0.2991076
## -> class 2\|4 [0.896]
##
## Rule 16/327: (25.5/4, lift 11.8)
## PC8 <= -2.62821
## PC27 <= -0.4629896
## PC46 <= 0.4344632
## PC62 <= -0.3820254
## PC97 > -0.6999397
## -> class 2\|4 [0.820]
##
## Rule 16/328: (27/5.4, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.5735505
## PC8 <= 0.05561064
## PC15 <= 0.6941605
## PC66 > 0.7005113
## -> class 2\|4 [0.778]
##
## Rule 16/329: (15.6/4, lift 10.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -0.3491239
## PC18 > 0.2241086
## PC42 > -0.7482097
## PC43 > 0.4959713
## -> class 2\|4 [0.714]
##
## Default class: 0\|1
##
## ----- Trial 17: -----
##
## Rules:
##
## Rule 17/1: (122, lift 17.2)
## PC1 > -0.5149851
## PC18 > 2.090086
## PC55 > -0.482149
## PC64 <= 1.660016
## PC76 <= 0.3091772
## PC81 <= 0.7577374
## PC85 <= 0.8588063
## -> class 0\|0 [0.992]
##
## Rule 17/2: (128.8, lift 17.2)
## PC2 <= 6.609464
## PC13 <= 7.236558
## PC18 > 2.090086
## PC19 <= 0.008498676
## PC25 <= 0.8085691
## PC35 <= 0.2764165
## PC75 > 0.2907499
## -> class 0\|0 [0.992]
##
## Rule 17/3: (63.6/1.6, lift 16.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.2105978
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC28 > -0.3468742
## PC59 <= 1.019365
## -> class 0\|0 [0.960]
##
## Rule 17/4: (13.8, lift 16.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.89137
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC88 <= 3.771123
## -> class 0\|0 [0.937]
##
## Rule 17/5: (74.5/4.2, lift 16.2)
## PC1 > -0.5846962
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC13 <= 7.236558
## PC14 > 0.2006215
## PC18 > -0.4677226
## PC23 <= -0.9654831
## -> class 0\|0 [0.932]
##
## Rule 17/6: (78.4/7.4, lift 15.5)
## PC1 > -0.5846962
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > 0.2006215
## PC18 > -0.4677226
## PC95 > 0.6493924
## -> class 0\|0 [0.895]
##
## Rule 17/7: (6.9, lift 15.3)
## PC13 <= 7.236558
## PC18 > 2.090086
## PC25 > 0.8085691
## PC51 <= -0.7446085
## PC97 > -2.189606
## -> class 0\|0 [0.881]
##
## Rule 17/8: (43/4.8, lift 15.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -0.4677226
## PC18 <= 2.090086
## -> class 0\|0 [0.870]
##
## Rule 17/9: (46.8/5.3, lift 15.1)
## PC2 > 6.609464
## PC13 <= 7.236558
## PC18 > 2.090086
## PC29 <= -2.519265
## PC88 <= 3.771123
## -> class 0\|0 [0.870]
##
## Rule 17/10: (81.6/12.1, lift 14.6)
## PC1 > -0.5846962
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC14 > 0.2006215
## PC18 > -0.4677226
## PC19 <= -0.1309759
## PC79 <= 0.8123216
## -> class 0\|0 [0.843]
##
## Rule 17/11: (6.9/0.5, lift 14.3)
## PC2 > 2.5099
## PC8 <= 0.2105978
## PC13 <= 7.236558
## PC18 > -0.4677226
## PC40 > 3.535373
## PC79 <= 0.9219543
## PC87 <= 0.4279947
## -> class 0\|0 [0.827]
##
## Rule 17/12: (17.6/4.1, lift 12.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.2105978
## PC13 <= 7.236558
## PC14 > 0.2006215
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC40 > -2.953463
## PC79 > 0.8123216
## PC79 <= 0.9219543
## -> class 0\|0 [0.740]
##
## Rule 17/13: (1471.4/567.6, lift 10.7)
## PC13 <= 7.236558
## PC18 > 2.090086
## PC48 <= 1.042466
## PC88 <= 3.771123
## PC97 > -2.189606
## PC99 <= 1.986757
## -> class 0\|0 [0.614]
##
## Rule 17/14: (114.5, lift 13.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1676145
## PC8 <= 0.2105978
## PC14 <= 0.2006215
## PC18 > -0.4677226
## PC18 <= 2.090086
## -> class 0\|1 [0.991]
##
## Rule 17/15: (76.2/0.4, lift 13.3)
## PC2 > 2.5099
## PC18 > 2.090086
## PC55 <= -0.482149
## PC83 > -1.334977
## PC97 > -2.189606
## -> class 0\|1 [0.982]
##
## Rule 17/16: (52.8, lift 13.3)
## PC2 > 2.5099
## PC2 <= 6.609464
## PC3 <= 1.640775
## PC18 > -0.4677226
## PC26 > 0.7905719
## PC36 <= 2.526415
## PC99 <= 1.986757
## -> class 0\|1 [0.982]
##
## Rule 17/17: (61.1/0.3, lift 13.3)
## PC2 > 2.5099
## PC3 > -2.130307
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC15 > -0.05509185
## PC18 <= -0.4677226
## PC33 > -1.356436
## PC48 > 0.1480779
## -> class 0\|1 [0.979]
##
## Rule 17/18: (106/1.3, lift 13.3)
## PC13 <= 7.236558
## PC18 > 2.090086
## PC25 > 0.8085691
## PC48 <= 1.042466
## PC51 > -0.7446085
## PC93 > -3.250893
## -> class 0\|1 [0.979]
##
## Rule 17/19: (191/3.5, lift 13.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.2105978
## PC14 <= 0.2006215
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC40 <= 3.535373
## PC43 <= 0.6034389
## PC59 > -0.0983362
## PC79 <= 0.9219543
## PC87 <= 0.4279947
## PC90 > -1.764218
## -> class 0\|1 [0.977]
##
## Rule 17/20: (163/2.9, lift 13.2)
## PC1 <= -0.5846962
## PC2 > 2.5099
## PC8 <= 0.2105978
## PC13 <= 3.059932
## PC14 > 0.2006215
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC40 > -2.953463
## PC79 <= 0.8123216
## PC90 > -1.764218
## -> class 0\|1 [0.976]
##
## Rule 17/21: (68.2/0.8, lift 13.2)
## PC8 <= 0.2105978
## PC9 <= 0.3953631
## PC14 <= 0.2006215
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC20 <= -1.027313
## PC59 <= -0.0983362
## PC79 <= 0.9219543
## PC87 <= 0.4279947
## PC90 > -1.764218
## -> class 0\|1 [0.974]
##
## Rule 17/22: (34.4, lift 13.2)
## PC1 <= -0.5149851
## PC13 <= 7.236558
## PC18 > 2.090086
## PC18 <= 2.28354
## PC36 <= 2.526415
## PC60 > -0.5359342
## PC88 <= 3.771123
## PC99 <= 1.986757
## -> class 0\|1 [0.973]
##
## Rule 17/23: (35.1, lift 13.2)
## PC2 <= 6.609464
## PC18 > 2.090086
## PC36 <= 2.526415
## PC76 > 0.3091772
## PC83 > -1.334977
## PC85 <= 0.8588063
## PC87 > 0.2055681
## PC91 <= 1.662351
## -> class 0\|1 [0.973]
##
## Rule 17/24: (85.6/1.8, lift 13.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 <= -0.4677226
## PC20 > -3.549603
## PC24 <= 1.847009
## PC33 <= 5.444684
## PC54 <= 0.9893426
## PC99 > -0.0291126
## -> class 0\|1 [0.968]
##
## Rule 17/25: (28.5, lift 13.1)
## PC18 > 2.090086
## PC48 <= 1.042466
## PC60 > -0.5359342
## PC64 > 1.660016
## PC76 <= 0.3091772
## PC83 > -1.334977
## PC88 <= 3.771123
## -> class 0\|1 [0.967]
##
## Rule 17/26: (83.7/2, lift 13.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.2105978
## PC9 <= 0.3953631
## PC13 <= 7.236558
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC43 <= 0.6034389
## PC62 > 0.2452577
## PC68 <= 0.5217521
## PC79 <= 0.9219543
## PC84 > 0.008808427
## PC87 <= 0.4279947
## -> class 0\|1 [0.965]
##
## Rule 17/27: (82.9/2.3, lift 13.0)
## PC1 <= -0.5149851
## PC12 > -0.9252022
## PC13 <= 7.236558
## PC18 > 2.28354
## PC64 <= 1.660016
## PC79 > -0.1242514
## PC81 <= 0.7577374
## PC87 > 0.1457838
## PC100 <= 0.02933305
## -> class 0\|1 [0.962]
##
## Rule 17/28: (173.3/6.1, lift 13.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC8 <= 0.2105978
## PC13 <= 3.059932
## PC14 > 0.2006215
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC19 > -0.1309759
## PC23 > -0.9654831
## PC79 <= 0.8123216
## PC95 <= 0.6493924
## -> class 0\|1 [0.960]
##
## Rule 17/29: (43.2/1.2, lift 12.9)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 2.090086
## PC88 <= 3.771123
## PC91 > 2.867553
## -> class 0\|1 [0.951]
##
## Rule 17/30: (17.4, lift 12.9)
## PC2 <= 6.609464
## PC10 <= -7.567951
## PC18 > -0.4677226
## PC36 <= 2.526415
## -> class 0\|1 [0.948]
##
## Rule 17/31: (79.4/4, lift 12.7)
## PC2 <= 6.609464
## PC3 <= -0.7982388
## PC18 > 2.090086
## PC35 <= 0.2764165
## PC36 <= 2.526415
## PC70 <= 2.887559
## PC75 <= 0.2907499
## PC76 > 0.3091772
## PC83 > -1.334977
## PC91 <= 1.662351
## PC97 > -2.189606
## -> class 0\|1 [0.938]
##
## Rule 17/32: (12.3, lift 12.6)
## PC1 > -0.7073541
## PC18 > 2.090086
## PC36 <= 2.526415
## PC49 > 0.5045301
## PC64 <= 1.660016
## PC79 <= -0.1242514
## -> class 0\|1 [0.930]
##
## Rule 17/33: (11.8, lift 12.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.89137
## PC8 > 0.2105978
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC28 <= -0.3468742
## -> class 0\|1 [0.928]
##
## Rule 17/34: (14.5/0.4, lift 12.4)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 2.090086
## PC48 <= 1.042466
## PC78 > 2.020816
## -> class 0\|1 [0.917]
##
## Rule 17/35: (39.8/2.6, lift 12.4)
## PC2 > 2.5099
## PC6 > -1.89137
## PC8 > 0.2105978
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC59 > 1.019365
## -> class 0\|1 [0.913]
##
## Rule 17/36: (20.7/1.3, lift 12.2)
## PC1 <= -0.7073541
## PC2 > 2.5099
## PC2 <= 6.609464
## PC18 > 2.090086
## PC76 <= 0.3091772
## PC79 <= -0.1242514
## PC81 <= 0.7577374
## PC83 > -1.334977
## -> class 0\|1 [0.899]
##
## Rule 17/37: (202.8/20, lift 12.2)
## PC2 > 6.609464
## PC13 <= 7.236558
## PC18 > 2.090086
## PC29 > -2.519265
## PC29 <= 1.923316
## PC40 > -2.953463
## PC88 <= 3.771123
## PC97 > -2.189606
## PC99 <= 1.986757
## -> class 0\|1 [0.897]
##
## Rule 17/38: (16.8/1, lift 12.1)
## PC18 > 2.090086
## PC19 > 0.008498676
## PC36 <= 2.526415
## PC48 <= 1.042466
## PC55 > -0.482149
## PC88 <= 3.771123
## -> class 0\|1 [0.894]
##
## Rule 17/39: (6.5, lift 12.0)
## PC2 > 2.5099
## PC36 > 2.513465
## PC36 <= 2.526415
## -> class 0\|1 [0.882]
##
## Rule 17/40: (75.3/8.5, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= -0.9252022
## PC18 > -0.4677226
## PC40 > -2.953463
## PC60 > -0.5359342
## PC76 <= 0.3091772
## PC83 > -1.334977
## PC88 <= 3.771123
## PC91 <= 2.867553
## PC97 > -2.189606
## PC99 <= 1.986757
## -> class 0\|1 [0.877]
##
## Rule 17/41: (3.9, lift 11.3)
## PC4 <= -0.2868965
## PC13 <= 7.236558
## PC18 > -0.4677226
## PC88 > 3.771123
## -> class 0\|1 [0.831]
##
## Rule 17/42: (9.4/0.9, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC48 <= 1.042466
## PC75 > 0.5038049
## PC79 > 0.9219543
## PC86 <= 4.013646
## -> class 0\|1 [0.829]
##
## Rule 17/43: (13.5/2.4, lift 10.6)
## PC2 <= 6.609464
## PC18 > 2.090086
## PC36 <= 2.526415
## PC60 > -0.5359342
## PC76 <= 0.3091772
## PC81 > 0.7577374
## -> class 0\|1 [0.781]
##
## Rule 17/44: (40.3/10.6, lift 9.8)
## PC13 > 7.236558
## PC18 > 3.696222
## PC48 <= 1.042466
## PC97 > -1.431802
## -> class 0\|1 [0.725]
##
## Rule 17/45: (51/16.5, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -0.05509185
## PC17 > -0.7304042
## PC18 <= -0.4677226
## PC55 > 0.1151721
## -> class 0\|1 [0.670]
##
## Rule 17/46: (33.5, lift 8.6)
## PC2 > 2.5099
## PC7 > -0.7696513
## PC15 > -0.05509185
## PC18 <= -0.4677226
## PC37 > 1.119512
## PC55 > 0.1151721
## -> class 0\|2 [0.972]
##
## Rule 17/47: (10.2, lift 8.2)
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC17 > -1.87198
## PC17 <= -1.374336
## PC39 > -1.450917
## PC47 <= -0.8836733
## PC49 <= 1.24066
## -> class 0\|2 [0.918]
##
## Rule 17/48: (92.8/7, lift 8.1)
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC15 <= -0.05509185
## PC36 <= -2.252803
## PC49 <= 1.24066
## PC73 <= 2.287993
## PC95 <= 0.3078283
## PC99 > -1.763915
## -> class 0\|2 [0.916]
##
## Rule 17/49: (7913/5669.5, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.284]
##
## Rule 17/50: (84.4, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.05509185
## PC18 <= -0.4677226
## PC39 <= -1.450917
## -> class 0\|3 [0.988]
##
## Rule 17/51: (207.3/1.9, lift 11.2)
## PC4 > -5.768709
## PC5 > -0.4751543
## PC10 > -3.272248
## PC15 <= -0.05509185
## PC17 <= -1.374336
## PC18 <= -0.4677226
## PC27 > -0.007914715
## PC32 <= 1.227913
## PC43 > -0.6108432
## PC58 > -1.250211
## PC76 <= 1.042284
## PC91 > -1.867191
## PC95 > 0.3078283
## PC99 > -0.8973147
## PC100 <= 1.365672
## -> class 0\|3 [0.986]
##
## Rule 17/52: (64.4, lift 11.2)
## PC7 <= -0.7696513
## PC12 <= -0.3218363
## PC18 <= -0.4677226
## PC20 <= -3.549603
## PC48 > 0.1078789
## -> class 0\|3 [0.985]
##
## Rule 17/53: (57.6, lift 11.1)
## PC13 > 7.236558
## PC16 > -1.235095
## PC31 > 0.006507528
## PC65 > -0.282285
## -> class 0\|3 [0.983]
##
## Rule 17/54: (53.7, lift 11.1)
## PC9 <= 0.5233031
## PC17 > -1.374336
## PC18 <= -0.4677226
## PC20 <= -3.615733
## PC91 > -1.867191
## -> class 0\|3 [0.982]
##
## Rule 17/55: (53.9, lift 11.1)
## PC2 > 2.5099
## PC7 > -0.7696513
## PC15 <= -0.05509185
## PC18 <= -0.4677226
## PC73 > 2.287993
## -> class 0\|3 [0.982]
##
## Rule 17/56: (49.4, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.05509185
## PC18 <= -0.4677226
## PC27 > -7.083237
## PC99 <= -1.763915
## -> class 0\|3 [0.981]
##
## Rule 17/57: (44.7, lift 11.1)
## PC15 <= -0.05509185
## PC17 <= -1.374336
## PC27 > -10.22418
## PC76 > 1.042284
## PC86 > 2.469061
## PC100 > -1.638323
## -> class 0\|3 [0.979]
##
## Rule 17/58: (45.1, lift 11.1)
## PC13 > 7.236558
## PC16 > -1.235095
## PC31 > 0.006507528
## PC69 > -0.7978222
## -> class 0\|3 [0.979]
##
## Rule 17/59: (47.2/0.2, lift 11.1)
## PC4 > -6.964373
## PC7 > -0.7696513
## PC15 <= -0.05509185
## PC17 <= -1.374336
## PC18 <= -0.4677226
## PC43 > -0.6108432
## PC49 <= 1.24066
## PC67 > 0.04990247
## PC81 > -0.9999881
## PC95 > 0.3078283
## -> class 0\|3 [0.975]
##
## Rule 17/60: (515.5/12.8, lift 11.0)
## PC4 > -6.964373
## PC7 > -0.7696513
## PC15 <= -0.05509185
## PC17 <= -1.87198
## PC21 > -0.7050356
## PC27 > -7.083237
## PC36 > -2.252803
## PC38 > -1.617691
## PC49 <= 1.24066
## PC57 <= 1.793525
## PC90 <= 2.93555
## PC91 > -1.867191
## PC95 <= 0.3078283
## PC97 <= 1.067726
## PC99 > -0.9459177
## PC100 > -1.638323
## -> class 0\|3 [0.973]
##
## Rule 17/61: (35, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.964373
## PC18 <= -0.4677226
## PC28 > 0.2291109
## PC43 <= -0.6108432
## PC95 > 0.3078283
## -> class 0\|3 [0.973]
##
## Rule 17/62: (31.8, lift 11.0)
## PC13 > 7.236558
## PC16 > -1.235095
## PC31 > 0.006507528
## PC49 <= -0.05414848
## -> class 0\|3 [0.970]
##
## Rule 17/63: (467.8/16.2, lift 10.9)
## PC4 > -6.964373
## PC7 > -0.7696513
## PC15 <= -0.05509185
## PC17 <= -1.374336
## PC18 <= -0.4677226
## PC36 > -2.252803
## PC57 <= 1.793525
## PC58 <= 1.235599
## PC81 <= 0.5257281
## PC91 > -1.867191
## PC95 <= 0.3078283
## PC97 <= 1.067726
## PC99 > -0.9459177
## -> class 0\|3 [0.963]
##
## Rule 17/64: (59.9/1.4, lift 10.9)
## PC2 > 2.5099
## PC7 > -0.7696513
## PC18 <= -0.4677226
## PC49 > 1.24066
## -> class 0\|3 [0.961]
##
## Rule 17/65: (23.2, lift 10.9)
## PC18 <= -0.4677226
## PC27 <= -10.22418
## -> class 0\|3 [0.960]
##
## Rule 17/66: (23.3, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC15 <= -0.05509185
## PC17 > -1.374336
## PC18 <= -0.4677226
## PC33 > 1.364286
## PC99 > -0.9459177
## -> class 0\|3 [0.960]
##
## Rule 17/67: (21.6, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.5233031
## PC15 <= -0.05509185
## PC99 > -0.9459177
## -> class 0\|3 [0.958]
##
## Rule 17/68: (33.3/0.5, lift 10.8)
## PC2 > 2.5099
## PC7 > -0.7696513
## PC10 > 1.441743
## PC18 <= -0.4677226
## PC43 > -0.6108432
## PC49 <= 1.24066
## PC76 > 1.042284
## PC79 > -1.319963
## PC91 > -1.867191
## PC95 > 0.3078283
## PC100 > -1.638323
## -> class 0\|3 [0.956]
##
## Rule 17/69: (27.5/0.4, lift 10.8)
## PC3 <= -2.130307
## PC15 > -0.05509185
## PC18 <= -0.4677226
## PC35 <= 0.5001234
## PC37 <= 1.119512
## PC48 > 0.1480779
## PC55 > 0.1151721
## -> class 0\|3 [0.954]
##
## Rule 17/70: (34.8/1.2, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.964373
## PC17 > -1.374336
## PC18 <= -0.4677226
## PC23 <= -1.990978
## PC33 <= 1.364286
## PC39 <= 2.060785
## PC99 > -0.9459177
## -> class 0\|3 [0.940]
##
## Rule 17/71: (52.5/2.4, lift 10.6)
## PC2 <= 8.06018
## PC18 <= -0.4677226
## PC37 > -0.7702743
## PC48 <= -0.4241129
## PC55 <= 0.1151721
## PC61 > -0.3814405
## PC65 > -0.6062819
## PC91 <= -0.7311681
## -> class 0\|3 [0.937]
##
## Rule 17/72: (110.1/6.2, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.964373
## PC7 > -0.7696513
## PC17 <= -1.374336
## PC27 > -7.083237
## PC43 <= -0.6108432
## PC73 <= 2.287993
## PC91 > -1.867191
## PC94 <= 0.1288414
## -> class 0\|3 [0.936]
##
## Rule 17/73: (13.2, lift 10.6)
## PC3 > 0.006744031
## PC3 <= 1.640775
## PC9 <= 0.5233031
## PC15 <= -0.05509185
## PC17 > -1.374336
## PC18 <= -0.4677226
## -> class 0\|3 [0.934]
##
## Rule 17/74: (134.1/8.3, lift 10.6)
## PC2 > 2.5099
## PC2 <= 8.06018
## PC3 <= 1.640775
## PC4 > -6.804878
## PC9 <= 0.580468
## PC15 > -0.05509185
## PC18 <= -0.4677226
## PC37 > -0.7702743
## PC48 > -0.4241129
## PC55 <= 0.1151721
## PC61 > -0.3814405
## PC65 > -0.6062819
## PC80 <= 0.5435277
## PC93 > -0.6755382
## -> class 0\|3 [0.932]
##
## Rule 17/75: (39.3/2.1, lift 10.5)
## PC15 <= -0.05509185
## PC18 <= -0.4677226
## PC54 <= 1.076667
## PC97 <= -0.4790954
## PC99 <= -0.9459177
## -> class 0\|3 [0.926]
##
## Rule 17/76: (49/2.8, lift 10.5)
## PC13 > 7.236558
## PC18 <= 3.696222
## PC31 > 0.006507528
## PC48 <= 1.042466
## PC91 > 0.4059246
## -> class 0\|3 [0.926]
##
## Rule 17/77: (14.4/0.4, lift 10.4)
## PC15 > -0.05509185
## PC18 <= -0.4677226
## PC23 <= -4.089213
## PC55 <= 0.1151721
## -> class 0\|3 [0.917]
##
## Rule 17/78: (8.3, lift 10.2)
## PC2 > 2.5099
## PC15 <= -0.6173395
## PC18 > -0.4677226
## PC18 <= 2.090086
## PC79 > 0.9219543
## PC86 <= 4.013646
## PC88 <= 3.771123
## -> class 0\|3 [0.903]
##
## Rule 17/79: (20.9/1.3, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.05509185
## PC18 <= -0.4677226
## PC54 > 1.076667
## PC99 <= -0.9459177
## PC100 > -1.638323
## -> class 0\|3 [0.901]
##
## Rule 17/80: (49.7/4.4, lift 10.2)
## PC7 > -0.7696513
## PC15 > -0.05509185
## PC18 <= -0.4677226
## PC33 <= -1.356436
## PC35 <= 0.5001234
## PC37 <= 1.119512
## PC48 > 0.1480779
## PC55 > 0.1151721
## -> class 0\|3 [0.896]
##
## Rule 17/81: (38.6/3.3, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.05509185
## PC17 > -1.374336
## PC18 <= -0.4677226
## PC91 > -1.867191
## PC99 <= -0.654276
## -> class 0\|3 [0.893]
##
## Rule 17/82: (72.8/7.1, lift 10.1)
## PC4 <= -6.964373
## PC15 <= -0.05509185
## PC18 <= -2.231283
## PC35 <= 0.5314577
## PC59 <= 0.2756255
## PC80 <= 0.5676203
## PC87 <= 0.1111184
## -> class 0\|3 [0.892]
##
## Rule 17/83: (41.9/4.4, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -0.05509185
## PC18 <= -0.4677226
## PC55 <= 0.1151721
## PC61 > -0.3814405
## PC62 <= -0.5067306
## -> class 0\|3 [0.876]
##
## Rule 17/84: (46.8/9.6, lift 8.9)
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC15 > -0.05509185
## PC17 <= -0.7304042
## PC18 <= -0.4677226
## PC48 <= 0.1480779
## PC55 > 0.1151721
## PC89 > -0.1423873
## PC94 > -0.0103439
## -> class 0\|3 [0.782]
##
## Rule 17/85: (36.1/17.6, lift 5.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4677226
## PC40 <= -2.953463
## PC48 <= 1.042466
## PC74 > 0.4784182
## -> class 0\|3 [0.512]
##
## Rule 17/86: (80, lift 20.5)
## PC3 > 1.640775
## PC12 <= -0.0486082
## PC16 <= -0.5005724
## PC26 <= 0.07205261
## PC50 > -0.2168945
## PC50 <= 0.4534797
## PC60 <= 0.7851239
## PC67 <= 0.3515871
## PC69 <= -0.09716982
## PC92 <= 0.5065197
## -> class 1\|0 [0.987]
##
## Rule 17/87: (466.6/6.7, lift 20.5)
## PC1 > -0.2927148
## PC3 <= 0.6342455
## PC6 <= 5.1094
## PC9 > 0.297108
## PC10 > -0.7280131
## PC19 > -0.6420646
## PC21 > -1.003454
## PC62 <= 0.6821539
## PC86 <= 0.590965
## PC95 <= 0.4803047
## -> class 1\|0 [0.984]
##
## Rule 17/88: (34, lift 20.2)
## PC3 > 1.640775
## PC8 > -3.622873
## PC13 > -0.1981209
## PC26 <= 0.07205261
## PC50 > -0.2168945
## PC60 <= 0.7851239
## PC66 > -0.505701
## PC92 <= 0.5065197
## PC93 <= 0.68998
## PC95 <= -0.5146904
## -> class 1\|0 [0.972]
##
## Rule 17/89: (40.5/0.4, lift 20.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC50 > -0.2168945
## PC60 > 0.7851239
## -> class 1\|0 [0.968]
##
## Rule 17/90: (138.9/3.7, lift 20.1)
## PC2 > 2.5099
## PC8 > -3.622873
## PC12 <= -0.0486082
## PC13 > -0.1981209
## PC26 <= 0.07205261
## PC35 > -0.2212318
## PC50 <= 0.4534797
## PC51 > 0.2190686
## PC66 > -0.505701
## PC67 <= 0.3515871
## PC86 > -2.270193
## PC92 <= 0.5065197
## PC94 <= 0.05720164
## PC95 > -0.5037271
## -> class 1\|0 [0.966]
##
## Rule 17/91: (25, lift 20.0)
## PC3 > 0.7393595
## PC16 <= -0.5757822
## PC19 > 2.697729
## -> class 1\|0 [0.963]
##
## Rule 17/92: (23.6, lift 20.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC26 > 0.07205261
## PC39 > 0.6040915
## PC50 > -0.2168945
## -> class 1\|0 [0.961]
##
## Rule 17/93: (17.2, lift 19.7)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC11 <= 2.038316
## PC16 <= -0.5757822
## PC38 > 0.4655569
## -> class 1\|0 [0.948]
##
## Rule 17/94: (41/2.5, lift 19.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC50 > -0.2168945
## PC93 > 0.68998
## -> class 1\|0 [0.919]
##
## Rule 17/95: (42.5/5.8, lift 17.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC13 <= 0.300224
## PC16 <= -0.5757822
## PC44 > -0.8625963
## PC69 <= -0.5836473
## -> class 1\|0 [0.847]
##
## Rule 17/96: (351.5/56.1, lift 17.4)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC9 > 0.297108
## PC10 > -0.7280131
## PC21 > -1.003454
## PC40 <= 0.8153254
## PC74 > 0.02577076
## -> class 1\|0 [0.839]
##
## Rule 17/97: (264.5/62.8, lift 15.8)
## PC1 > -0.430681
## PC8 > -3.073829
## PC12 > 2.712912
## PC18 > -0.4300101
## -> class 1\|0 [0.761]
##
## Rule 17/98: (152.1, lift 15.1)
## PC2 > 2.5099
## PC8 <= -3.622873
## PC16 <= -0.5005724
## PC50 > -0.2168945
## -> class 1\|1 [0.994]
##
## Rule 17/99: (341.9/1.3, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC26 > 0.07205261
## PC39 <= 0.6040915
## PC50 > -0.2168945
## PC60 <= 0.7851239
## PC93 <= 0.68998
## -> class 1\|1 [0.993]
##
## Rule 17/100: (134.7/0.3, lift 15.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC13 > -0.1981209
## PC16 <= -0.5005724
## PC50 > -0.2168945
## PC51 <= 0.2190686
## PC95 > -0.5146904
## -> class 1\|1 [0.991]
##
## Rule 17/101: (78.2, lift 15.0)
## PC1 > -0.430681
## PC3 > 0.6342455
## PC3 <= 0.7393595
## PC51 <= 1.23125
## PC74 <= 0.02577076
## -> class 1\|1 [0.988]
##
## Rule 17/102: (105.5/0.4, lift 15.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.5005724
## PC16 <= 1.311192
## PC22 > -2.12056
## PC50 > -0.2168945
## PC63 > -1.570807
## PC65 > -0.6740059
## PC83 > -0.3876474
## -> class 1\|1 [0.987]
##
## Rule 17/103: (63.9, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC50 > -0.2168945
## PC66 <= -0.505701
## PC93 <= 0.68998
## -> class 1\|1 [0.985]
##
## Rule 17/104: (51.5, lift 14.9)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC12 > 2.712912
## PC18 <= -0.4300101
## -> class 1\|1 [0.981]
##
## Rule 17/105: (37.4, lift 14.8)
## PC3 > 0.7393595
## PC3 <= 0.8452482
## PC43 > 0.2268828
## PC79 <= 0.1418131
## -> class 1\|1 [0.975]
##
## Rule 17/106: (36.5, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC69 > -0.09716982
## PC94 > 0.05720164
## -> class 1\|1 [0.974]
##
## Rule 17/107: (99.4/1.7, lift 14.7)
## PC1 > 11.01179
## PC6 <= -0.8999241
## PC9 <= 0.297108
## PC10 > -0.7280131
## PC40 <= 1.152568
## PC46 > -0.9208918
## -> class 1\|1 [0.973]
##
## Rule 17/108: (40.2/0.3, lift 14.7)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC9 > 0.297108
## PC21 <= -1.003454
## PC40 <= 0.8153254
## PC51 <= 1.23125
## -> class 1\|1 [0.970]
##
## Rule 17/109: (24.1, lift 14.6)
## PC3 > 1.640775
## PC12 <= -0.0486082
## PC13 <= -0.1981209
## PC26 <= 0.07205261
## PC50 > -0.2168945
## PC69 > -0.09716982
## -> class 1\|1 [0.962]
##
## Rule 17/110: (40.9/0.6, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC26 <= 0.07205261
## PC50 > 0.4534797
## PC60 <= 0.7851239
## -> class 1\|1 [0.962]
##
## Rule 17/111: (23.7, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC35 <= -0.2212318
## PC50 > -0.2168945
## PC94 <= 0.05720164
## PC95 > -0.5146904
## -> class 1\|1 [0.961]
##
## Rule 17/112: (44.8/1.2, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC67 > 0.3515871
## -> class 1\|1 [0.953]
##
## Rule 17/113: (17.4, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC69 > -0.09716982
## PC95 > -0.5146904
## PC95 <= -0.5037271
## -> class 1\|1 [0.948]
##
## Rule 17/114: (17, lift 14.4)
## PC3 > 1.640775
## PC6 <= -2.059616
## PC16 <= -0.9303704
## PC50 <= -0.2168945
## -> class 1\|1 [0.947]
##
## Rule 17/115: (16, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.0486082
## PC16 <= -0.5005724
## -> class 1\|1 [0.944]
##
## Rule 17/116: (24.7/0.5, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC60 <= 0.7851239
## PC92 > 0.5065197
## -> class 1\|1 [0.942]
##
## Rule 17/117: (75.7/3.8, lift 14.2)
## PC3 <= 0.6342455
## PC6 > 5.1094
## PC9 > 0.297108
## PC19 > -0.6420646
## PC22 > -2.402923
## PC62 <= 0.6821539
## -> class 1\|1 [0.939]
##
## Rule 17/118: (82.3/5.5, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC6 <= 5.1094
## PC8 > -3.073829
## PC10 > -0.7280131
## PC51 <= 1.23125
## PC86 > 0.590965
## -> class 1\|1 [0.923]
##
## Rule 17/119: (186/16.3, lift 13.8)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC7 > -9.345048
## PC11 <= 2.038316
## PC16 <= -0.5757822
## PC19 <= 2.697729
## PC38 <= 0.4655569
## PC51 <= 0.744561
## PC69 > -0.5836473
## PC83 <= 0.5148818
## PC99 <= 1.762854
## -> class 1\|1 [0.908]
##
## Rule 17/120: (34.1/2.5, lift 13.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC9 > 0.297108
## PC51 <= 1.23125
## PC62 > 0.6821539
## -> class 1\|1 [0.903]
##
## Rule 17/121: (40.6/3.5, lift 13.6)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC18 > 0.2115095
## PC43 > 0.2268828
## -> class 1\|1 [0.895]
##
## Rule 17/122: (7.4, lift 13.6)
## PC3 > 1.640775
## PC16 <= -0.5005724
## PC50 <= 0.4534797
## PC60 <= 0.7851239
## PC86 <= -2.270193
## -> class 1\|1 [0.894]
##
## Rule 17/123: (7.4, lift 13.5)
## PC3 > 1.640775
## PC15 > -1.470211
## PC29 <= -0.3887536
## PC50 <= -0.2168945
## -> class 1\|1 [0.892]
##
## Rule 17/124: (7.1, lift 13.5)
## PC6 <= -2.199283
## PC8 > -3.073829
## PC10 <= -0.7280131
## PC35 <= -0.6953393
## -> class 1\|1 [0.890]
##
## Rule 17/125: (6.2, lift 13.3)
## PC1 > -0.430681
## PC1 <= -0.2927148
## PC3 <= 0.7393595
## PC9 > 0.297108
## PC10 > -0.7280131
## -> class 1\|1 [0.878]
##
## Rule 17/126: (113.7/13.2, lift 13.3)
## PC3 > 0.7393595
## PC10 > -0.7280131
## PC16 <= 0.8894854
## PC43 > 0.2268828
## PC57 > -1.721336
## PC79 > 0.1418131
## -> class 1\|1 [0.877]
##
## Rule 17/127: (9.7/0.6, lift 13.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC9 > 0.297108
## PC40 <= 0.8153254
## PC95 > 0.4803047
## -> class 1\|1 [0.860]
##
## Rule 17/128: (4.1, lift 12.7)
## PC1 <= -0.430681
## PC2 > -0.9262126
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC36 > 0.8240289
## -> class 1\|1 [0.835]
##
## Rule 17/129: (12.4/3.5, lift 10.4)
## PC3 > 1.640775
## PC6 <= -2.059616
## PC15 > -1.470211
## PC93 <= -0.9696231
## -> class 1\|1 [0.688]
##
## Rule 17/130: (197.3/70.5, lift 9.7)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC6 > 5.1094
## PC9 > 0.297108
## PC40 <= 0.8153254
## PC51 <= 1.23125
## -> class 1\|1 [0.641]
##
## Rule 17/131: (85, lift 15.1)
## PC1 > 11.01179
## PC3 <= 0.7393595
## PC6 > -0.8999241
## PC9 <= 0.297108
## -> class 1\|2 [0.989]
##
## Rule 17/132: (57.7, lift 15.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 1.311192
## PC50 > -0.2168945
## -> class 1\|2 [0.983]
##
## Rule 17/133: (53.8, lift 15.0)
## PC3 > 0.7393595
## PC13 <= 0.300224
## PC19 <= 2.697729
## PC69 > -0.5836473
## PC99 > 1.762854
## -> class 1\|2 [0.982]
##
## Rule 17/134: (56.5, lift 15.0)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC12 <= 2.712912
## PC16 > -0.5757822
## PC25 <= 0.3525581
## PC95 <= -0.4974043
## -> class 1\|2 [0.982]
##
## Rule 17/135: (52.6, lift 15.0)
## PC3 > 1.640775
## PC16 > -0.5005724
## PC22 <= -2.12056
## PC50 > -0.2168945
## PC65 > -0.6740059
## -> class 1\|2 [0.982]
##
## Rule 17/136: (215.2/3.7, lift 14.9)
## PC3 > 1.640775
## PC6 <= -2.059616
## PC15 > -1.470211
## PC16 > -0.9303704
## PC29 > -0.3887536
## PC50 <= -0.2168945
## PC93 > -0.9696231
## -> class 1\|2 [0.978]
##
## Rule 17/137: (67.4/0.8, lift 14.9)
## PC1 > 6.692906
## PC6 > -2.199283
## PC10 <= -0.7280131
## PC35 <= -0.6953393
## -> class 1\|2 [0.974]
##
## Rule 17/138: (80.1/1.4, lift 14.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.073829
## PC16 > -0.5757822
## PC30 <= -0.6829464
## PC57 > -1.721336
## -> class 1\|2 [0.971]
##
## Rule 17/139: (32.4, lift 14.8)
## PC3 > 0.7393595
## PC8 > -3.073829
## PC16 > -0.5757822
## PC27 > -0.205017
## PC42 <= -0.4856086
## PC73 <= 0.9018657
## PC100 <= 0.5517913
## -> class 1\|2 [0.971]
##
## Rule 17/140: (127.8/3.3, lift 14.8)
## PC3 > 0.7393595
## PC9 > 1.468961
## PC12 <= 2.712912
## PC14 <= -0.6993386
## PC16 > -0.5757822
## PC30 > -0.6829464
## PC96 <= 1.022792
## PC99 <= 0.3972122
## -> class 1\|2 [0.967]
##
## Rule 17/141: (325.2/9.9, lift 14.8)
## PC2 <= 2.5099
## PC3 > 0.8452482
## PC12 <= 2.712912
## PC16 > -0.5757822
## PC18 <= 0.2115095
## PC43 > 0.2268828
## PC79 <= 0.1418131
## PC98 <= 4.234372
## -> class 1\|2 [0.967]
##
## Rule 17/142: (24.7, lift 14.7)
## PC1 > -0.430681
## PC1 <= 11.01179
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC8 <= 0.5831117
## PC9 <= 0.297108
## PC10 > -0.7280131
## PC23 <= -0.2753389
## PC40 <= 1.152568
## -> class 1\|2 [0.962]
##
## Rule 17/143: (70.6/1.9, lift 14.7)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC8 > -3.073829
## PC9 <= 0.297108
## PC30 > 0.2335071
## PC46 <= -0.9208918
## -> class 1\|2 [0.959]
##
## Rule 17/144: (21.2, lift 14.6)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC13 <= 0.300224
## PC16 <= -0.5757822
## PC44 <= -0.8625963
## -> class 1\|2 [0.957]
##
## Rule 17/145: (197.3/7.6, lift 14.6)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC9 > -0.2584531
## PC12 <= 2.712912
## PC16 > 0.8894854
## PC18 <= 0.2115095
## PC43 > 0.2268828
## PC98 <= 4.234372
## -> class 1\|2 [0.957]
##
## Rule 17/146: (24.1/0.2, lift 14.6)
## PC2 <= 2.5099
## PC7 <= -9.345048
## -> class 1\|2 [0.953]
##
## Rule 17/147: (17.9, lift 14.5)
## PC3 > 0.7393595
## PC30 > -0.6829464
## PC43 <= 0.2268828
## PC57 > -1.721336
## PC73 > 0.9018657
## -> class 1\|2 [0.950]
##
## Rule 17/148: (51.1/2.1, lift 14.4)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC8 > -3.073829
## PC12 <= 2.712912
## PC16 > -0.5757822
## PC43 <= 0.2268828
## PC57 > -1.721336
## PC65 <= -0.1123941
## -> class 1\|2 [0.941]
##
## Rule 17/149: (47.7/2, lift 14.4)
## PC1 > 1.128336
## PC2 > 2.5099
## PC50 <= -0.2168945
## -> class 1\|2 [0.941]
##
## Rule 17/150: (92.3/5.3, lift 14.3)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC9 <= 1.468961
## PC10 > -0.7280131
## PC27 <= -0.205017
## PC65 > -0.1123941
## PC74 > -0.1963658
## PC100 <= 0.5517913
## -> class 1\|2 [0.934]
##
## Rule 17/151: (105/6.2, lift 14.2)
## PC3 > 0.7393595
## PC7 <= -4.108215
## PC10 > -0.7280131
## PC16 > -0.5757822
## PC25 <= 0.3525581
## PC43 <= 0.2268828
## PC57 > -1.721336
## -> class 1\|2 [0.932]
##
## Rule 17/152: (14.2/0.1, lift 14.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.5005724
## PC50 > -0.2168945
## PC83 <= -0.3876474
## -> class 1\|2 [0.930]
##
## Rule 17/153: (9.4, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.5005724
## PC63 > -1.570807
## PC65 <= -0.6740059
## PC83 > -0.3876474
## -> class 1\|2 [0.912]
##
## Rule 17/154: (67.7/5.3, lift 13.9)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC16 > -0.5757822
## PC43 > -0.4297231
## PC43 <= 0.2268828
## PC100 > 0.5517913
## -> class 1\|2 [0.910]
##
## Rule 17/155: (36.3/2.8, lift 13.8)
## PC3 > 0.7393595
## PC11 > 2.038316
## PC13 <= 0.300224
## PC16 <= -0.5757822
## -> class 1\|2 [0.901]
##
## Rule 17/156: (118.2/11.3, lift 13.7)
## PC1 > -0.430681
## PC10 > -0.7280131
## PC12 <= 2.712912
## PC16 > -0.5757822
## PC43 <= 0.2268828
## PC57 > -1.721336
## PC59 <= -0.9747494
## -> class 1\|2 [0.898]
##
## Rule 17/157: (47.6/4.8, lift 13.5)
## PC1 > -0.430681
## PC8 <= -3.073829
## PC19 <= -1.342918
## PC78 <= -0.1420228
## -> class 1\|2 [0.884]
##
## Rule 17/158: (6.4, lift 13.5)
## PC3 > 1.640775
## PC15 <= -1.470211
## PC50 <= -0.2168945
## PC93 > 0.7071595
## -> class 1\|2 [0.881]
##
## Rule 17/159: (12.5/2.4, lift 11.7)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC10 > -0.7280131
## PC16 <= -0.5757822
## PC83 > 0.5148818
## -> class 1\|2 [0.765]
##
## Rule 17/160: (26.7/8.7, lift 10.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC9 > 0.297108
## PC40 > 0.8153254
## -> class 1\|2 [0.662]
##
## Rule 17/161: (61.7/2.7, lift 16.7)
## PC1 <= 1.128336
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -1.470211
## PC93 <= 0.7071595
## -> class 1\|3 [0.942]
##
## Rule 17/162: (9.1, lift 16.1)
## PC3 > 0.7393595
## PC9 > 1.468961
## PC14 > -0.6993386
## PC16 > -0.5757822
## PC30 > -0.6829464
## PC43 <= 0.2268828
## PC65 > -0.1123941
## -> class 1\|3 [0.910]
##
## Rule 17/163: (814.1/329.1, lift 10.5)
## PC1 > -0.430681
## PC3 > 0.7393595
## PC8 > -3.073829
## PC16 > -0.5757822
## PC25 <= 0.3525581
## PC43 <= 0.2268828
## -> class 1\|3 [0.596]
##
## Rule 17/164: (4386.3/3340.3, lift 4.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.239]
##
## Rule 17/165: (146.4/0.2, lift 15.9)
## PC6 > -2.491569
## PC8 > 2.291764
## PC11 > -0.6486088
## PC21 > -0.2499169
## PC21 <= 0.9623703
## PC24 > -0.03955416
## PC40 > -1.150464
## PC46 <= 1.417094
## PC54 > -1.804454
## PC60 > -0.4210835
## PC65 > -0.0702869
## PC84 > -0.7763532
## -> class 2\|0 [0.992]
##
## Rule 17/166: (60.4/0.3, lift 15.7)
## PC1 <= -0.430681
## PC2 > -0.9262126
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC34 <= -0.3792612
## PC36 > 0.09076007
## -> class 2\|0 [0.979]
##
## Rule 17/167: (62.6/0.5, lift 15.7)
## PC6 <= 2.972452
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -1.728177
## PC21 > -0.2499169
## PC46 <= 1.475178
## PC89 > 0.6152391
## -> class 2\|0 [0.976]
##
## Rule 17/168: (351.3/9.1, lift 15.6)
## PC6 <= 2.972452
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -1.728177
## PC21 > 0.9623703
## PC46 <= 1.475178
## PC54 > -1.804454
## PC60 > -0.4210835
## PC84 > -0.7763532
## -> class 2\|0 [0.971]
##
## Rule 17/169: (234.8/6.4, lift 15.6)
## PC8 > 2.291764
## PC11 > -0.6486088
## PC18 <= 0.1540345
## PC20 <= -0.1170666
## PC21 > -0.2499169
## PC46 <= 1.417094
## PC54 > -1.804454
## PC60 > -0.4210835
## PC65 > -0.0702869
## PC69 > -0.3268926
## PC84 > -0.7763532
## PC92 > -0.09681447
## PC97 > -0.2823915
## -> class 2\|0 [0.969]
##
## Rule 17/170: (24.9, lift 15.5)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC8 > 0.5831117
## PC9 <= 0.297108
## PC19 > -1.637436
## PC60 > -0.2256029
## PC63 > -0.5050736
## -> class 2\|0 [0.963]
##
## Rule 17/171: (24.2, lift 15.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC15 <= -2.188156
## PC21 > -0.2499169
## PC96 > -0.138214
## -> class 2\|0 [0.962]
##
## Rule 17/172: (47.2/1.3, lift 15.3)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC8 > 0.5831117
## PC9 <= 0.297108
## PC19 <= -1.637436
## PC63 > -0.5050736
## -> class 2\|0 [0.954]
##
## Rule 17/173: (297.6/14.6, lift 15.2)
## PC2 > -2.891115
## PC2 <= 2.5099
## PC6 <= 2.972452
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -1.728177
## PC21 > -0.2499169
## PC46 <= 1.475178
## PC60 > -0.4210835
## -> class 2\|0 [0.948]
##
## Rule 17/174: (20.9/0.6, lift 15.0)
## PC1 <= -0.430681
## PC2 <= -0.9262126
## PC3 > -0.008502942
## PC8 > -0.2284522
## PC14 <= -0.02859959
## -> class 2\|0 [0.932]
##
## Rule 17/175: (97.9/7.4, lift 14.7)
## PC6 <= 2.972452
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -1.728177
## PC21 > -0.2499169
## PC47 > 0.5981562
## -> class 2\|0 [0.916]
##
## Rule 17/176: (22.5/1.3, lift 14.6)
## PC6 <= 2.972452
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -1.728177
## PC21 > -0.2499169
## PC46 <= 1.475178
## PC60 <= -0.4210835
## PC86 > 0.4020714
## -> class 2\|0 [0.908]
##
## Rule 17/177: (14.6/0.6, lift 14.5)
## PC1 <= -0.430681
## PC6 > -2.491569
## PC8 > 2.291764
## PC11 > 1.193678
## PC12 > -1.728177
## PC21 > -0.2499169
## PC46 <= 1.475178
## PC86 <= 0.4020714
## PC89 <= 0.6152391
## -> class 2\|0 [0.905]
##
## Rule 17/178: (8.6, lift 14.4)
## PC1 <= -0.430681
## PC6 <= 2.972452
## PC8 > 2.291764
## PC11 > -0.6486088
## PC12 > -1.728177
## PC21 > -0.2499169
## PC60 <= -0.4210835
## PC86 <= 0.4020714
## PC96 <= -0.138214
## -> class 2\|0 [0.897]
##
## Rule 17/179: (140.6/14.9, lift 14.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC14 <= -0.02859959
## PC39 > -0.5457348
## PC43 > 0.5397927
## PC63 <= -0.06183665
## -> class 2\|0 [0.888]
##
## Rule 17/180: (18.1/3.2, lift 12.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC45 > 0.4583037
## PC63 <= -0.06183665
## -> class 2\|0 [0.793]
##
## Rule 17/181: (21.4/5.8, lift 11.4)
## PC2 <= 2.5099
## PC4 > 0.1440638
## PC10 <= -0.7280131
## PC18 > 0.2091407
## PC35 > -0.6953393
## -> class 2\|0 [0.711]
##
## Rule 17/182: (125.1, lift 10.6)
## PC1 <= -0.430681
## PC6 > -2.491569
## PC8 > 2.291764
## PC21 <= -0.2499169
## -> class 2\|1 [0.992]
##
## Rule 17/183: (110.3, lift 10.5)
## PC1 <= -0.430681
## PC8 > 0.6981995
## PC8 <= 2.291764
## PC63 > -0.06183665
## PC78 <= -0.1017613
## -> class 2\|1 [0.991]
##
## Rule 17/184: (62.7, lift 10.5)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC20 > -0.1170666
## PC21 <= 0.9623703
## PC24 <= -0.03955416
## -> class 2\|1 [0.985]
##
## Rule 17/185: (247.3/2.9, lift 10.5)
## PC1 <= -0.430681
## PC6 > -2.491569
## PC8 > 2.291764
## PC11 <= 1.193678
## PC15 > -2.188156
## PC47 <= 0.5981562
## PC60 <= -0.4210835
## PC86 <= 0.4020714
## PC89 <= 0.6152391
## PC96 > -0.138214
## -> class 2\|1 [0.984]
##
## Rule 17/186: (58.6, lift 10.5)
## PC1 <= -0.430681
## PC2 <= -0.9262126
## PC8 > 0.6981995
## PC8 <= 2.291764
## PC63 > -0.06183665
## PC71 > 0.5044268
## PC93 <= 0.4078081
## -> class 2\|1 [0.983]
##
## Rule 17/187: (56.7, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= 2.972452
## PC18 <= 0.1540345
## PC21 <= 0.9623703
## PC24 <= -0.03955416
## PC54 > -1.804454
## PC69 <= -0.3268926
## -> class 2\|1 [0.981]
##
## Rule 17/188: (323.5/5.6, lift 10.4)
## PC2 <= -0.9262126
## PC8 > 0.6981995
## PC8 <= 2.291764
## PC12 > -3.085381
## PC16 <= 0.9959877
## PC19 <= 3.266839
## PC20 <= 0.1805726
## PC37 > -0.538414
## PC53 <= 0.5084541
## PC60 > -1.073305
## PC63 > -0.06183665
## PC95 <= 0.1875394
## PC99 <= 0.7569277
## -> class 2\|1 [0.980]
##
## Rule 17/189: (47.3, lift 10.4)
## PC1 <= -0.430681
## PC8 > 0.6981995
## PC20 > 0.1805726
## PC32 > 0.9336247
## -> class 2\|1 [0.980]
##
## Rule 17/190: (61/0.4, lift 10.4)
## PC1 <= -0.430681
## PC2 <= -0.9262126
## PC8 > 0.6981995
## PC25 <= 0.1105819
## PC78 > -0.1017613
## PC97 > 0.4767982
## -> class 2\|1 [0.978]
##
## Rule 17/191: (39.8, lift 10.4)
## PC1 <= -0.430681
## PC6 > 2.972452
## PC8 > -0.2284522
## PC12 > -1.728177
## -> class 2\|1 [0.976]
##
## Rule 17/192: (52.1/0.4, lift 10.4)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC8 > 0.5831117
## PC9 <= 0.297108
## PC19 > -1.637436
## PC60 <= -0.2256029
## PC63 > -0.5050736
## -> class 2\|1 [0.974]
##
## Rule 17/193: (90.2/1.6, lift 10.3)
## PC2 <= 2.5099
## PC3 <= -0.2340402
## PC7 > -1.384673
## PC13 <= 0.1497917
## PC73 <= -1.507278
## PC89 <= 1.179154
## -> class 2\|1 [0.972]
##
## Rule 17/194: (32.9, lift 10.3)
## PC1 <= -0.430681
## PC2 > -1.934819
## PC2 <= -0.9262126
## PC8 > -0.2284522
## PC8 <= 0.6981995
## PC73 > -0.3592803
## -> class 2\|1 [0.971]
##
## Rule 17/195: (97.6/1.9, lift 10.3)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 <= -1.728177
## -> class 2\|1 [0.971]
##
## Rule 17/196: (30.9, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 0.6981995
## PC54 <= -1.4495
## PC63 > -0.06183665
## -> class 2\|1 [0.970]
##
## Rule 17/197: (31.3, lift 10.3)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= 0.9623703
## PC60 > -0.4210835
## PC65 <= -0.0702869
## -> class 2\|1 [0.970]
##
## Rule 17/198: (27.4, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC43 <= 0.5397927
## PC49 <= 0.2476325
## PC57 > 0.9605605
## PC87 > -0.5103158
## -> class 2\|1 [0.966]
##
## Rule 17/199: (21.1, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -0.008502942
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC11 > -0.82685
## PC14 <= -0.02859959
## PC43 <= 0.5397927
## PC45 <= 0.4583037
## PC49 <= 0.2476325
## PC63 <= -0.06183665
## PC87 <= -0.5103158
## -> class 2\|1 [0.957]
##
## Rule 17/200: (20.6, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= 0.9623703
## PC24 <= -0.03955416
## PC92 <= -0.09681447
## -> class 2\|1 [0.956]
##
## Rule 17/201: (274.4/11.7, lift 10.1)
## PC1 <= -0.430681
## PC2 <= -0.9262126
## PC8 > 1.515445
## PC8 <= 2.291764
## PC20 <= 0.1805726
## PC40 > -1.494652
## PC63 > -0.06183665
## PC85 <= 1.237637
## -> class 2\|1 [0.954]
##
## Rule 17/202: (19.6, lift 10.1)
## PC1 <= -0.430681
## PC6 > -2.491569
## PC8 > 2.291764
## PC40 <= -1.150464
## PC46 <= 1.417094
## -> class 2\|1 [0.954]
##
## Rule 17/203: (16.9, lift 10.1)
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC9 > 7.983715
## PC100 > 3.495399
## -> class 2\|1 [0.947]
##
## Rule 17/204: (15.5, lift 10.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC84 <= -0.7763532
## -> class 2\|1 [0.943]
##
## Rule 17/205: (75.7/3.8, lift 10.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.6486088
## -> class 2\|1 [0.939]
##
## Rule 17/206: (17.1/0.2, lift 10.0)
## PC1 > -0.430681
## PC1 <= 11.01179
## PC3 <= 0.7393595
## PC8 > -3.073829
## PC22 > -0.5599737
## PC41 > 1.212682
## PC67 > -0.404483
## -> class 2\|1 [0.936]
##
## Rule 17/207: (74.9/4.1, lift 9.9)
## PC1 <= -0.430681
## PC8 > 0.6981995
## PC20 > 0.1805726
## PC25 > 0.1105819
## -> class 2\|1 [0.934]
##
## Rule 17/208: (13.2, lift 9.9)
## PC1 <= -0.430681
## PC2 > -0.9262126
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC36 <= 0.09076007
## -> class 2\|1 [0.934]
##
## Rule 17/209: (12.1, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= 0.9623703
## PC60 > -0.4210835
## PC97 <= -0.2823915
## -> class 2\|1 [0.929]
##
## Rule 17/210: (114.9/7.4, lift 9.9)
## PC1 <= -0.430681
## PC2 <= -0.9262126
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC11 > -2.139097
## PC14 > -0.02859959
## PC24 <= 0.9762033
## PC31 > -1.676091
## PC63 <= -0.06183665
## -> class 2\|1 [0.928]
##
## Rule 17/211: (74.8/6.2, lift 9.6)
## PC1 <= -0.430681
## PC6 > -2.491569
## PC8 > 2.291764
## PC46 > 1.417094
## -> class 2\|1 [0.907]
##
## Rule 17/212: (8.7, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC18 > 0.1540345
## PC21 <= 0.9623703
## -> class 2\|1 [0.907]
##
## Rule 17/213: (8.5, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.524922
## PC44 <= 1.138963
## PC63 > 0.06488332
## PC81 > 0.7084147
## PC88 > -0.3134926
## PC99 > -0.9007455
## -> class 2\|1 [0.905]
##
## Rule 17/214: (14.4/0.7, lift 9.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC8 > -3.073829
## PC8 <= 0.5831117
## PC40 > 1.152568
## PC46 > -0.9208918
## -> class 2\|1 [0.899]
##
## Rule 17/215: (32.7/2.7, lift 9.5)
## PC1 <= -0.430681
## PC2 > -0.9262126
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC34 > -0.3792612
## PC36 <= 0.8240289
## PC75 > -0.3322806
## -> class 2\|1 [0.893]
##
## Rule 17/216: (7.2, lift 9.5)
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC63 > -0.06183665
## PC73 > -0.3592803
## PC73 <= -0.3576066
## -> class 2\|1 [0.891]
##
## Rule 17/217: (20.5/1.5, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 0.6981995
## PC28 <= -0.09862774
## PC73 > -0.3592803
## -> class 2\|1 [0.888]
##
## Rule 17/218: (74.3/7.6, lift 9.4)
## PC1 <= -0.430681
## PC2 <= -2.891115
## PC8 > -0.2284522
## PC21 > -0.2499169
## PC54 <= -1.804454
## -> class 2\|1 [0.887]
##
## Rule 17/219: (52.1/5.2, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 0.6981995
## PC19 <= 0.4249721
## PC63 > -0.06183665
## PC73 > -0.3592803
## PC97 <= 0.03427543
## -> class 2\|1 [0.885]
##
## Rule 17/220: (68.2/7.3, lift 9.4)
## PC3 <= -0.008502942
## PC8 > 1.222998
## PC8 <= 2.291764
## PC34 > -0.1272166
## PC45 <= 0.4583037
## PC49 <= 0.2476325
## PC57 <= 0.9605605
## PC63 <= -0.06183665
## -> class 2\|1 [0.882]
##
## Rule 17/221: (36.5/4, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 0.6981995
## PC34 > 0.7724203
## PC63 > -0.06183665
## -> class 2\|1 [0.870]
##
## Rule 17/222: (108/16.3, lift 9.0)
## PC2 <= -9.022285
## -> class 2\|1 [0.843]
##
## Rule 17/223: (40.4/7.1, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 0.6981995
## PC11 > -3.430341
## PC63 > -0.06183665
## PC64 <= -0.04473955
## PC73 > -0.3592803
## -> class 2\|1 [0.808]
##
## Rule 17/224: (45.6/14.7, lift 7.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC29 <= 0.3448451
## PC34 > 1.098344
## -> class 2\|1 [0.670]
##
## Rule 17/225: (51.3/17.2, lift 7.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC10 > -0.001583433
## PC16 <= 1.844254
## PC44 <= 1.138963
## PC63 > 0.06488332
## PC88 > -0.3134926
## PC99 <= -0.9007455
## -> class 2\|1 [0.659]
##
## Rule 17/226: (58.7/20.8, lift 6.8)
## PC2 <= -0.9262126
## PC8 > -0.2284522
## PC11 <= -0.82685
## PC34 > -0.1272166
## PC43 <= 0.5397927
## PC45 <= 0.4583037
## PC63 <= -0.06183665
## -> class 2\|1 [0.640]
##
## Rule 17/227: (61.4/0.8, lift 11.2)
## PC1 > -0.430681
## PC1 <= 11.01179
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC8 <= 0.5831117
## PC9 <= 0.297108
## PC10 > -0.7280131
## PC23 > -0.2753389
## PC40 <= 1.152568
## PC41 <= 1.212682
## PC46 > -0.9208918
## PC82 > -0.01428698
## PC97 <= 1.238189
## -> class 2\|2 [0.972]
##
## Rule 17/228: (17.1/0.2, lift 10.8)
## PC1 <= -0.430681
## PC6 > -0.001565208
## PC8 > -2.524922
## PC11 > -2.319353
## PC32 <= -2.359806
## PC34 <= 1.098344
## -> class 2\|2 [0.938]
##
## Rule 17/229: (119.3/7.4, lift 10.7)
## PC2 > -9.022285
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC9 > 7.983715
## PC55 > -1.279077
## PC73 > -1.507278
## PC100 <= 3.495399
## -> class 2\|2 [0.931]
##
## Rule 17/230: (7.6, lift 10.3)
## PC1 <= -0.430681
## PC6 > -0.001565208
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC11 > -2.319353
## PC11 <= -2.295692
## -> class 2\|2 [0.896]
##
## Rule 17/231: (24.2/3.8, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.515445
## PC20 <= 0.1805726
## PC60 <= -1.073305
## PC63 > -0.06183665
## PC78 > -0.1017613
## PC85 <= 1.237637
## -> class 2\|2 [0.816]
##
## Rule 17/232: (13933.8/12321.3, lift 1.3)
## PC1 <= -0.430681
## -> class 2\|2 [0.116]
##
## Rule 17/233: (168.9, lift 8.0)
## PC8 <= -2.524922
## PC11 > -4.402146
## PC29 > -0.1247233
## PC34 <= 0.5222636
## PC38 <= 0.273414
## PC44 <= 0.8017431
## PC68 > -2.899086
## PC71 > -0.42316
## PC78 > -0.1153233
## PC83 <= 0.4984398
## PC92 <= 0.1141942
## PC96 <= 0.2890086
## -> class 2\|3 [0.994]
##
## Rule 17/234: (155.9, lift 8.0)
## PC1 > -4.483057
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC53 > 0.9674099
## PC57 > -0.3608842
## PC68 <= 2.097775
## PC69 <= 0.7187098
## PC83 <= 0.4984398
## -> class 2\|3 [0.994]
##
## Rule 17/235: (104.1, lift 8.0)
## PC2 <= 2.5099
## PC8 <= -2.524922
## PC34 <= 0.5222636
## PC44 <= 0.8017431
## PC69 > -0.2581146
## PC80 <= -0.7858856
## PC83 <= 0.4984398
## -> class 2\|3 [0.991]
##
## Rule 17/236: (99.7, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC9 <= 7.983715
## PC16 > 1.844254
## PC73 > -1.507278
## -> class 2\|3 [0.990]
##
## Rule 17/237: (93.3, lift 8.0)
## PC2 <= 2.5099
## PC8 <= -2.524922
## PC69 > 0.7187098
## PC96 <= 0.2890086
## -> class 2\|3 [0.990]
##
## Rule 17/238: (87.3, lift 8.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.073829
## PC19 > -1.342918
## PC36 > -11.39638
## PC85 <= 0.4262402
## PC88 > -0.2737846
## -> class 2\|3 [0.989]
##
## Rule 17/239: (127.5/0.4, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC31 > 1.244208
## PC38 <= 0.198645
## PC73 > -1.507278
## -> class 2\|3 [0.989]
##
## Rule 17/240: (84.1, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.001565208
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC29 <= 0.3448451
## PC33 > 0.2856929
## PC34 <= 1.098344
## PC48 > -2.973347
## PC63 <= 0.06488332
## -> class 2\|3 [0.988]
##
## Rule 17/241: (139.9/0.9, lift 8.0)
## PC1 > -4.483057
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC57 > -0.3608842
## PC68 > -2.899086
## PC87 > 0.7960278
## PC96 <= 0.2890086
## -> class 2\|3 [0.986]
##
## Rule 17/242: (60.1, lift 7.9)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC9 <= 7.983715
## PC29 <= 0.3448451
## PC63 > 0.06488332
## PC73 > -1.507278
## PC88 <= -0.3134926
## -> class 2\|3 [0.984]
##
## Rule 17/243: (74.1/0.2, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC31 <= 1.244208
## PC34 <= 0.5222636
## PC39 > 0.1734345
## PC57 > -0.3608842
## PC68 <= 2.097775
## PC69 > -0.2581146
## PC83 <= 0.4984398
## -> class 2\|3 [0.984]
##
## Rule 17/244: (54, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC9 <= 7.983715
## PC11 > -2.319353
## PC29 > 0.01090754
## PC57 > -0.3729455
## PC83 <= -1.07633
## -> class 2\|3 [0.982]
##
## Rule 17/245: (159/2.2, lift 7.9)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC11 > -4.402146
## PC44 <= 0.8017431
## PC49 > 0.1074089
## PC57 > -0.3608842
## PC83 <= 0.4984398
## -> class 2\|3 [0.980]
##
## Rule 17/246: (48.9/0.2, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC10 <= -0.001583433
## PC29 <= 0.3448451
## PC42 > -0.01178827
## PC63 > 0.06488332
## PC73 > -1.507278
## -> class 2\|3 [0.976]
##
## Rule 17/247: (215.4/4.4, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC11 <= -2.319353
## PC34 <= 1.098344
## PC57 > -0.3729455
## PC63 <= 0.06488332
## -> class 2\|3 [0.975]
##
## Rule 17/248: (42/0.2, lift 7.9)
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC13 <= -0.6000391
## PC57 > -0.3729455
## PC63 <= 0.06488332
## PC73 > -1.507278
## -> class 2\|3 [0.974]
##
## Rule 17/249: (47.2/0.4, lift 7.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.073829
## PC19 > -1.342918
## PC45 > 0.04705076
## -> class 2\|3 [0.973]
##
## Rule 17/250: (90/1.6, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= -0.5895425
## PC8 > -2.524922
## PC9 > -1.944796
## PC9 <= 7.983715
## PC29 > 0.01090754
## PC29 <= 0.1991121
## PC40 > -0.7111844
## PC57 > -0.3729455
## PC63 <= 0.06488332
## PC88 <= 0.4057575
## -> class 2\|3 [0.971]
##
## Rule 17/251: (49.7/0.6, lift 7.8)
## PC1 > -0.430681
## PC1 <= 11.01179
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC8 > -3.073829
## PC8 <= 0.5831117
## PC9 <= 0.297108
## PC22 > -0.5599737
## PC23 > -0.2753389
## PC46 > -0.9208918
## PC67 > -0.404483
## PC82 <= -0.01428698
## -> class 2\|3 [0.970]
##
## Rule 17/252: (31.1, lift 7.8)
## PC8 <= -2.524922
## PC25 > -0.1962945
## PC31 <= 1.244208
## PC57 <= -0.3608842
## PC64 <= -0.5812867
## PC69 > -0.2581146
## -> class 2\|3 [0.970]
##
## Rule 17/253: (30.1, lift 7.8)
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC9 <= 7.983715
## PC59 <= -0.3337213
## PC63 <= 0.06488332
## PC88 > 0.4057575
## -> class 2\|3 [0.969]
##
## Rule 17/254: (106/2.4, lift 7.8)
## PC8 <= -2.524922
## PC31 <= 1.244208
## PC34 <= 0.5222636
## PC49 <= 0.1074089
## PC57 > -0.3608842
## PC71 <= -0.42316
## PC96 <= 0.2890086
## -> class 2\|3 [0.969]
##
## Rule 17/255: (26.9, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.001565208
## PC7 > -0.5895425
## PC8 <= -0.2284522
## PC9 <= 7.983715
## PC34 <= 1.098344
## PC57 > -0.3729455
## PC62 <= -1.529733
## -> class 2\|3 [0.965]
##
## Rule 17/256: (24.9, lift 7.8)
## PC1 <= 11.01179
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC8 <= 0.5831117
## PC9 <= 0.297108
## PC10 > -0.7280131
## PC40 <= 1.152568
## PC97 > 1.238189
## -> class 2\|3 [0.963]
##
## Rule 17/257: (421.5/18.5, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC9 <= 4.111977
## PC10 > -1.032567
## PC10 <= 0.3729143
## PC12 <= 1.213876
## PC24 > -0.0796155
## PC29 > -0.1247233
## PC39 <= 0.1734345
## PC44 <= 0.8017431
## PC56 > -0.8251416
## PC64 <= 0.1475832
## PC68 <= 2.097775
## PC78 <= -0.1153233
## PC83 <= 0.4984398
## PC92 > -0.2527241
## PC99 > -0.831757
## -> class 2\|3 [0.954]
##
## Rule 17/258: (212.7/9.1, lift 7.7)
## PC1 > -4.483057
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC57 > -0.3608842
## PC69 > -0.2581146
## PC92 > 0.1141942
## PC96 <= 0.2890086
## -> class 2\|3 [0.953]
##
## Rule 17/259: (19.3, lift 7.7)
## PC1 > -4.483057
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 > 1.409986
## PC8 <= -0.2284522
## PC31 <= 1.244208
## PC44 > 0.8017431
## PC57 > -0.3608842
## PC69 <= 0.7187098
## PC73 > -1.507278
## PC92 <= 0.1141942
## -> class 2\|3 [0.953]
##
## Rule 17/260: (15.6, lift 7.6)
## PC8 <= -2.524922
## PC57 > -0.3608842
## PC83 > 0.4984398
## PC87 <= 0.7960278
## PC98 > 0.2389743
## -> class 2\|3 [0.943]
##
## Rule 17/261: (14.7, lift 7.6)
## PC1 > -0.430681
## PC8 <= -3.073829
## PC19 > 3.673504
## -> class 2\|3 [0.940]
##
## Rule 17/262: (29.2/0.9, lift 7.6)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC83 > 0.4984398
## PC89 > 0.3709087
## PC96 <= 0.2890086
## -> class 2\|3 [0.939]
##
## Rule 17/263: (86.4/4.4, lift 7.6)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC31 > 1.244208
## PC73 > -1.507278
## PC92 > -0.2070015
## -> class 2\|3 [0.939]
##
## Rule 17/264: (25.9/0.8, lift 7.5)
## PC8 <= -0.2284522
## PC35 > 1.265527
## PC44 > 0.8017431
## PC57 > -0.3608842
## PC69 > -0.2581146
## PC92 <= 0.1141942
## -> class 2\|3 [0.934]
##
## Rule 17/265: (329.7/21.7, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.001565208
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC12 <= 0.9498935
## PC29 <= 0.3448451
## PC57 > -0.3729455
## PC63 <= 0.06488332
## PC73 <= 0.4049369
## -> class 2\|3 [0.931]
##
## Rule 17/266: (12.5, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= -1.384673
## PC73 <= -1.507278
## -> class 2\|3 [0.931]
##
## Rule 17/267: (294.9/19.9, lift 7.5)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC19 > -1.845319
## PC31 <= 1.244208
## PC57 > -0.3608842
## PC96 > 0.2890086
## -> class 2\|3 [0.930]
##
## Rule 17/268: (11.7, lift 7.5)
## PC8 <= -0.2284522
## PC9 > 7.983715
## PC66 <= -1.557245
## PC73 > -1.507278
## -> class 2\|3 [0.927]
##
## Rule 17/269: (24.7/1.1, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC14 <= -0.02859959
## PC39 <= -0.5457348
## PC63 <= -0.06183665
## -> class 2\|3 [0.922]
##
## Rule 17/270: (8.7, lift 7.3)
## PC1 <= -0.430681
## PC8 <= -0.2284522
## PC9 <= 7.983715
## PC26 > 3.401611
## PC63 > 0.06488332
## -> class 2\|3 [0.907]
##
## Rule 17/271: (91.4/8.1, lift 7.3)
## PC1 <= -0.430681
## PC6 > -0.001565208
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC57 > -0.3729455
## PC87 > 0.4319785
## PC88 <= 0.4057575
## -> class 2\|3 [0.902]
##
## Rule 17/272: (227.4/24.8, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC9 <= 7.983715
## PC29 <= 0.01090754
## PC57 > -0.3729455
## PC63 <= 0.06488332
## PC88 <= 0.4057575
## PC89 > -0.3218621
## -> class 2\|3 [0.888]
##
## Rule 17/273: (19.7/3.6, lift 6.4)
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC19 > -2.711913
## PC68 <= -2.899086
## PC73 > -1.507278
## -> class 2\|3 [0.787]
##
## Rule 17/274: (24.7/6.5, lift 5.8)
## PC1 <= -0.430681
## PC2 <= -0.9262126
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC14 <= -0.02859959
## PC34 <= -0.1272166
## PC43 <= 0.5397927
## PC63 <= -0.06183665
## -> class 2\|3 [0.718]
##
## Rule 17/275: (25.7/7, lift 5.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 2.291764
## PC11 > -0.82685
## PC14 <= -0.02859959
## PC43 <= 0.5397927
## PC45 <= 0.4583037
## PC49 > 0.2476325
## PC63 <= -0.06183665
## -> class 2\|3 [0.712]
##
## Rule 17/276: (170.9, lift 15.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC19 <= -2.711913
## PC68 <= -2.899086
## -> class 2\|4 [0.994]
##
## Rule 17/277: (260.2/0.7, lift 15.3)
## PC1 <= -0.430681
## PC11 <= -4.402146
## -> class 2\|4 [0.994]
##
## Rule 17/278: (228.7/0.6, lift 15.3)
## PC2 <= 2.5099
## PC8 <= -2.524922
## PC31 <= 1.244208
## PC61 > -0.1675494
## PC83 > 0.4984398
## PC87 <= 0.7960278
## PC89 <= 0.3709087
## PC92 <= 0.1141942
## PC98 <= 0.2389743
## -> class 2\|4 [0.993]
##
## Rule 17/279: (83.6/0.4, lift 15.2)
## PC2 <= 2.5099
## PC8 <= -2.524922
## PC24 <= -0.0796155
## PC31 <= 1.244208
## PC49 <= 0.1074089
## PC57 > -0.3608842
## PC71 > -0.42316
## PC73 > -1.507278
## PC78 <= -0.1153233
## PC96 <= 0.2890086
## -> class 2\|4 [0.984]
##
## Rule 17/280: (91.8/0.6, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.073829
## PC19 > -1.342918
## PC19 <= 3.673504
## PC45 <= 0.04705076
## PC85 > 0.4262402
## -> class 2\|4 [0.983]
##
## Rule 17/281: (77.2/0.6, lift 15.1)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC25 <= 0.272321
## PC31 <= 1.244208
## PC68 > -2.899086
## PC69 <= -0.2581146
## PC82 <= 0.0809856
## -> class 2\|4 [0.980]
##
## Rule 17/282: (39.3, lift 15.1)
## PC8 <= -2.524922
## PC12 <= 1.213876
## PC31 <= 1.244208
## PC53 <= 0.9674099
## PC56 <= -0.8251416
## PC69 > -0.2581146
## PC71 > -0.42316
## PC92 <= 0.1141942
## PC96 <= 0.2890086
## -> class 2\|4 [0.976]
##
## Rule 17/283: (104.3/2.1, lift 15.0)
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC12 > 1.213876
## PC31 <= 1.244208
## PC49 <= 0.1074089
## PC53 <= 0.9674099
## PC57 > -0.3608842
## PC78 <= -0.1153233
## PC92 <= 0.1141942
## -> class 2\|4 [0.971]
##
## Rule 17/284: (32.3, lift 14.9)
## PC8 <= -2.524922
## PC11 > -4.402146
## PC49 <= 0.1074089
## PC68 > 2.097775
## PC71 > -0.42316
## PC80 > -0.7858856
## PC87 <= 0.7960278
## PC92 <= 0.1141942
## -> class 2\|4 [0.969]
##
## Rule 17/285: (183.2/5, lift 14.9)
## PC5 <= 1.409986
## PC8 <= -2.524922
## PC31 <= 1.244208
## PC35 <= 1.265527
## PC44 > 0.8017431
## PC57 > -0.3608842
## PC69 <= 0.7187098
## PC87 <= 0.7960278
## PC92 <= 0.1141942
## PC96 <= 0.2890086
## -> class 2\|4 [0.967]
##
## Rule 17/286: (55.9/1, lift 14.9)
## PC2 <= 2.5099
## PC8 <= -2.524922
## PC29 <= -0.1247233
## PC31 <= 1.244208
## PC39 <= 0.1734345
## PC49 <= 0.1074089
## PC71 > -0.42316
## PC92 <= 0.1141942
## -> class 2\|4 [0.966]
##
## Rule 17/287: (25.2, lift 14.9)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC57 > -0.3608842
## PC69 > -0.2581146
## PC69 <= 0.7187098
## PC71 > -0.42316
## PC78 <= -0.1153233
## PC92 <= -0.2527241
## PC96 <= 0.2890086
## -> class 2\|4 [0.963]
##
## Rule 17/288: (30.1/0.2, lift 14.8)
## PC8 <= -2.524922
## PC9 > 4.111977
## PC29 > -0.1247233
## PC31 <= 1.244208
## PC39 <= 0.1734345
## PC49 <= 0.1074089
## PC73 > -1.507278
## PC78 <= -0.1153233
## PC92 <= 0.1141942
## -> class 2\|4 [0.962]
##
## Rule 17/289: (19.8, lift 14.7)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC12 <= 1.213876
## PC39 <= 0.1734345
## PC49 <= 0.1074089
## PC71 > -0.42316
## PC78 <= -0.1153233
## PC80 > -0.7858856
## PC92 <= 0.1141942
## PC99 <= -0.831757
## -> class 2\|4 [0.952]
##
## Rule 17/290: (23.7/0.2, lift 14.7)
## PC1 <= -4.483057
## PC8 <= -2.524922
## PC57 > -0.3608842
## -> class 2\|4 [0.951]
##
## Rule 17/291: (14.6, lift 14.5)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC19 <= -1.845319
## PC96 > 0.2890086
## -> class 2\|4 [0.940]
##
## Rule 17/292: (24.9/0.6, lift 14.5)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC12 <= 1.213876
## PC31 <= 1.244208
## PC49 <= 0.1074089
## PC53 <= 0.9674099
## PC64 > 0.1475832
## PC78 <= -0.1153233
## PC87 <= 0.7960278
## PC96 <= 0.2890086
## -> class 2\|4 [0.939]
##
## Rule 17/293: (93.4/6.6, lift 14.2)
## PC8 <= -2.524922
## PC10 > 0.3729143
## PC11 > -4.402146
## PC24 > -0.0796155
## PC34 <= 0.5222636
## PC39 <= 0.1734345
## PC49 <= 0.1074089
## PC57 > -0.3608842
## PC71 > -0.42316
## PC80 > -0.7858856
## PC87 <= 0.7960278
## PC92 <= 0.1141942
## PC96 <= 0.2890086
## -> class 2\|4 [0.921]
##
## Rule 17/294: (9.6, lift 14.1)
## PC36 <= -11.39638
## -> class 2\|4 [0.914]
##
## Rule 17/295: (8.9, lift 14.0)
## PC2 <= 2.5099
## PC8 > -2.524922
## PC9 <= 7.983715
## PC48 <= -2.973347
## PC57 > -0.3729455
## PC63 <= 0.06488332
## PC68 > -2.899086
## -> class 2\|4 [0.908]
##
## Rule 17/296: (99.2/9, lift 13.9)
## PC2 <= 2.5099
## PC10 <= -1.032567
## PC49 <= 0.1074089
## PC57 > -0.3608842
## PC71 > -0.42316
## PC78 <= -0.1153233
## PC92 <= 0.1141942
## PC99 > -0.831757
## -> class 2\|4 [0.901]
##
## Rule 17/297: (15.7/1, lift 13.7)
## PC1 <= -0.430681
## PC8 <= -2.524922
## PC25 <= -0.1962945
## PC31 <= 1.244208
## PC57 <= -0.3608842
## PC68 > -2.899086
## -> class 2\|4 [0.886]
##
## Rule 17/298: (43.4/4.3, lift 13.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.073829
## PC19 > -1.342918
## PC88 <= -0.2737846
## -> class 2\|4 [0.882]
##
## Rule 17/299: (45.3/5.8, lift 13.2)
## PC1 <= -0.430681
## PC6 > -0.001565208
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC11 > -2.319353
## PC63 <= 0.06488332
## PC73 > 0.4049369
## PC87 <= 0.4319785
## -> class 2\|4 [0.857]
##
## Rule 17/300: (47.9/9.4, lift 12.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.524922
## PC8 <= -0.2284522
## PC29 > 0.3448451
## PC73 > -1.507278
## PC78 <= 1.069673
## -> class 2\|4 [0.792]
##
## Default class: 2\|3
##
## ----- Trial 18: -----
##
## Rules:
##
## Rule 18/1: (121.7, lift 16.6)
## PC4 > -8.007588
## PC8 > -0.04315386
## PC9 > -0.6660272
## PC17 > 0.3734223
## PC18 > 2.052136
## PC19 > -0.225473
## PC19 <= -0.01314509
## PC33 <= 3.110674
## PC34 > -1.502067
## PC44 <= 1.229269
## PC86 > 0.2678633
## PC97 <= 0.3049408
## -> class 0\|0 [0.992]
##
## Rule 18/2: (364.8/4.3, lift 16.5)
## PC4 > -8.007588
## PC8 > -0.04315386
## PC10 <= 6.479989
## PC18 > 2.052136
## PC19 <= -0.01314509
## PC21 > -0.9618724
## PC25 <= 1.01915
## PC33 <= 3.110674
## PC34 > -1.502067
## PC44 <= 1.229269
## PC97 <= 0.3049408
## PC99 > -0.04279222
## -> class 0\|0 [0.986]
##
## Rule 18/3: (149/1.1, lift 16.5)
## PC4 > -8.007588
## PC10 <= 6.479989
## PC18 > 2.052136
## PC21 > -0.9618724
## PC33 <= 3.110674
## PC34 > -1.502067
## PC56 <= 1.226105
## PC59 > -1.661277
## PC67 <= 0.4768276
## PC91 > 0.640734
## PC98 > -2.16219
## -> class 0\|0 [0.986]
##
## Rule 18/4: (70.6, lift 16.5)
## PC4 > -6.789236
## PC8 > -0.04315386
## PC18 > 2.052136
## PC19 <= -0.01314509
## PC20 <= 4.504586
## PC26 <= 0.5424851
## PC31 <= 0.2146275
## PC51 <= 0.2274784
## PC59 > -1.661277
## PC97 > 0.3049408
## -> class 0\|0 [0.985]
##
## Rule 18/5: (101.7/1, lift 16.4)
## PC2 > 2.5099
## PC10 <= 6.479989
## PC18 > 2.052136
## PC25 <= 1.01915
## PC28 <= 2.536077
## PC54 <= -1.248252
## -> class 0\|0 [0.981]
##
## Rule 18/6: (39.3, lift 16.3)
## PC10 <= 6.479989
## PC18 > 2.052136
## PC33 <= 3.110674
## PC57 > 1.220079
## PC59 <= -1.661277
## -> class 0\|0 [0.976]
##
## Rule 18/7: (324.3/6.8, lift 16.3)
## PC4 > -8.007588
## PC8 > -0.04315386
## PC17 > 0.3734223
## PC18 > 2.052136
## PC19 > -0.225473
## PC19 <= -0.01314509
## PC28 <= 0.7267735
## PC33 <= 3.110674
## PC41 <= 0.08692545
## PC97 <= 0.3049408
## -> class 0\|0 [0.976]
##
## Rule 18/8: (53.3/0.4, lift 16.3)
## PC8 <= -0.04315386
## PC18 > 2.052136
## PC33 <= 3.110674
## PC34 > -1.502067
## PC53 > -2.730219
## PC54 > -1.248252
## PC61 <= -0.3383714
## PC71 <= -0.1793386
## PC91 <= 0.4150328
## -> class 0\|0 [0.974]
##
## Rule 18/9: (34.3/0.1, lift 16.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC14 > -1.775794
## PC18 > -0.6070462
## PC72 > 1.173719
## PC83 > -4.32544
## PC84 <= 1.93205
## -> class 0\|0 [0.969]
##
## Rule 18/10: (50.7/0.7, lift 16.2)
## PC4 <= -8.007588
## PC18 > 2.052136
## PC54 <= -0.7889446
## -> class 0\|0 [0.968]
##
## Rule 18/11: (26.9, lift 16.2)
## PC5 > 1.904957
## PC10 <= 6.479989
## PC18 > 2.052136
## PC25 <= 1.01915
## PC34 <= -1.502067
## PC59 > -1.661277
## PC67 <= 0.4768276
## PC78 <= 2.020816
## PC91 <= 2.867553
## -> class 0\|0 [0.965]
##
## Rule 18/12: (25.9/0.2, lift 16.0)
## PC4 <= -8.007588
## PC18 > 2.052136
## PC94 > 0.6029109
## -> class 0\|0 [0.958]
##
## Rule 18/13: (21.5, lift 16.0)
## PC2 > 2.5099
## PC6 > 0.2621525
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.052136
## -> class 0\|0 [0.957]
##
## Rule 18/14: (17.6, lift 15.9)
## PC2 > 2.5099
## PC18 > 2.052136
## PC25 <= 1.01915
## PC34 <= -1.502067
## PC59 > -1.661277
## PC78 <= -0.04619199
## PC91 <= 2.867553
## -> class 0\|0 [0.949]
##
## Rule 18/15: (13.2, lift 15.6)
## PC5 <= -0.756663
## PC18 > 2.052136
## PC30 > -1.59225
## -> class 0\|0 [0.934]
##
## Rule 18/16: (11, lift 15.5)
## PC14 > 0.5644688
## PC18 <= 2.052136
## PC30 > 4.595319
## -> class 0\|0 [0.923]
##
## Rule 18/17: (14.8/0.5, lift 15.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC18 > -0.6070462
## PC40 <= -2.018949
## PC41 > 0.309672
## -> class 0\|0 [0.913]
##
## Rule 18/18: (9.3, lift 15.3)
## PC4 > 5.573752
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC31 > 0.1581759
## -> class 0\|0 [0.912]
##
## Rule 18/19: (95.7/19.1, lift 13.3)
## PC2 > 2.5099
## PC10 <= 6.479989
## PC18 > 2.052136
## PC25 <= 1.01915
## PC30 <= -1.59225
## PC67 <= 0.4768276
## PC91 <= 2.867553
## -> class 0\|0 [0.795]
##
## Rule 18/20: (268.1/56.9, lift 13.2)
## PC2 > 2.5099
## PC2 <= 7.05362
## PC3 <= 1.640775
## PC4 <= 5.573752
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC18 > -0.6070462
## -> class 0\|0 [0.786]
##
## Rule 18/21: (23.2/4.5, lift 13.1)
## PC4 <= -8.007588
## PC18 > 2.052136
## PC30 <= 0.2418079
## PC36 > -0.7601717
## -> class 0\|0 [0.781]
##
## Rule 18/22: (128.1, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.08532713
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC43 <= -0.05623216
## PC77 <= 0.03407777
## -> class 0\|1 [0.992]
##
## Rule 18/23: (121.3, lift 12.2)
## PC4 <= -8.007588
## PC18 > 2.052136
## PC30 > 0.2418079
## PC54 > -0.7889446
## -> class 0\|1 [0.992]
##
## Rule 18/24: (90.6, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= 0.4319536
## PC9 <= 0.4660531
## PC17 > -2.071882
## PC18 <= -0.6070462
## PC28 <= 0.6745924
## PC30 > -0.5798313
## PC50 > -0.5060346
## PC55 > 0.2063086
## PC92 <= 0.4193746
## -> class 0\|1 [0.989]
##
## Rule 18/25: (75.5, lift 12.1)
## PC10 <= 6.479989
## PC18 > 2.052136
## PC56 > 1.226105
## PC59 > -1.661277
## -> class 0\|1 [0.987]
##
## Rule 18/26: (58.2, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5644688
## PC18 > -0.6070462
## PC18 <= 0.1661444
## PC43 <= -0.05623216
## PC72 <= 1.173719
## PC94 > 0.4347816
## -> class 0\|1 [0.983]
##
## Rule 18/27: (92.7/1.2, lift 12.0)
## PC4 <= -8.007588
## PC5 > -0.756663
## PC18 > 2.052136
## PC30 > -1.59225
## PC36 <= -0.7601717
## PC94 <= 0.6029109
## -> class 0\|1 [0.977]
##
## Rule 18/28: (42.4, lift 12.0)
## PC10 <= 6.479989
## PC18 > 2.052136
## PC54 > -1.248252
## PC98 <= -2.16219
## -> class 0\|1 [0.977]
##
## Rule 18/29: (91.4/1.4, lift 11.9)
## PC2 > 2.5099
## PC2 <= 7.05362
## PC6 <= 0.2621525
## PC10 > -7.880063
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC30 <= -0.7421157
## PC51 <= 0.7482569
## -> class 0\|1 [0.974]
##
## Rule 18/30: (34.1, lift 11.9)
## PC3 <= 1.640775
## PC10 <= 6.479989
## PC18 > -0.6070462
## PC25 <= 1.01915
## PC28 > 0.7267735
## PC34 > -1.502067
## PC54 > -1.248252
## PC59 > -1.661277
## PC86 <= 0.2678633
## PC91 <= 0.640734
## PC97 <= 0.3049408
## PC99 <= -0.04279222
## -> class 0\|1 [0.971]
##
## Rule 18/31: (34.7, lift 11.9)
## PC14 > -1.775794
## PC18 > 2.052136
## PC25 <= 1.01915
## PC91 > 2.867553
## -> class 0\|1 [0.971]
##
## Rule 18/32: (51.7/0.7, lift 11.9)
## PC2 > 2.5099
## PC10 <= 6.479989
## PC18 > 2.052136
## PC54 > -1.248252
## PC67 > 0.4768276
## -> class 0\|1 [0.968]
##
## Rule 18/33: (80.6/2, lift 11.8)
## PC2 > 2.5099
## PC4 > -8.007588
## PC8 <= -0.04315386
## PC10 <= 6.479989
## PC14 > -1.775794
## PC18 > 2.052136
## PC21 > -0.9618724
## PC59 > -1.661277
## PC61 > -0.3383714
## PC91 <= 0.640734
## -> class 0\|1 [0.964]
##
## Rule 18/34: (331.7/11.4, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5644688
## PC18 > 0.1661444
## PC18 <= 2.052136
## PC42 <= 1.231999
## PC43 <= 0.99858
## PC64 <= 0.9518279
## PC72 <= 1.173719
## PC76 > -1.71424
## PC83 > -4.32544
## PC84 <= 1.93205
## PC90 > -2.324221
## PC92 <= 1.129374
## PC93 > -1.236317
## -> class 0\|1 [0.963]
##
## Rule 18/35: (175.1/5.9, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.775794
## PC14 <= 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC21 <= 0.6288067
## PC42 <= 1.702321
## PC72 <= 1.173719
## PC76 > -1.71424
## PC77 > 0.03407777
## PC84 <= 1.93205
## PC90 > -2.324221
## PC92 <= 1.129374
## -> class 0\|1 [0.961]
##
## Rule 18/36: (218.8/8.5, lift 11.7)
## PC2 <= 7.05362
## PC4 > 5.573752
## PC6 <= 0.2621525
## PC10 > -7.880063
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC30 <= 4.595319
## PC31 <= 0.1581759
## PC40 > -2.018949
## PC51 <= 0.7482569
## -> class 0\|1 [0.957]
##
## Rule 18/37: (30/0.4, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= -0.04315386
## PC10 <= 6.479989
## PC18 > -0.6070462
## PC25 <= 1.01915
## PC59 > -1.661277
## PC67 <= 0.4768276
## PC91 > 0.4150328
## PC91 <= 0.640734
## -> class 0\|1 [0.956]
##
## Rule 18/38: (29.1/0.4, lift 11.7)
## PC4 > -8.007588
## PC8 > -0.04315386
## PC10 <= 6.479989
## PC18 > 2.052136
## PC19 <= -0.225473
## PC54 > -1.248252
## PC59 > -1.661277
## PC91 <= 0.640734
## PC99 <= -0.04279222
## -> class 0\|1 [0.956]
##
## Rule 18/39: (21.1, lift 11.7)
## PC14 > -1.775794
## PC18 > 2.052136
## PC19 > -0.225473
## PC34 > -1.502067
## PC41 > 0.08692545
## PC86 <= 0.2678633
## PC91 <= 0.640734
## PC97 <= 0.3049408
## -> class 0\|1 [0.956]
##
## Rule 18/40: (20.3, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.789236
## PC8 > -0.04315386
## PC10 <= 6.479989
## PC19 <= -0.01314509
## PC26 > 0.5424851
## PC91 <= 0.640734
## PC97 > 0.3049408
## -> class 0\|1 [0.955]
##
## Rule 18/41: (80.7/2.9, lift 11.7)
## PC5 <= 1.904957
## PC10 <= 6.479989
## PC18 > 2.052136
## PC34 <= -1.502067
## PC59 > -1.661277
## PC67 <= 0.2726204
## PC78 > -0.04619199
## -> class 0\|1 [0.952]
##
## Rule 18/42: (18.3, lift 11.7)
## PC4 > -8.007588
## PC17 <= 0.3734223
## PC18 > 2.052136
## PC21 > -0.9618724
## PC54 > -1.248252
## PC91 <= 0.640734
## PC99 <= -0.04279222
## -> class 0\|1 [0.951]
##
## Rule 18/43: (18.4, lift 11.7)
## PC14 > -1.775794
## PC18 > 2.052136
## PC25 <= 1.01915
## PC78 > 2.020816
## PC83 > -4.32544
## -> class 0\|1 [0.951]
##
## Rule 18/44: (17.4, lift 11.6)
## PC4 <= -6.789236
## PC18 > 2.052136
## PC21 > -0.9618724
## PC54 > -1.248252
## PC91 <= 0.640734
## PC97 > 0.3049408
## -> class 0\|1 [0.948]
##
## Rule 18/45: (65.1/2.7, lift 11.6)
## PC8 <= -0.04315386
## PC10 <= 6.479989
## PC18 > 2.052136
## PC34 > -1.502067
## PC54 > -1.248252
## PC59 > -1.661277
## PC71 > -0.1793386
## PC91 <= 0.640734
## -> class 0\|1 [0.945]
##
## Rule 18/46: (20.1/0.3, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7113439
## PC46 > -1.318277
## PC90 > -1.573314
## PC94 > 1.08171
## -> class 0\|1 [0.942]
##
## Rule 18/47: (14.6, lift 11.5)
## PC10 <= 6.479989
## PC14 > -1.775794
## PC18 > 2.052136
## PC31 > 0.2146275
## PC91 <= 0.640734
## PC97 > 0.3049408
## -> class 0\|1 [0.940]
##
## Rule 18/48: (18.9/0.3, lift 11.5)
## PC2 > 2.5099
## PC10 <= 6.479989
## PC18 > 2.052136
## PC34 > -1.502067
## PC44 > 1.229269
## PC91 <= 0.640734
## -> class 0\|1 [0.939]
##
## Rule 18/49: (28.2/0.9, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 5.573752
## PC13 <= 1.65137
## PC14 > 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC97 > 0.8802301
## -> class 0\|1 [0.937]
##
## Rule 18/50: (70.5/4.4, lift 11.3)
## PC2 > 2.5099
## PC10 <= 6.479989
## PC18 > 2.052136
## PC33 > 3.110674
## -> class 0\|1 [0.925]
##
## Rule 18/51: (105.9/10.1, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 0.6513243
## PC14 > -1.775794
## PC14 <= 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC43 <= -0.05623216
## PC44 <= 0.5827345
## PC76 > -1.71424
## PC90 > -2.324221
## PC92 <= -0.2738752
## -> class 0\|1 [0.897]
##
## Rule 18/52: (6.8, lift 10.9)
## PC8 > -0.04315386
## PC20 > 4.504586
## PC91 <= 0.640734
## PC97 > 0.3049408
## -> class 0\|1 [0.887]
##
## Rule 18/53: (41.4/4.8, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.6070462
## PC46 <= -1.318277
## PC68 > 0.3002543
## -> class 0\|1 [0.867]
##
## Rule 18/54: (19.2/1.9, lift 10.6)
## PC4 > -8.007588
## PC14 > -1.775794
## PC18 > 2.052136
## PC21 <= -0.9618724
## PC54 > -1.248252
## PC59 > -1.661277
## -> class 0\|1 [0.865]
##
## Rule 18/55: (26.3/2.9, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.6432343
## PC13 > 0.8868229
## PC68 > 0.1556149
## -> class 0\|1 [0.862]
##
## Rule 18/56: (195.6/43.8, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.04315386
## PC9 > -0.6660272
## PC18 > -0.6070462
## PC19 > -0.01314509
## PC44 <= 1.229269
## PC91 <= 0.640734
## -> class 0\|1 [0.773]
##
## Rule 18/57: (44.8/12.9, lift 8.6)
## PC10 <= 6.479989
## PC18 > 2.052136
## PC54 > -1.248252
## PC57 <= 1.220079
## PC59 <= -1.661277
## -> class 0\|1 [0.702]
##
## Rule 18/58: (33.7/14.2, lift 7.0)
## PC10 > 6.479989
## PC13 <= 8.891523
## PC14 > -1.775794
## PC18 > 2.052136
## -> class 0\|1 [0.573]
##
## Rule 18/59: (429.2/380.8, lift 1.4)
## PC53 > 2.53406
## -> class 0\|1 [0.115]
##
## Rule 18/60: (100.9, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC14 > -1.775794
## PC14 <= 0.5644688
## PC18 > -0.6070462
## PC18 <= 0.1661444
## PC40 > -2.018949
## PC43 > -0.05623216
## PC76 > -1.71424
## PC84 <= 1.93205
## -> class 0\|2 [0.990]
##
## Rule 18/61: (73.5, lift 9.7)
## PC2 > 2.5099
## PC9 > 0.6432343
## PC11 > -2.02319
## PC18 <= -0.6070462
## PC63 <= 3.273162
## PC68 <= 0.1556149
## -> class 0\|2 [0.987]
##
## Rule 18/62: (55, lift 9.6)
## PC4 > 9.177967
## PC18 <= -1.757131
## PC63 <= 3.273162
## -> class 0\|2 [0.982]
##
## Rule 18/63: (63.3/0.2, lift 9.6)
## PC3 <= 1.640775
## PC18 > -1.757131
## PC18 <= -0.6070462
## PC20 > -2.961314
## PC30 <= -1.767998
## PC38 <= 1.611627
## PC46 <= 0.6460541
## PC55 <= 0.2063086
## PC66 > -1.175056
## PC85 > -0.9698292
## -> class 0\|2 [0.981]
##
## Rule 18/64: (40.2, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.775794
## PC14 <= 0.5644688
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC72 <= 1.173719
## PC90 <= -2.324221
## -> class 0\|2 [0.976]
##
## Rule 18/65: (59.6/0.5, lift 9.5)
## PC2 > 2.5099
## PC15 <= -0.4428789
## PC16 <= 2.647492
## PC30 <= 2.365672
## PC40 > -2.798079
## PC55 <= 0.2063086
## PC71 > -0.9827021
## PC85 > -0.9698292
## PC93 > -0.05935736
## PC93 <= 0.8289557
## PC94 > 0.4635939
## -> class 0\|2 [0.975]
##
## Rule 18/66: (34.1, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC30 <= 2.365672
## PC38 <= 1.611627
## PC40 > -2.798079
## PC46 <= 0.6460541
## PC55 <= 0.2063086
## PC87 <= -1.187506
## -> class 0\|2 [0.972]
##
## Rule 18/67: (22, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7113439
## PC16 <= 2.647492
## PC19 > 0.3385953
## PC38 <= 1.611627
## PC63 <= 3.273162
## PC85 > -0.9698292
## -> class 0\|2 [0.958]
##
## Rule 18/68: (40.4/3.7, lift 8.7)
## PC2 > 2.5099
## PC13 <= 1.65137
## PC18 > 0.1661444
## PC18 <= 2.052136
## PC76 > -1.71424
## PC77 <= 0.03407777
## PC83 > -4.32544
## PC84 <= 1.93205
## PC93 <= -1.236317
## -> class 0\|2 [0.890]
##
## Rule 18/69: (7911/5872.4, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.258]
##
## Rule 18/70: (142.1, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 9.177967
## PC9 <= 0.6432343
## PC18 <= -1.757131
## PC30 <= 1.092767
## PC38 <= 1.611627
## PC49 <= 0.9755357
## PC86 <= 0.714521
## PC96 <= -0.579769
## -> class 0\|3 [0.993]
##
## Rule 18/71: (123.4, lift 10.5)
## PC1 > -0.8805534
## PC4 > -7.746524
## PC4 <= 9.177967
## PC7 > -0.6048303
## PC18 <= -1.757131
## PC30 <= 2.365672
## PC49 <= 0.9755357
## PC55 <= 0.2063086
## PC87 > -1.187506
## PC93 > 0.8289557
## -> class 0\|3 [0.992]
##
## Rule 18/72: (98, lift 10.4)
## PC18 <= -0.6070462
## PC38 > -4.870486
## PC40 <= -2.798079
## PC46 > -1.318277
## -> class 0\|3 [0.990]
##
## Rule 18/73: (99.8/0.2, lift 10.4)
## PC1 > -0.8805534
## PC2 > 2.5099
## PC18 <= -0.6070462
## PC30 <= 2.365672
## PC38 > -4.870486
## PC46 > 0.6460541
## PC55 <= 0.2063086
## PC93 > -2.544974
## -> class 0\|3 [0.989]
##
## Rule 18/74: (141.7/0.7, lift 10.4)
## PC1 > -0.8805534
## PC4 > -7.746524
## PC7 <= 0.7716442
## PC8 > -0.2484237
## PC9 <= 0.6432343
## PC13 > -1.356722
## PC15 > -0.4428789
## PC18 <= -1.757131
## PC25 > -1.096972
## PC30 <= 1.092767
## PC39 <= 2.157377
## PC49 <= 0.9755357
## PC57 <= 0.4329656
## PC68 > -0.3750187
## PC86 <= 0.714521
## PC90 > -0.5433033
## PC93 > -0.0604445
## -> class 0\|3 [0.988]
##
## Rule 18/75: (311.2/3.2, lift 10.4)
## PC2 > 3.107945
## PC3 <= 1.640775
## PC4 > -7.746524
## PC7 > -0.6048303
## PC15 <= -0.4428789
## PC18 <= -1.757131
## PC19 <= 0.3385953
## PC25 <= 0.9745548
## PC33 > -3.728725
## PC49 <= 0.9755357
## PC55 <= 0.2063086
## PC71 <= 0.8343233
## PC81 <= 0.625313
## PC93 <= -0.05935736
## -> class 0\|3 [0.987]
##
## Rule 18/76: (70.4, lift 10.4)
## PC1 > -0.8805534
## PC3 <= 1.640775
## PC4 > -7.746524
## PC18 <= -0.6070462
## PC46 > -1.318277
## PC55 <= 0.2063086
## PC71 <= -0.9827021
## -> class 0\|3 [0.986]
##
## Rule 18/77: (64.3, lift 10.4)
## PC1 > -0.8805534
## PC4 > -7.746524
## PC4 <= 9.177967
## PC7 > -0.7113439
## PC7 <= 0.7716442
## PC15 > -0.4428789
## PC18 <= -1.757131
## PC28 <= 2.985367
## PC33 > -3.728725
## PC40 > 0.9288207
## PC86 <= 0.714521
## PC87 > -1.187506
## PC90 > -0.5433033
## -> class 0\|3 [0.985]
##
## Rule 18/78: (65, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC16 > 2.647492
## PC55 <= 0.2063086
## -> class 0\|3 [0.985]
##
## Rule 18/79: (56.7/0.2, lift 10.3)
## PC1 > -0.8805534
## PC3 <= 1.640775
## PC9 <= 0.6432343
## PC15 > -0.4428789
## PC18 <= -1.757131
## PC25 <= -1.096972
## PC30 <= 1.092767
## PC51 <= 0.6596684
## PC55 <= 0.2063086
## PC65 <= 1.163295
## PC81 <= 0.625313
## PC86 <= 0.714521
## -> class 0\|3 [0.979]
##
## Rule 18/80: (351.8/6.7, lift 10.3)
## PC2 > 3.107945
## PC3 <= 1.640775
## PC4 > -7.746524
## PC5 > -0.4319461
## PC15 <= -0.4428789
## PC18 <= -1.757131
## PC19 <= 0.3385953
## PC25 <= 0.9745548
## PC33 > -3.728725
## PC49 <= 0.9755357
## PC55 <= 0.2063086
## PC71 <= 0.8343233
## PC81 <= 0.625313
## PC94 <= 0.4635939
## PC97 <= 1.143024
## -> class 0\|3 [0.978]
##
## Rule 18/81: (57.3/0.4, lift 10.3)
## PC2 > 2.5099
## PC18 <= -0.6070462
## PC30 <= 2.365672
## PC38 > 1.611627
## PC55 <= 0.2063086
## -> class 0\|3 [0.976]
##
## Rule 18/82: (38.1, lift 10.3)
## PC1 > -0.8805534
## PC2 > 2.5099
## PC18 > -1.757131
## PC18 <= -0.6070462
## PC20 <= -2.961314
## PC80 <= 0.2054898
## -> class 0\|3 [0.975]
##
## Rule 18/83: (36.8, lift 10.3)
## PC3 <= 1.640775
## PC7 <= 0.4319536
## PC18 <= -0.6070462
## PC28 <= 0.6745924
## PC30 > -0.5798313
## PC46 > -1.318277
## PC50 <= -0.5060346
## -> class 0\|3 [0.974]
##
## Rule 18/84: (58.7/0.6, lift 10.3)
## PC2 > 2.5099
## PC5 <= 3.512051
## PC13 > 1.65137
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC57 > 0.808664
## PC83 > -4.32544
## -> class 0\|3 [0.974]
##
## Rule 18/85: (87.8/1.5, lift 10.3)
## PC1 > -0.8805534
## PC7 > -0.7113439
## PC9 <= 0.6432343
## PC18 <= -0.6070462
## PC38 > -4.870486
## PC49 <= 0.9755357
## PC55 <= 0.2063086
## PC85 <= -0.9698292
## PC87 > -1.187506
## -> class 0\|3 [0.972]
##
## Rule 18/86: (33.1, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.6070462
## PC49 > 0.9755357
## PC55 <= 0.2063086
## PC84 > 0.4405322
## PC87 > -1.187506
## -> class 0\|3 [0.972]
##
## Rule 18/87: (37.9/0.1, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC7 > -0.7113439
## PC18 > -1.757131
## PC18 <= -0.6070462
## PC23 <= 0.4975244
## PC30 > -1.767998
## PC46 <= 0.6460541
## PC55 <= 0.2063086
## PC56 > 0.4219154
## PC72 > -0.1475957
## PC80 <= 0.2054898
## -> class 0\|3 [0.971]
##
## Rule 18/88: (167.6/4.1, lift 10.2)
## PC17 <= -2.071882
## PC18 <= -0.6070462
## PC46 > -1.22122
## PC55 > 0.2063086
## PC60 <= 1.160068
## PC75 > -0.08318383
## PC94 <= 0.4260442
## -> class 0\|3 [0.970]
##
## Rule 18/89: (65.7/1, lift 10.2)
## PC3 <= 1.640775
## PC18 <= -0.6070462
## PC63 > 3.273162
## -> class 0\|3 [0.970]
##
## Rule 18/90: (48.2/0.8, lift 10.2)
## PC18 <= -3.425367
## PC46 > -1.318277
## PC53 <= 2.53406
## PC55 > 0.2063086
## PC94 <= 0.4260442
## -> class 0\|3 [0.964]
##
## Rule 18/91: (115/3.5, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -5.632627
## PC5 > -0.4751543
## PC18 > -1.757131
## PC18 <= -0.6070462
## PC23 <= 0.4975244
## PC29 > -1.74505
## PC30 > -1.767998
## PC44 <= 0.5340554
## PC46 > -0.2919482
## PC55 <= 0.2063086
## PC72 > -0.1475957
## PC80 <= 0.2054898
## PC99 > -1.194885
## -> class 0\|3 [0.961]
##
## Rule 18/92: (18.3, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 <= -2.02319
## -> class 0\|3 [0.951]
##
## Rule 18/93: (18.7, lift 10.0)
## PC17 <= -2.071882
## PC18 <= -0.6070462
## PC38 > 0.7715558
## PC55 > 0.2063086
## PC94 > 0.4260442
## -> class 0\|3 [0.947]
##
## Rule 18/94: (14.9, lift 9.9)
## PC10 > 6.479989
## PC14 > -1.775794
## PC33 <= -5.271515
## -> class 0\|3 [0.940]
##
## Rule 18/95: (14.3, lift 9.9)
## PC2 > 2.5099
## PC7 > -0.7113439
## PC15 <= -0.9459863
## PC18 > -1.757131
## PC18 <= -0.6070462
## PC55 <= 0.2063086
## PC80 > 0.2054898
## -> class 0\|3 [0.939]
##
## Rule 18/96: (139.1/7.7, lift 9.9)
## PC4 > -7.746524
## PC4 <= 9.177967
## PC8 > -0.2484237
## PC9 <= 0.6432343
## PC13 > -1.356722
## PC15 > -0.4428789
## PC18 <= -2.045022
## PC22 <= -0.4277115
## PC45 <= 1.196912
## PC51 <= 0.6596684
## PC87 > -1.187506
## PC89 <= 0.1495
## PC90 > -0.5433033
## PC90 <= 0.3086128
## -> class 0\|3 [0.938]
##
## Rule 18/97: (35.6/1.6, lift 9.8)
## PC7 <= 0.4319536
## PC9 <= 0.6432343
## PC17 > -2.071882
## PC18 <= -0.6070462
## PC28 <= 0.6745924
## PC30 <= -0.5798313
## PC46 > -1.318277
## PC55 > 0.2063086
## -> class 0\|3 [0.931]
##
## Rule 18/98: (12.1, lift 9.8)
## PC7 <= -0.7113439
## PC18 <= -0.6070462
## PC55 <= 0.2063086
## PC90 <= -1.573314
## -> class 0\|3 [0.929]
##
## Rule 18/99: (14.6/0.3, lift 9.7)
## PC2 > 2.5099
## PC14 <= -1.775794
## PC16 > -0.3195608
## PC18 > -0.6070462
## -> class 0\|3 [0.921]
##
## Rule 18/100: (47.7/3.8, lift 9.5)
## PC2 > 2.5099
## PC18 > -0.6070462
## PC83 <= -4.32544
## -> class 0\|3 [0.903]
##
## Rule 18/101: (8, lift 9.5)
## PC2 > 2.5099
## PC13 > 1.65137
## PC18 > -0.6070462
## PC18 <= 2.052136
## PC57 <= 0.808664
## PC90 > 1.711813
## -> class 0\|3 [0.900]
##
## Rule 18/102: (6.3, lift 9.3)
## PC2 > 2.5099
## PC17 <= -2.071882
## PC21 <= -0.3903907
## PC55 > 0.2063086
## PC94 > 0.4260442
## -> class 0\|3 [0.879]
##
## Rule 18/103: (12.9/1.5, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7113439
## PC18 > -1.757131
## PC18 <= -0.6070462
## PC23 <= 0.4975244
## PC55 <= 0.2063086
## PC66 <= -1.175056
## PC80 <= 0.2054898
## -> class 0\|3 [0.836]
##
## Rule 18/104: (20.4/3.2, lift 8.6)
## PC2 > 2.5099
## PC7 <= 0.4319536
## PC9 > 0.4660531
## PC9 <= 0.6432343
## PC18 <= -0.6070462
## PC30 > -0.5798313
## PC55 > 0.2063086
## -> class 0\|3 [0.812]
##
## Rule 18/105: (230.1/64.8, lift 7.6)
## PC1 > -0.6567571
## PC3 <= 1.640775
## PC13 > 1.65137
## PC18 <= 2.052136
## -> class 0\|3 [0.716]
##
## Rule 18/106: (68/27.3, lift 6.3)
## PC2 > 2.5099
## PC13 <= 1.65137
## PC18 <= 2.052136
## PC84 > 1.93205
## -> class 0\|3 [0.595]
##
## Rule 18/107: (185.1/0.3, lift 20.8)
## PC1 > 22.15387
## PC19 > -0.9080048
## PC27 > -0.4285581
## PC68 <= 0.5877653
## PC80 <= 1.239505
## -> class 1\|0 [0.993]
##
## Rule 18/108: (65.9, lift 20.7)
## PC1 > -0.1217223
## PC11 <= 1.156562
## PC16 <= -1.706338
## PC21 > 0.5777489
## -> class 1\|0 [0.985]
##
## Rule 18/109: (35.6, lift 20.4)
## PC2 <= 2.5099
## PC3 > 6.906248
## PC16 > -1.706338
## PC38 <= -0.2677516
## -> class 1\|0 [0.973]
##
## Rule 18/110: (187.1/4.6, lift 20.3)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC9 > -0.911768
## PC10 <= 1.046112
## PC16 <= -1.706338
## PC62 <= -0.2372066
## -> class 1\|0 [0.970]
##
## Rule 18/111: (329.6/15.1, lift 19.9)
## PC5 <= 12.1829
## PC7 > -6.084325
## PC9 > 1.378854
## PC10 <= 1.046112
## PC11 <= 1.156562
## PC16 <= -1.706338
## PC29 > 0.03654253
## PC47 <= 2.106346
## PC91 > -0.5109994
## PC93 <= 0.5314168
## -> class 1\|0 [0.951]
##
## Rule 18/112: (18.6, lift 19.9)
## PC1 > -0.1217223
## PC8 > -4.616251
## PC11 <= 2.167879
## PC15 <= -1.99789
## PC16 > -1.706338
## PC16 <= 0.3721585
## -> class 1\|0 [0.951]
##
## Rule 18/113: (14.7, lift 19.7)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC3 <= 6.906248
## PC7 > -5.782439
## PC16 <= 0.3721585
## PC21 > -0.7909386
## PC28 <= 0.05665284
## PC69 > -0.6185161
## PC74 > 1.129768
## -> class 1\|0 [0.940]
##
## Rule 18/114: (15.1/0.2, lift 19.5)
## PC1 > -0.1217223
## PC3 > 0.09497605
## PC3 <= 6.906248
## PC11 <= 2.167879
## PC16 > -1.706338
## PC16 <= 0.3721585
## PC21 > -0.7909386
## PC28 <= 0.05665284
## PC61 <= 1.164942
## PC63 <= 0.2783501
## PC99 <= -0.4697019
## -> class 1\|0 [0.928]
##
## Rule 18/115: (5.1, lift 18.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC22 > 0.1252682
## PC42 <= -1.276387
## PC50 > -0.1767377
## PC65 <= -0.05166954
## -> class 1\|0 [0.858]
##
## Rule 18/116: (396.2/114.8, lift 14.9)
## PC3 > 1.640775
## PC8 > -3.593374
## PC16 <= 0.4291682
## PC22 > 0.1252682
## PC47 > -0.3110164
## PC50 > -0.1767377
## PC65 > -0.05166954
## -> class 1\|0 [0.709]
##
## Rule 18/117: (96.5/30.9, lift 14.2)
## PC1 > 8.76875
## PC3 <= 0.09497605
## PC19 > -1.661511
## PC63 > 0.1472182
## PC82 <= 0.4089428
## -> class 1\|0 [0.677]
##
## Rule 18/118: (138.8/0.7, lift 16.2)
## PC1 > -0.1217223
## PC3 > 0.09497605
## PC3 <= 6.906248
## PC7 > -5.782439
## PC11 <= 2.167879
## PC15 > -1.99789
## PC16 > -1.706338
## PC16 <= 0.3721585
## PC21 > -0.7909386
## PC61 <= 1.164942
## PC69 > -0.6185161
## PC74 <= 1.129768
## PC99 > -0.4697019
## -> class 1\|1 [0.988]
##
## Rule 18/119: (54.3, lift 16.1)
## PC1 > 8.76875
## PC1 <= 22.15387
## PC3 <= 0.09497605
## PC8 > -4.616251
## PC16 > -1.706338
## PC19 > -1.661511
## PC63 <= 0.1472182
## -> class 1\|1 [0.982]
##
## Rule 18/120: (50.4, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC14 <= 0.259583
## PC16 <= 0.4291682
## PC37 <= 0.04043852
## PC46 <= 0.9321272
## PC47 > -0.3110164
## -> class 1\|1 [0.981]
##
## Rule 18/121: (40.6, lift 16.0)
## PC3 > 1.640775
## PC14 <= 0.259583
## PC16 <= 0.4291682
## PC24 > 2.518792
## PC46 <= 0.9321272
## PC68 > -0.3285402
## -> class 1\|1 [0.976]
##
## Rule 18/122: (140/2.6, lift 16.0)
## PC1 > -0.1217223
## PC5 <= 12.1829
## PC9 > -0.911768
## PC9 <= 1.378854
## PC10 <= 1.046112
## PC11 <= 1.156562
## PC16 <= -1.706338
## PC21 <= 0.5777489
## PC62 > -0.2372066
## -> class 1\|1 [0.974]
##
## Rule 18/123: (34.2, lift 16.0)
## PC1 > -0.430681
## PC3 <= 6.906248
## PC8 > -4.616251
## PC23 > 2.862316
## PC38 <= -0.1069787
## -> class 1\|1 [0.972]
##
## Rule 18/124: (51.4/0.6, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC14 <= 0.259583
## PC16 <= 0.4291682
## PC22 > 0.1252682
## PC22 <= 1.725261
## PC46 <= 0.9321272
## PC65 > -0.05166954
## -> class 1\|1 [0.970]
##
## Rule 18/125: (29.2, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC46 <= 0.9321272
## PC65 > -0.05166954
## PC68 > -0.3285402
## PC95 > -0.1856609
## -> class 1\|1 [0.968]
##
## Rule 18/126: (27.9, lift 15.9)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC9 > -0.911768
## PC16 <= -1.706338
## PC93 > 0.5314168
## -> class 1\|1 [0.967]
##
## Rule 18/127: (20.8, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC14 <= 0.259583
## PC15 > 1.972068
## PC46 <= 0.9321272
## PC68 > -0.3285402
## -> class 1\|1 [0.956]
##
## Rule 18/128: (19.8, lift 15.7)
## PC2 <= 2.5099
## PC3 > 6.906248
## PC29 > 0.7439595
## -> class 1\|1 [0.954]
##
## Rule 18/129: (19.2, lift 15.6)
## PC7 > -6.084325
## PC9 > 1.378854
## PC16 <= -1.706338
## PC29 <= 0.03654253
## -> class 1\|1 [0.953]
##
## Rule 18/130: (63.6/2.2, lift 15.6)
## PC1 > -0.430681
## PC9 > -0.911768
## PC11 > 1.156562
## PC16 <= -1.706338
## PC43 > -0.1945908
## -> class 1\|1 [0.951]
##
## Rule 18/131: (16.7, lift 15.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC22 > 0.1252682
## PC24 <= 2.518792
## PC92 > 0.4989451
## -> class 1\|1 [0.947]
##
## Rule 18/132: (55.9/2.2, lift 15.5)
## PC1 > 22.15387
## PC2 <= -5.348634
## PC27 > -0.4285581
## PC68 > 0.5877653
## -> class 1\|1 [0.944]
##
## Rule 18/133: (12.7, lift 15.3)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC11 <= 1.156562
## PC16 <= -1.706338
## PC47 > 2.106346
## -> class 1\|1 [0.932]
##
## Rule 18/134: (12.6, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC50 > -0.1767377
## PC77 > 0.7052994
## -> class 1\|1 [0.931]
##
## Rule 18/135: (87/6.2, lift 15.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > -0.911768
## PC10 > 1.046112
## PC16 <= -1.706338
## PC44 > -1.972712
## -> class 1\|1 [0.919]
##
## Rule 18/136: (9.4, lift 15.0)
## PC1 > -0.430681
## PC9 > 1.378854
## PC16 <= -1.706338
## PC91 <= -0.5109994
## -> class 1\|1 [0.912]
##
## Rule 18/137: (8.7, lift 14.9)
## PC1 > -0.1217223
## PC3 <= 0.09497605
## PC8 > -4.616251
## PC71 > 0.9266456
## -> class 1\|1 [0.907]
##
## Rule 18/138: (10.9/0.2, lift 14.8)
## PC1 > -0.430681
## PC1 <= 22.15387
## PC5 <= 5.431484
## PC16 > 0.3721585
## PC20 > -0.01158493
## PC41 > 0.7397268
## PC53 <= 1.027676
## -> class 1\|1 [0.904]
##
## Rule 18/139: (45.4/3.7, lift 14.8)
## PC1 > -0.430681
## PC2 > -6.93449
## PC6 <= -2.2305
## PC8 > -4.616251
## PC12 <= 0.7567332
## PC19 <= -1.661511
## -> class 1\|1 [0.900]
##
## Rule 18/140: (37.4/5.8, lift 13.6)
## PC2 <= 2.5099
## PC7 <= -6.084325
## PC9 > -0.911768
## PC10 <= 1.046112
## PC16 <= -1.706338
## PC44 > -1.972712
## PC47 <= 2.106346
## -> class 1\|1 [0.828]
##
## Rule 18/141: (1238/644.8, lift 7.9)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.479]
##
## Rule 18/142: (129, lift 16.6)
## PC1 > -0.430681
## PC2 <= -0.4558708
## PC3 <= 0.09497605
## PC6 > -2.2305
## PC12 <= 0.7567332
## PC19 <= -1.661511
## PC71 <= 0.9266456
## PC79 <= 0.6500567
## -> class 1\|2 [0.992]
##
## Rule 18/143: (169.3/0.8, lift 16.6)
## PC3 > 0.09497605
## PC3 <= 6.906248
## PC13 <= -0.0834727
## PC16 > -1.706338
## PC16 <= 0.3721585
## PC21 <= -0.7909386
## -> class 1\|2 [0.989]
##
## Rule 18/144: (61.6, lift 16.5)
## PC2 <= 2.5099
## PC3 > 0.6913382
## PC16 > -1.706338
## PC35 <= -0.1746503
## PC39 > -0.05852957
## PC53 <= 1.027676
## PC66 <= -0.2662054
## -> class 1\|2 [0.984]
##
## Rule 18/145: (58.1, lift 16.5)
## PC1 > -0.430681
## PC23 > 2.862316
## PC38 > -0.1069787
## -> class 1\|2 [0.983]
##
## Rule 18/146: (51.4, lift 16.4)
## PC3 > 0.6913382
## PC16 > 0.3721585
## PC39 <= -0.05852957
## PC68 > 0.06704614
## PC100 > 0.5186037
## -> class 1\|2 [0.981]
##
## Rule 18/147: (43.1, lift 16.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC14 <= -0.7858261
## PC16 > 0.3721585
## PC20 > -1.43024
## PC39 <= -0.05852957
## PC53 <= 1.027676
## -> class 1\|2 [0.978]
##
## Rule 18/148: (103.8/1.4, lift 16.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC3 <= 6.906248
## PC16 > 0.3721585
## PC20 <= -0.01158493
## PC39 > -0.05852957
## PC53 <= 1.027676
## PC59 > -0.4040557
## -> class 1\|2 [0.977]
##
## Rule 18/149: (34.4, lift 16.3)
## PC1 > -0.430681
## PC8 > -4.616251
## PC16 > -1.706338
## PC39 <= -0.05852957
## PC74 <= -1.954591
## -> class 1\|2 [0.973]
##
## Rule 18/150: (34.2, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > 0.3721585
## PC40 > 1.099573
## -> class 1\|2 [0.972]
##
## Rule 18/151: (186.3/4.3, lift 16.3)
## PC2 > 2.849548
## PC3 > 1.640775
## PC16 > 0.4291682
## PC33 <= 1.385221
## PC38 <= 0.2026206
## PC58 > -0.7329288
## -> class 1\|2 [0.972]
##
## Rule 18/152: (34.3, lift 16.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.4291682
## PC38 > 0.2046105
## PC48 <= 0.2118803
## -> class 1\|2 [0.972]
##
## Rule 18/153: (68.7/1.6, lift 16.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > 0.3721585
## PC20 > -1.43024
## PC35 > -0.1746503
## PC39 > -0.05852957
## PC82 > 0.2187287
## -> class 1\|2 [0.963]
##
## Rule 18/154: (22.2, lift 16.1)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > -1.706338
## PC16 <= 0.3721585
## PC28 <= 0.05665284
## PC63 > 0.2783501
## -> class 1\|2 [0.959]
##
## Rule 18/155: (18.7/0.1, lift 15.9)
## PC1 > -0.1217223
## PC3 > 0.6913382
## PC16 > 0.3721585
## PC65 > 0.4795342
## PC68 > 0.06704614
## -> class 1\|2 [0.947]
##
## Rule 18/156: (77.2/3.7, lift 15.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC20 <= -1.43024
## PC97 <= 0.7355509
## -> class 1\|2 [0.941]
##
## Rule 18/157: (14.1, lift 15.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC13 > 0.003337928
## PC39 > -0.05852957
## PC82 > 0.2187287
## -> class 1\|2 [0.937]
##
## Rule 18/158: (86/4.6, lift 15.7)
## PC3 > 0.6913382
## PC15 > 0.9447531
## PC16 > 0.3721585
## PC20 > -0.01158493
## -> class 1\|2 [0.936]
##
## Rule 18/159: (13.3, lift 15.7)
## PC9 > -0.911768
## PC11 > 1.156562
## PC16 <= -1.706338
## PC43 <= -0.1945908
## -> class 1\|2 [0.935]
##
## Rule 18/160: (11.3, lift 15.5)
## PC2 <= 2.5099
## PC16 <= -1.706338
## PC44 <= -1.972712
## -> class 1\|2 [0.925]
##
## Rule 18/161: (35.1/1.8, lift 15.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > 0.3721585
## PC23 <= 2.862316
## PC53 > 1.027676
## -> class 1\|2 [0.924]
##
## Rule 18/162: (9.7, lift 15.3)
## PC1 > -0.1217223
## PC3 > 0.09497605
## PC3 <= 6.906248
## PC16 <= 0.3721585
## PC61 > 1.164942
## -> class 1\|2 [0.915]
##
## Rule 18/163: (9.5, lift 15.3)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 > 0.8657938
## PC16 > 0.3721585
## -> class 1\|2 [0.913]
##
## Rule 18/164: (9.6, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.4291682
## PC42 <= -0.4308444
## -> class 1\|2 [0.913]
##
## Rule 18/165: (90.1/7.5, lift 15.2)
## PC2 <= 2.5099
## PC3 > 6.906248
## PC16 > -1.706338
## PC29 <= 0.7439595
## PC38 > -0.2677516
## -> class 1\|2 [0.908]
##
## Rule 18/166: (48.8/3.8, lift 15.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9303704
## PC16 <= 0.4291682
## PC33 <= 0.299787
## PC50 <= -0.1767377
## PC93 > -0.9696231
## -> class 1\|2 [0.906]
##
## Rule 18/167: (94.7/10.3, lift 14.8)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC7 <= -5.782439
## PC8 > -4.616251
## PC16 > -1.706338
## -> class 1\|2 [0.883]
##
## Rule 18/168: (5.2, lift 14.4)
## PC1 > 22.15387
## PC27 > -0.4285581
## PC80 > 1.239505
## -> class 1\|2 [0.860]
##
## Rule 18/169: (99.1/0.3, lift 15.6)
## PC1 <= -0.1217223
## PC2 <= 2.5099
## PC3 > 0.5259567
## PC17 > -0.3530415
## PC42 > -0.1102906
## PC90 <= 0.3352827
## -> class 1\|3 [0.987]
##
## Rule 18/170: (95.4/0.9, lift 15.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.4291682
## PC38 > 0.2046105
## PC42 > -0.4308444
## PC48 > 0.2118803
## -> class 1\|3 [0.981]
##
## Rule 18/171: (49.4/14.7, lift 11.0)
## PC2 > 2.5099
## PC2 <= 2.849548
## PC3 > 1.640775
## PC16 > 0.4291682
## -> class 1\|3 [0.695]
##
## Rule 18/172: (4482.5/3333.7, lift 4.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.256]
##
## Rule 18/173: (173.8/0.8, lift 15.0)
## PC1 <= -0.430681
## PC6 > -2.463224
## PC8 > 0.2031983
## PC11 > -0.9337804
## PC19 <= 0.6246938
## PC20 <= 0.006587008
## PC21 > -0.2479957
## PC68 > 1.141497
## PC73 > -1.165178
## -> class 2\|0 [0.990]
##
## Rule 18/174: (131.5/0.8, lift 14.9)
## PC6 > -2.463224
## PC8 > 1.961819
## PC19 <= -0.6589058
## PC21 > -0.2479957
## PC46 <= 1.31711
## PC68 > -1.900797
## PC71 <= 0.5732168
## PC79 > -0.1257779
## PC82 <= 0.1705167
## PC86 > -0.1096954
## PC98 > 0.004323523
## PC99 <= 1.307387
## -> class 2\|0 [0.987]
##
## Rule 18/175: (204.3/4, lift 14.8)
## PC8 > 1.961819
## PC11 > -0.9337804
## PC19 <= 0.6246938
## PC21 > 1.504999
## PC62 <= 1.076832
## PC73 > -1.165178
## PC79 > -0.1257779
## PC97 > -0.268699
## PC99 <= 1.307387
## -> class 2\|0 [0.976]
##
## Rule 18/176: (57.8/0.6, lift 14.7)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC83 > 0.3446951
## -> class 2\|0 [0.973]
##
## Rule 18/177: (35.4, lift 14.7)
## PC1 > -0.430681
## PC3 <= 0.09497605
## PC12 > 0.7567332
## PC16 > -1.706338
## PC19 <= -1.661511
## -> class 2\|0 [0.973]
##
## Rule 18/178: (292.1/8.6, lift 14.6)
## PC6 > -2.463224
## PC8 > 1.961819
## PC11 > -0.9337804
## PC19 <= 0.6246938
## PC21 > -0.2479957
## PC28 <= 0.1577117
## PC46 <= 1.601715
## PC62 <= 1.076832
## PC70 <= -0.04090679
## PC73 > -1.165178
## PC88 > -0.437793
## PC97 > -0.268699
## PC99 <= 1.307387
## -> class 2\|0 [0.967]
##
## Rule 18/179: (30.7/0.2, lift 14.6)
## PC8 > 1.961819
## PC19 <= 0.6246938
## PC21 > -0.2479957
## PC36 > 0.2075644
## PC46 <= 1.601715
## PC61 <= 1.176727
## PC62 <= 1.076832
## PC68 <= 1.141497
## PC70 > -0.04090679
## PC97 > -0.268699
## PC98 > -0.8556418
## -> class 2\|0 [0.964]
##
## Rule 18/180: (28.9/0.1, lift 14.6)
## PC1 <= -0.430681
## PC6 > -2.463224
## PC8 > 1.961819
## PC11 > -0.9337804
## PC21 > -0.2479957
## PC28 <= 0.1577117
## PC37 <= -0.6247967
## PC57 <= 0.859116
## PC97 > -0.268699
## PC98 <= 0.004323523
## PC99 <= 1.307387
## -> class 2\|0 [0.963]
##
## Rule 18/181: (27.2, lift 14.6)
## PC6 > -2.463224
## PC8 > 1.961819
## PC11 > -0.9337804
## PC19 <= -0.6589058
## PC21 > -0.2479957
## PC28 <= 0.1577117
## PC36 <= 0.2075644
## PC62 <= 1.076832
## PC79 > -0.1257779
## PC94 > 0.3997386
## PC97 > -0.268699
## PC98 <= 0.004323523
## -> class 2\|0 [0.963]
##
## Rule 18/182: (18.9, lift 14.4)
## PC8 > 1.961819
## PC19 <= 0.6246938
## PC21 > -0.2479957
## PC28 <= 0.1577117
## PC46 <= 1.601715
## PC57 <= 0.859116
## PC68 <= -1.900797
## PC70 > -0.04090679
## PC79 > -0.1257779
## PC97 > -0.268699
## PC99 <= 1.307387
## -> class 2\|0 [0.952]
##
## Rule 18/183: (100.7/3.9, lift 14.4)
## PC8 > 1.961819
## PC11 > -0.9337804
## PC21 > -0.2479957
## PC28 <= 0.1577117
## PC46 <= 1.601715
## PC57 > 0.859116
## PC73 > -1.165178
## PC99 <= 1.307387
## -> class 2\|0 [0.952]
##
## Rule 18/184: (12, lift 14.0)
## PC1 <= -0.430681
## PC2 > -0.4787278
## PC8 > 1.961819
## -> class 2\|0 [0.929]
##
## Rule 18/185: (7.5, lift 13.5)
## PC1 > -0.430681
## PC1 <= 8.76875
## PC8 > -4.616251
## PC8 <= -0.1526319
## PC19 > -1.661511
## PC44 > 1.428001
## -> class 2\|0 [0.894]
##
## Rule 18/186: (6.4, lift 13.3)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC21 > -0.2479957
## PC24 <= -0.8842306
## -> class 2\|0 [0.880]
##
## Rule 18/187: (49.8/11, lift 11.6)
## PC2 <= -1.074925
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC22 > -0.8746364
## PC33 <= 0.5788219
## PC44 > 0.642051
## PC83 <= -0.4702401
## -> class 2\|0 [0.768]
##
## Rule 18/188: (1287/794.6, lift 5.8)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.5099
## -> class 2\|0 [0.383]
##
## Rule 18/189: (82.9, lift 10.4)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC22 > -0.8746364
## PC31 > -1.130938
## PC44 <= 0.642051
## PC66 <= -0.1392751
## PC73 > -0.7749802
## -> class 2\|1 [0.988]
##
## Rule 18/190: (69.7/0.4, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC22 > -0.8746364
## PC24 <= 1.571487
## PC37 <= -0.367402
## PC44 <= 0.642051
## PC62 > -1.319855
## PC82 <= 0.3253484
## -> class 2\|1 [0.981]
##
## Rule 18/191: (142.3/1.9, lift 10.3)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC22 > -0.8746364
## PC44 <= 0.642051
## PC62 > -1.319855
## PC89 <= -0.1919814
## -> class 2\|1 [0.980]
##
## Rule 18/192: (47.6, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC12 > 5.249692
## -> class 2\|1 [0.980]
##
## Rule 18/193: (42, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC11 > -0.9337804
## PC98 <= -0.8556418
## -> class 2\|1 [0.977]
##
## Rule 18/194: (34.2, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC19 <= 0.6246938
## PC73 <= -1.165178
## -> class 2\|1 [0.972]
##
## Rule 18/195: (30.2/0.9, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -1.594909
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC24 <= 1.571487
## -> class 2\|1 [0.942]
##
## Rule 18/196: (222.5/14.6, lift 9.7)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC15 <= 1.629373
## PC22 > -0.8746364
## PC29 <= 0.1698664
## PC30 > -0.2517934
## PC31 > -1.130938
## PC44 <= 0.642051
## PC56 > -0.3977791
## PC62 > -1.319855
## PC81 > -0.4748981
## PC82 > -0.5600551
## PC82 <= 0.3253484
## -> class 2\|1 [0.930]
##
## Rule 18/197: (10.9, lift 9.7)
## PC1 > -0.430681
## PC2 <= -6.93449
## PC19 <= -1.661511
## -> class 2\|1 [0.923]
##
## Rule 18/198: (9, lift 9.5)
## PC1 > 8.76875
## PC3 <= 0.09497605
## PC8 > -4.616251
## PC16 > -1.706338
## PC19 > -1.661511
## PC82 > 0.4089428
## -> class 2\|1 [0.909]
##
## Rule 18/199: (71.9/6, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC22 > -0.8746364
## PC33 <= 0.5788219
## PC44 > 0.642051
## PC83 > -0.4702401
## -> class 2\|1 [0.905]
##
## Rule 18/200: (7.1, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC44 <= 0.4698507
## PC57 > 0.1291126
## PC68 <= -1.588338
## -> class 2\|1 [0.890]
##
## Rule 18/201: (45.1/4.7, lift 9.2)
## PC8 > -1.614865
## PC21 > 3.312729
## PC29 > -0.2439684
## PC29 <= 0.3448451
## PC57 > 0.1291126
## -> class 2\|1 [0.878]
##
## Rule 18/202: (71.8/8.2, lift 9.2)
## PC2 <= -9.307465
## -> class 2\|1 [0.875]
##
## Rule 18/203: (116.3/14.3, lift 9.1)
## PC2 <= -1.074925
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC11 > -2.868952
## PC22 <= -0.8746364
## PC30 <= -0.00610811
## PC40 > -1.117307
## PC56 <= 0.762962
## PC92 <= 0.2776121
## PC95 > -0.4342224
## -> class 2\|1 [0.871]
##
## Rule 18/204: (13/1, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC22 <= -0.8746364
## PC47 <= -0.5001938
## -> class 2\|1 [0.869]
##
## Rule 18/205: (25.3/4.8, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.487155
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC26 > -2.321835
## PC28 <= -0.127678
## PC57 <= 0.1291126
## -> class 2\|1 [0.788]
##
## Rule 18/206: (105.1/26.8, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC29 <= 0.3448451
## PC32 <= -2.459569
## PC57 > 0.1291126
## -> class 2\|1 [0.741]
##
## Rule 18/207: (43.2/12, lift 7.5)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC31 <= 1.148255
## PC37 <= 1.029918
## PC83 <= 0.3446951
## -> class 2\|1 [0.712]
##
## Rule 18/208: (29.4/9, lift 7.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC29 <= -0.2439684
## -> class 2\|1 [0.681]
##
## Rule 18/209: (13.9/4.2, lift 7.0)
## PC8 <= 0.2031983
## PC10 <= 0.1249562
## PC19 > 3.33329
## PC26 > -2.321835
## PC28 > -0.127678
## PC29 <= 0.3448451
## PC57 <= 0.1291126
## -> class 2\|1 [0.671]
##
## Rule 18/210: (1644.4/715.2, lift 5.9)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC24 <= 1.571487
## -> class 2\|1 [0.565]
##
## Rule 18/211: (48.9/21.7, lift 5.8)
## PC1 > -0.1217223
## PC1 <= 8.76875
## PC3 <= 0.09497605
## PC8 > -0.1526319
## PC16 > -1.706338
## PC19 > -1.661511
## -> class 2\|1 [0.554]
##
## Rule 18/212: (69.2/0.1, lift 11.4)
## PC1 <= -0.430681
## PC8 > -3.4806
## PC8 <= -1.614865
## PC21 > -0.8396649
## PC25 > 0.2350568
## PC55 > -0.233429
## -> class 2\|2 [0.984]
##
## Rule 18/213: (58.1, lift 11.4)
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC12 <= 5.249692
## PC19 > 4.460323
## PC29 > -0.2439684
## -> class 2\|2 [0.983]
##
## Rule 18/214: (149.9/2.4, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 1.961819
## PC22 <= -0.8746364
## PC40 <= -1.117307
## PC56 <= 0.762962
## -> class 2\|2 [0.978]
##
## Rule 18/215: (36.7, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -1.614865
## PC13 > -0.4446515
## PC42 <= 0.016289
## PC44 <= -0.04591087
## PC60 <= -0.5480756
## -> class 2\|2 [0.973]
##
## Rule 18/216: (36.1/0.1, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC29 > 0.1698664
## PC37 > -0.367402
## PC44 <= 0.642051
## PC66 > -0.1392751
## PC89 > -0.1919814
## -> class 2\|2 [0.970]
##
## Rule 18/217: (42.3/0.6, lift 11.1)
## PC2 <= 2.5099
## PC8 > -3.4806
## PC8 <= -1.614865
## PC42 <= 0.016289
## PC44 <= -0.04591087
## PC94 <= -0.4956227
## PC96 <= 1.431211
## -> class 2\|2 [0.965]
##
## Rule 18/218: (29.5/0.2, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.4806
## PC19 > -3.465786
## PC22 <= -2.301518
## PC42 <= 0.016289
## PC44 <= -0.04591087
## PC58 <= 0.8084841
## PC94 > -0.4956227
## -> class 2\|2 [0.963]
##
## Rule 18/219: (23.4/0.2, lift 11.0)
## PC2 <= 2.5099
## PC8 > -3.4806
## PC8 <= -1.614865
## PC9 <= -1.373149
## PC10 > -0.7895166
## PC58 <= 0.8084841
## PC68 <= -0.7946462
## -> class 2\|2 [0.954]
##
## Rule 18/220: (19.4, lift 11.0)
## PC8 > -3.4806
## PC8 <= 0.2031983
## PC10 <= 0.2319784
## PC25 <= 0.2350568
## PC26 > 2.496181
## PC45 <= 0.4309001
## -> class 2\|2 [0.953]
##
## Rule 18/221: (41.5/1.2, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.4806
## PC8 <= -1.614865
## PC18 <= 0.7362046
## PC96 > 1.431211
## -> class 2\|2 [0.950]
##
## Rule 18/222: (33.6/1, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC44 <= 0.642051
## PC62 > -1.319855
## PC66 > -0.1392751
## PC82 > 0.3253484
## PC89 > -0.1919814
## -> class 2\|2 [0.945]
##
## Rule 18/223: (42.7/1.4, lift 10.9)
## PC8 > -3.4806
## PC8 <= -1.614865
## PC13 <= -0.4446515
## PC42 <= 0.016289
## PC44 <= -0.04591087
## PC96 <= 1.431211
## -> class 2\|2 [0.945]
##
## Rule 18/224: (104.4/5.4, lift 10.9)
## PC2 <= 2.5099
## PC3 > -1.487155
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC10 <= 0.1249562
## PC26 > -2.321835
## PC28 > -0.127678
## PC29 <= 0.3448451
## PC45 > 0.01700526
## PC57 <= 0.1291126
## PC66 > -0.468598
## PC100 <= 1.1576
## -> class 2\|2 [0.940]
##
## Rule 18/225: (459/31, lift 10.8)
## PC1 <= -0.430681
## PC3 > -1.487155
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC10 > 0.1249562
## PC19 > -2.840738
## PC26 > -2.321835
## PC55 > -0.3361908
## PC57 <= 0.1291126
## PC71 <= 1.938841
## -> class 2\|2 [0.930]
##
## Rule 18/226: (11.4, lift 10.7)
## PC1 <= -0.430681
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC22 > -0.8746364
## PC31 <= -1.130938
## PC44 <= 0.642051
## PC62 > -1.319855
## -> class 2\|2 [0.925]
##
## Rule 18/227: (20.1/0.9, lift 10.6)
## PC1 <= -0.430681
## PC8 > -3.4806
## PC8 <= 0.2031983
## PC10 <= 0.2319784
## PC19 > 3.671598
## PC68 > -0.7946462
## PC96 <= 1.431211
## -> class 2\|2 [0.913]
##
## Rule 18/228: (100.6/8, lift 10.5)
## PC1 <= -0.430681
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC15 > 1.629373
## PC29 <= 0.1698664
## PC37 > -0.367402
## PC44 <= 0.642051
## PC46 > -0.9868048
## PC62 > -1.319855
## PC89 > -0.1919814
## -> class 2\|2 [0.912]
##
## Rule 18/229: (11.3/0.2, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.4806
## PC19 > -3.465786
## PC24 > 0.9997873
## PC25 <= 0.2350568
## PC44 > -0.04591087
## -> class 2\|2 [0.907]
##
## Rule 18/230: (20.4/1.2, lift 10.4)
## PC1 <= -0.430681
## PC8 > 1.961819
## PC21 <= -0.2479957
## PC41 <= -0.4702227
## PC92 > 0.1277686
## -> class 2\|2 [0.903]
##
## Rule 18/231: (10.5/0.4, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC37 > -0.367402
## PC44 <= 0.642051
## PC46 > -0.9868048
## PC56 <= -0.3977791
## PC62 > -1.319855
## PC89 > -0.1919814
## -> class 2\|2 [0.888]
##
## Rule 18/232: (6.6, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.4806
## PC8 <= 0.2031983
## PC36 > 0.6132967
## PC37 <= 1.408006
## PC42 <= 0.016289
## -> class 2\|2 [0.884]
##
## Rule 18/233: (51.3/5.4, lift 10.2)
## PC2 <= 2.5099
## PC8 > -3.4806
## PC8 <= -1.614865
## PC37 <= 1.408006
## PC44 <= -0.04591087
## PC94 <= -0.7929602
## -> class 2\|2 [0.879]
##
## Rule 18/234: (5.8, lift 10.1)
## PC41 > 0.05114197
## PC87 <= -20.91766
## -> class 2\|2 [0.872]
##
## Rule 18/235: (91/11.3, lift 10.0)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -3.4806
## PC8 <= 0.2031983
## PC25 <= 0.2350568
## PC27 <= -0.3814706
## PC42 <= 0.016289
## PC44 <= -0.04591087
## PC45 <= 0.4309001
## -> class 2\|2 [0.868]
##
## Rule 18/236: (37.2/5.4, lift 9.7)
## PC1 > -0.1217223
## PC1 <= 8.76875
## PC3 <= -1.062696
## PC8 > -4.616251
## PC8 <= -0.1526319
## PC44 <= 1.428001
## -> class 2\|2 [0.837]
##
## Rule 18/237: (15.5/2, lift 9.6)
## PC1 <= -0.430681
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC44 <= 0.642051
## PC62 <= -1.319855
## PC72 > 0.7916198
## -> class 2\|2 [0.831]
##
## Rule 18/238: (3.7, lift 9.5)
## PC8 <= 0.2031983
## PC42 <= 0.016289
## PC44 > -0.04802914
## PC44 <= -0.04591087
## -> class 2\|2 [0.822]
##
## Rule 18/239: (402.1/121.9, lift 8.0)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC22 <= -0.8746364
## -> class 2\|2 [0.696]
##
## Rule 18/240: (28.3/8.3, lift 8.0)
## PC2 <= -1.074925
## PC8 > 0.2031983
## PC8 <= 1.961819
## PC15 <= 1.629373
## PC31 > -1.130938
## PC37 > -0.367402
## PC81 <= -0.4748981
## PC89 > -0.1919814
## -> class 2\|2 [0.693]
##
## Rule 18/241: (1482.7/667.5, lift 6.4)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC29 <= 0.3448451
## -> class 2\|2 [0.550]
##
## Rule 18/242: (129.5, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= -0.2284522
## PC9 <= 5.172433
## PC19 <= 4.460323
## PC49 > 0.1701713
## PC57 > 0.1291126
## PC62 > -1.054749
## PC68 > -1.588338
## -> class 2\|3 [0.992]
##
## Rule 18/243: (118.2, lift 7.8)
## PC2 <= 2.5099
## PC8 <= -3.4806
## PC11 > -4.669395
## PC18 <= -0.03718393
## PC19 > -3.465786
## PC29 > -0.2315292
## PC46 <= 0.3797458
## PC76 <= 0.1610542
## PC85 <= 0.3264874
## -> class 2\|3 [0.992]
##
## Rule 18/244: (134.3/0.4, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= -0.2284522
## PC9 <= 5.172433
## PC12 <= 5.249692
## PC19 <= 4.460323
## PC23 <= 1.142362
## PC27 > -0.1443672
## PC48 > -0.1402566
## PC57 > 0.1291126
## PC68 > -1.588338
## -> class 2\|3 [0.990]
##
## Rule 18/245: (205.1/1.7, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC19 <= 4.460323
## PC21 <= 3.312729
## PC23 <= 1.142362
## PC29 > -0.2439684
## PC29 <= 0.3448451
## PC32 > -2.459569
## PC35 > -2.068962
## PC44 > 0.4698507
## PC57 > 0.1291126
## -> class 2\|3 [0.987]
##
## Rule 18/246: (130/0.7, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -1.614865
## PC41 > -2.189048
## PC76 > 0.1610542
## PC80 <= -0.7678832
## PC85 <= 0.3264874
## -> class 2\|3 [0.987]
##
## Rule 18/247: (53.2, lift 7.8)
## PC1 > -0.430681
## PC8 <= -4.616251
## PC14 > 1.450917
## PC25 > -0.2304425
## -> class 2\|3 [0.982]
##
## Rule 18/248: (42, lift 7.7)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC8 <= -4.616251
## PC31 <= -0.1975905
## -> class 2\|3 [0.977]
##
## Rule 18/249: (40.1, lift 7.7)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC9 <= 5.172433
## PC19 <= 4.460323
## PC57 > 0.1291126
## PC59 > 0.01157433
## -> class 2\|3 [0.976]
##
## Rule 18/250: (36.3, lift 7.7)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC9 <= 5.172433
## PC12 <= 5.249692
## PC19 <= 4.460323
## PC44 <= 0.4698507
## PC57 > 0.1291126
## PC71 > 0.3503327
## -> class 2\|3 [0.974]
##
## Rule 18/251: (33.1, lift 7.7)
## PC1 <= -0.430681
## PC8 <= -1.614865
## PC19 > -3.465786
## PC27 > 0.3425756
## PC41 > -2.189048
## PC47 <= -0.3317296
## PC85 <= 0.3264874
## -> class 2\|3 [0.971]
##
## Rule 18/252: (28.7, lift 7.7)
## PC1 <= -0.430681
## PC8 <= 0.2031983
## PC19 <= -3.465786
## PC94 > 0.9128774
## -> class 2\|3 [0.967]
##
## Rule 18/253: (22.8, lift 7.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.2031983
## PC12 <= 5.249692
## PC44 <= 0.7777585
## PC55 <= -0.3361908
## PC66 <= 0.1252893
## PC84 > 0.7819417
## -> class 2\|3 [0.960]
##
## Rule 18/254: (23.8/0.2, lift 7.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.2031983
## PC10 > 0.1249562
## PC19 > -2.840738
## PC44 <= 0.7777585
## PC55 <= -0.3361908
## PC57 <= 0.1291126
## PC66 > 0.1252893
## -> class 2\|3 [0.955]
##
## Rule 18/255: (49/1.9, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC10 <= 0.1249562
## PC19 <= 3.33329
## PC28 > -0.127678
## PC45 <= 0.01700526
## -> class 2\|3 [0.943]
##
## Rule 18/256: (42.4/1.6, lift 7.5)
## PC1 > -0.1155022
## PC3 > -1.062696
## PC3 <= 0.09497605
## PC8 > -4.616251
## PC8 <= -0.1526319
## PC16 > -1.706338
## PC19 > -1.661511
## -> class 2\|3 [0.942]
##
## Rule 18/257: (73.7/4.4, lift 7.4)
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= -0.2284522
## PC21 <= 3.312729
## PC23 <= 1.142362
## PC29 <= 0.3448451
## PC57 > 0.1291126
## PC62 <= -1.054749
## PC71 <= 0.3503327
## -> class 2\|3 [0.929]
##
## Rule 18/258: (11.5, lift 7.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC10 <= 0.1249562
## PC100 > 1.1576
## -> class 2\|3 [0.926]
##
## Rule 18/259: (10.8, lift 7.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC10 <= 0.1249562
## PC28 > -0.127678
## PC57 <= 0.1291126
## PC66 <= -0.468598
## -> class 2\|3 [0.921]
##
## Rule 18/260: (9.8, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC12 <= 5.249692
## PC28 > -0.127678
## PC44 > 0.7777585
## PC55 <= -0.3361908
## PC57 <= 0.1291126
## PC71 <= 1.938841
## -> class 2\|3 [0.916]
##
## Rule 18/261: (216/19.1, lift 7.2)
## PC1 > -4.50992
## PC8 <= -3.4806
## PC26 > 2.609045
## -> class 2\|3 [0.908]
##
## Rule 18/262: (7.3, lift 7.1)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC3 <= -1.487155
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC57 <= 0.1291126
## -> class 2\|3 [0.893]
##
## Rule 18/263: (6.7, lift 7.0)
## PC1 > -0.1217223
## PC8 <= -4.616251
## PC68 <= -1.453569
## -> class 2\|3 [0.885]
##
## Rule 18/264: (45.8/6.9, lift 6.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC12 <= 5.249692
## PC26 <= -2.321835
## PC29 > -0.2439684
## -> class 2\|3 [0.834]
##
## Rule 18/265: (25.7/6.1, lift 5.9)
## PC1 <= -0.430681
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC19 <= -2.840738
## -> class 2\|3 [0.743]
##
## Rule 18/266: (12026/9505.4, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.210]
##
## Rule 18/267: (227.5, lift 17.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC10 <= 0.2319784
## PC11 <= -4.001685
## -> class 2\|4 [0.996]
##
## Rule 18/268: (135.7, lift 17.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -1.614865
## PC41 > 0.05114197
## PC58 > 0.8084841
## PC87 > -20.91766
## -> class 2\|4 [0.992]
##
## Rule 18/269: (177.1/1.9, lift 17.7)
## PC1 <= -0.430681
## PC8 <= -3.4806
## PC26 <= 2.609045
## PC36 <= 0.852675
## PC43 > -0.3418001
## PC46 <= 0.3797458
## PC74 <= 1.005751
## PC85 > 0.5304748
## -> class 2\|4 [0.984]
##
## Rule 18/270: (48.2, lift 17.6)
## PC1 <= -0.430681
## PC8 <= 0.2031983
## PC19 <= -3.465786
## PC67 <= -0.2118007
## -> class 2\|4 [0.980]
##
## Rule 18/271: (136.9/1.9, lift 17.6)
## PC1 <= -0.430681
## PC6 <= -0.07773139
## PC8 <= -1.614865
## PC19 <= -3.465786
## PC22 > -1.615833
## PC73 > -0.2823868
## PC94 <= 0.9128774
## -> class 2\|4 [0.979]
##
## Rule 18/272: (178.4/3.2, lift 17.5)
## PC1 <= -0.430681
## PC8 <= -3.4806
## PC16 <= -0.2348241
## PC19 > -3.465786
## PC26 <= 2.609045
## PC43 > -0.1479226
## PC46 <= 0.3797458
## PC85 > 0.3264874
## PC93 <= 0.3905216
## -> class 2\|4 [0.977]
##
## Rule 18/273: (96.9/1.3, lift 17.5)
## PC8 <= -3.4806
## PC18 <= -0.03718393
## PC27 <= 0.3425756
## PC42 > -0.5131627
## PC47 <= -0.3317296
## PC76 > 0.1610542
## PC80 > -0.7678832
## PC85 <= 0.3264874
## PC96 <= 0.3547637
## -> class 2\|4 [0.976]
##
## Rule 18/274: (72.3/0.9, lift 17.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -4.616251
## PC14 <= 1.450917
## PC31 > -0.1975905
## PC68 > -1.453569
## -> class 2\|4 [0.974]
##
## Rule 18/275: (32.5, lift 17.4)
## PC1 <= -0.430681
## PC8 > -3.4806
## PC8 <= -1.614865
## PC10 <= 0.2319784
## PC37 <= 1.408006
## PC44 > -0.04591087
## PC80 > 0.6075426
## PC96 <= 1.431211
## -> class 2\|4 [0.971]
##
## Rule 18/276: (20.9, lift 17.2)
## PC1 <= -4.50992
## PC8 <= -3.4806
## PC46 <= 0.3797458
## -> class 2\|4 [0.956]
##
## Rule 18/277: (17.9, lift 17.0)
## PC2 <= 2.5099
## PC8 <= -3.4806
## PC29 <= -0.2315292
## PC46 <= 0.3797458
## PC58 <= 0.8084841
## PC74 > -0.8870361
## -> class 2\|4 [0.949]
##
## Rule 18/278: (14.5, lift 16.9)
## PC8 <= -3.4806
## PC41 <= -2.189048
## PC46 <= 0.3797458
## PC74 > -0.8870361
## PC85 <= 0.3264874
## -> class 2\|4 [0.939]
##
## Rule 18/279: (11.1, lift 16.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.4806
## PC8 <= -1.614865
## PC10 <= 0.2319784
## PC26 <= 2.496181
## PC29 > 0.2775553
## PC96 <= 1.431211
## -> class 2\|4 [0.924]
##
## Rule 18/280: (9.9, lift 16.4)
## PC1 > -0.1217223
## PC1 <= -0.1155022
## PC3 <= 0.09497605
## -> class 2\|4 [0.916]
##
## Rule 18/281: (13.5/0.5, lift 16.2)
## PC8 > -3.4806
## PC8 <= -1.614865
## PC9 <= -4.677192
## PC10 > -0.7895166
## -> class 2\|4 [0.902]
##
## Rule 18/282: (10.5/0.8, lift 15.3)
## PC1 <= -0.430681
## PC8 > -3.4806
## PC8 <= -1.614865
## PC25 <= 0.2350568
## PC37 > 1.408006
## PC96 <= 1.431211
## -> class 2\|4 [0.855]
##
## Rule 18/283: (180.7/26.7, lift 15.2)
## PC2 <= 2.5099
## PC8 <= -3.4806
## PC18 <= -0.03718393
## PC42 > -0.5131627
## PC46 <= 0.3797458
## PC47 <= -0.3317296
## -> class 2\|4 [0.849]
##
## Rule 18/284: (3, lift 14.4)
## PC1 <= -0.430681
## PC8 <= -7.522985
## PC85 <= 0.3264874
## -> class 2\|4 [0.801]
##
## Rule 18/285: (21.3/7.8, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.4806
## PC8 <= -1.614865
## PC25 <= 0.2350568
## PC45 > 0.4309001
## -> class 2\|4 [0.622]
##
## Rule 18/286: (41.8/19.8, lift 9.4)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.5099
## PC90 > 0.3352827
## -> class 2\|4 [0.525]
##
## Rule 18/287: (47.4/23.7, lift 9.0)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -1.614865
## PC8 <= 0.2031983
## PC29 > 0.3448451
## -> class 2\|4 [0.500]
##
## Default class: 2\|3
##
## ----- Trial 19: -----
##
## Rules:
##
## Rule 19/1: (284.1/14.1, lift 14.5)
## PC4 > -8.007588
## PC4 <= 8.437115
## PC8 > -0.07420595
## PC15 > -0.1967635
## PC18 > 2.472916
## PC19 > -0.2428127
## PC25 <= 0.6836072
## PC28 > -1.917248
## PC34 > -1.406481
## PC52 > -2.370584
## PC55 > -0.2019645
## PC68 > -0.48606
## PC79 <= 0.7522961
## PC90 <= 1.212133
## PC97 <= 0.2976566
## -> class 0\|0 [0.947]
##
## Rule 19/2: (13.7, lift 14.3)
## PC2 > 2.5099
## PC14 > 0.3069146
## PC18 > -0.3695138
## PC18 <= 1.10851
## PC44 > 2.092405
## PC86 <= 4.013646
## -> class 0\|0 [0.936]
##
## Rule 19/3: (11, lift 14.1)
## PC2 > 2.5099
## PC13 <= 6.92457
## PC18 > -0.3695138
## PC30 <= 4.336929
## PC36 <= 3.90628
## PC58 <= -6.758901
## PC86 <= 4.013646
## -> class 0\|0 [0.923]
##
## Rule 19/4: (7.6, lift 13.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.863183
## PC18 > -1.148188
## PC18 <= -0.3695138
## -> class 0\|0 [0.896]
##
## Rule 19/5: (11.9/0.5, lift 13.6)
## PC8 > -0.1069657
## PC13 > 6.92457
## PC31 > 0.1783828
## PC60 > 0.5621427
## -> class 0\|0 [0.892]
##
## Rule 19/6: (33.1/6.1, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC13 <= 1.698335
## PC14 > 0.3069146
## PC18 > 0.7072623
## PC18 <= 1.10851
## PC88 <= -0.04104521
## -> class 0\|0 [0.798]
##
## Rule 19/7: (20.6/3.8, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC14 > 0.3069146
## PC18 > -0.3695138
## PC18 <= 1.10851
## PC90 <= -0.68511
## -> class 0\|0 [0.788]
##
## Rule 19/8: (17.1/3, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > 2.528035
## PC18 > -0.3695138
## PC30 <= 4.336929
## PC36 <= 3.90628
## PC86 > 1.811331
## PC86 <= 4.013646
## -> class 0\|0 [0.788]
##
## Rule 19/9: (19.5/8.5, lift 8.5)
## PC1 > -0.430681
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC3 <= 0.253746
## PC9 <= 0.3598154
## PC19 > -1.661511
## PC20 > 0.2690985
## -> class 0\|0 [0.560]
##
## Rule 19/10: (2061.9/941.4, lift 8.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC18 > 1.10851
## PC36 <= 3.90628
## PC43 <= 1.764309
## -> class 0\|0 [0.543]
##
## Rule 19/11: (130.2, lift 12.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC13 <= 1.698335
## PC14 > 0.3069146
## PC18 > -0.3695138
## PC18 <= 0.7072623
## PC44 <= 2.092405
## PC51 <= 0.4635233
## PC90 > -0.68511
## -> class 0\|1 [0.992]
##
## Rule 19/12: (73.3, lift 12.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 <= -0.09498027
## PC16 <= 0.332898
## PC18 > -0.3695138
## PC18 <= 1.10851
## PC43 <= 0.5380853
## PC79 <= 0.1666094
## PC90 > -1.91949
## PC91 <= 1.076508
## -> class 0\|1 [0.987]
##
## Rule 19/13: (77.9, lift 12.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC14 > 0.3069146
## PC18 > -0.3695138
## PC18 <= 1.10851
## PC88 > -0.04104521
## PC90 > -0.68511
## -> class 0\|1 [0.987]
##
## Rule 19/14: (66.7, lift 12.6)
## PC11 <= 0.00305635
## PC13 <= 6.92457
## PC15 > -0.1967635
## PC18 > 1.10851
## PC21 <= 0.4994113
## PC43 <= 1.764309
## PC61 <= 0.163196
## PC79 > 0.7522961
## PC97 > -0.4462853
## -> class 0\|1 [0.985]
##
## Rule 19/15: (62.1, lift 12.6)
## PC5 <= 2.528035
## PC8 <= -0.07420595
## PC13 <= 6.92457
## PC18 > 1.10851
## PC19 > -0.2428127
## PC21 <= 0.4994113
## PC25 > -0.1166561
## PC34 > -2.092957
## PC52 > -2.370584
## PC81 <= 0.9154884
## PC90 <= 1.212133
## -> class 0\|1 [0.984]
##
## Rule 19/16: (62, lift 12.6)
## PC5 > 2.528035
## PC30 > 4.336929
## PC36 <= 3.90628
## PC43 <= 1.764309
## -> class 0\|1 [0.984]
##
## Rule 19/17: (52.2, lift 12.5)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC6 > -1.863183
## PC18 > -1.148188
## PC18 <= -0.3695138
## PC68 > 0.2299947
## -> class 0\|1 [0.982]
##
## Rule 19/18: (142.8/1.7, lift 12.5)
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC18 > 1.10851
## PC18 <= 2.472916
## PC21 <= 0.4994113
## PC25 > -0.1166561
## PC36 <= 3.90628
## PC43 <= 1.764309
## PC96 <= -0.1322042
## -> class 0\|1 [0.982]
##
## Rule 19/19: (51.4, lift 12.5)
## PC2 > 3.073464
## PC3 > -1.953879
## PC3 <= 1.640775
## PC6 > -1.863183
## PC18 > -1.148188
## PC18 <= -0.3695138
## PC41 > 0.1782275
## -> class 0\|1 [0.981]
##
## Rule 19/20: (90.4/1.2, lift 12.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC14 <= 0.3069146
## PC18 > -0.3695138
## PC18 <= 1.10851
## PC43 <= 0.5380853
## PC59 > 0.1041885
## PC90 > -1.91949
## -> class 0\|1 [0.977]
##
## Rule 19/21: (67.7/1, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.863183
## PC8 > 0.1115942
## PC18 > -1.148188
## PC18 <= -0.3695138
## PC67 > -0.05978117
## -> class 0\|1 [0.972]
##
## Rule 19/22: (29.7, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC18 > -0.3695138
## PC21 <= 0.4994113
## PC36 <= 3.90628
## PC72 <= -1.398586
## PC80 <= 1.100149
## -> class 0\|1 [0.967]
##
## Rule 19/23: (28.1, lift 12.3)
## PC5 <= 2.528035
## PC18 > -0.3695138
## PC25 > -0.1166561
## PC28 <= -1.917248
## PC36 <= 3.90628
## PC52 > -2.370584
## PC61 <= 0.163196
## -> class 0\|1 [0.967]
##
## Rule 19/24: (85.4/2.4, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.3069146
## PC18 > -0.3695138
## PC18 <= 1.10851
## PC39 <= 0.6803116
## PC43 <= 1.764309
## PC71 <= 0.1085945
## PC79 <= 0.1666094
## PC90 > -1.91949
## PC91 <= 1.076508
## -> class 0\|1 [0.961]
##
## Rule 19/25: (23.6, lift 12.3)
## PC2 > 2.5099
## PC5 <= 2.528035
## PC18 > 1.10851
## PC36 <= 3.90628
## PC80 <= 1.100149
## PC82 <= -1.125051
## PC90 <= 1.212133
## -> class 0\|1 [0.961]
##
## Rule 19/26: (22.6, lift 12.2)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC18 > -1.148188
## PC18 <= -0.3695138
## PC94 > 0.5865027
## -> class 0\|1 [0.959]
##
## Rule 19/27: (102.6/3.3, lift 12.2)
## PC5 <= 2.528035
## PC15 <= -0.1967635
## PC18 > 1.10851
## PC21 <= 0.4994113
## PC30 > -0.3216769
## PC61 > -0.735541
## PC80 <= 1.100149
## PC90 <= 1.212133
## -> class 0\|1 [0.959]
##
## Rule 19/28: (47.6/1.2, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC15 > -0.1967635
## PC18 > -0.3695138
## PC19 <= -0.02621727
## PC21 <= 0.4994113
## PC25 > -0.1166561
## PC25 <= 0.6836072
## PC55 <= -0.2019645
## PC61 <= 0.163196
## PC79 <= 0.7522961
## PC90 <= 1.212133
## -> class 0\|1 [0.956]
##
## Rule 19/29: (18.9, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC15 > 0.9727972
## PC25 <= 0.6836072
## PC46 <= -0.1705369
## PC61 <= 0.163196
## PC97 > 0.2976566
## -> class 0\|1 [0.952]
##
## Rule 19/30: (20.9/0.1, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.437115
## PC13 <= 6.92457
## PC15 > -0.1967635
## PC18 > -0.3695138
## PC25 <= 0.6836072
## PC79 <= 0.7522961
## PC81 > 0.9154884
## -> class 0\|1 [0.951]
##
## Rule 19/31: (63.7/2.3, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.437115
## PC5 <= 2.528035
## PC18 > 1.10851
## PC34 > -2.092957
## PC43 <= 1.764309
## PC46 > -0.1705369
## PC61 <= 0.163196
## PC63 > -0.3155797
## PC79 <= 0.7522961
## PC90 <= 0.0656462
## PC97 > 0.2976566
## -> class 0\|1 [0.950]
##
## Rule 19/32: (60/2.4, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC15 > -0.1967635
## PC18 > -0.3695138
## PC34 > -2.092957
## PC52 <= -2.370584
## PC80 <= 1.100149
## -> class 0\|1 [0.945]
##
## Rule 19/33: (289.3/16, lift 12.0)
## PC4 <= -8.007588
## PC7 <= -0.1168257
## PC18 > 1.10851
## PC38 > -1.003829
## PC43 <= 1.764309
## PC47 <= 0.8266706
## PC80 <= 1.100149
## PC97 > -0.5762595
## -> class 0\|1 [0.942]
##
## Rule 19/34: (15.3, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC18 > -0.3695138
## PC43 <= 1.764309
## PC61 > 0.1513763
## PC61 <= 0.163196
## -> class 0\|1 [0.942]
##
## Rule 19/35: (50.3/2.5, lift 11.9)
## PC8 > -0.1069657
## PC13 > 6.92457
## PC31 <= 0.1783828
## PC37 > -0.2538081
## PC42 <= 0.09107997
## PC60 > 0.5621427
## -> class 0\|1 [0.933]
##
## Rule 19/36: (110.4/7.6, lift 11.8)
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC18 > 1.10851
## PC21 <= 0.4994113
## PC80 <= 1.100149
## PC90 > 1.212133
## -> class 0\|1 [0.924]
##
## Rule 19/37: (10.6, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC18 > -0.3695138
## PC19 > -0.2428127
## PC61 <= 0.163196
## PC68 <= -0.48606
## PC79 <= 0.7522961
## PC96 <= -0.1322042
## -> class 0\|1 [0.920]
##
## Rule 19/38: (11.5/0.6, lift 11.3)
## PC2 > 3.073464
## PC3 > -1.953879
## PC3 <= 1.640775
## PC8 <= 0.1115942
## PC18 > -1.148188
## PC18 <= -0.3695138
## PC32 > 0.03384475
## -> class 0\|1 [0.885]
##
## Rule 19/39: (34.4/3.3, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.007588
## PC13 <= 6.92457
## PC15 > -0.1967635
## PC19 <= -0.2428127
## PC61 <= 0.163196
## PC79 <= 0.7522961
## PC81 <= 0.9154884
## PC97 <= 0.2976566
## -> class 0\|1 [0.882]
##
## Rule 19/40: (106.5/15.7, lift 10.8)
## PC3 <= 1.640775
## PC4 > -8.007588
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC18 > 1.10851
## PC25 > 0.6836072
## PC34 > -2.092957
## PC43 <= 1.764309
## -> class 0\|1 [0.846]
##
## Rule 19/41: (23.9/3.4, lift 10.6)
## PC8 > -0.07420595
## PC13 <= 6.92457
## PC15 > -0.1967635
## PC18 > 1.10851
## PC21 <= 0.4994113
## PC25 > -0.1166561
## PC34 <= -1.406481
## PC43 <= 1.764309
## PC79 <= 0.7522961
## -> class 0\|1 [0.831]
##
## Rule 19/42: (3.6, lift 10.5)
## PC13 > 6.92457
## PC80 > 2.795585
## -> class 0\|1 [0.820]
##
## Rule 19/43: (70.1/12.3, lift 10.4)
## PC5 <= 2.528035
## PC13 <= 6.92457
## PC18 > 1.10851
## PC21 <= 0.4994113
## PC34 <= -2.092957
## -> class 0\|1 [0.816]
##
## Rule 19/44: (4.6/0.6, lift 9.6)
## PC10 <= -5.034541
## PC11 <= -0.007933413
## PC18 <= -0.3695138
## -> class 0\|1 [0.753]
##
## Rule 19/45: (3.8/0.5, lift 9.5)
## PC29 <= -7.177152
## PC43 > -1.939943
## PC73 > 2.287993
## -> class 0\|1 [0.743]
##
## Rule 19/46: (54.3/15, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC43 <= -1.939943
## PC68 > -0.03808718
## -> class 0\|1 [0.715]
##
## Rule 19/47: (56.3, lift 9.8)
## PC4 > 9.330827
## PC18 <= -1.148188
## PC78 <= 2.983765
## -> class 0\|2 [0.983]
##
## Rule 19/48: (29.9, lift 9.7)
## PC10 <= -4.748759
## PC18 <= -0.3695138
## PC20 <= -3.808707
## PC74 <= 4.941581
## -> class 0\|2 [0.969]
##
## Rule 19/49: (20.5/0.9, lift 9.1)
## PC2 > 2.5099
## PC5 <= 2.528035
## PC12 <= 0.09670471
## PC18 > 1.10851
## PC21 > 0.4994113
## -> class 0\|2 [0.914]
##
## Rule 19/50: (5.5, lift 8.7)
## PC2 > 2.5099
## PC14 <= -0.6394113
## PC20 > -3.808707
## PC39 > 5.480531
## -> class 0\|2 [0.867]
##
## Rule 19/51: (123.8/46.5, lift 6.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC43 > 1.764309
## -> class 0\|2 [0.622]
##
## Rule 19/52: (7759.6/5762.1, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.257]
##
## Rule 19/53: (124.8, lift 10.8)
## PC2 > 2.5099
## PC3 > -4.872941
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC10 > -5.034541
## PC18 <= -1.148188
## PC27 > -5.077139
## PC52 > -1.935255
## PC68 <= -0.5039592
## PC90 > -0.5411536
## PC96 > -0.7079461
## -> class 0\|3 [0.992]
##
## Rule 19/54: (125.7, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.383095
## PC10 > -5.034541
## PC13 <= 4.742931
## PC16 <= 0.3895364
## PC18 <= -1.148188
## PC32 > -1.429979
## PC37 > -0.8264961
## PC42 <= 1.330149
## PC46 > -1.243928
## PC77 <= 0.1301048
## PC89 > 0.0205617
## PC90 > -1.008024
## -> class 0\|3 [0.992]
##
## Rule 19/55: (143.7/0.4, lift 10.8)
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC10 > -5.034541
## PC14 <= -0.6394113
## PC18 <= -1.148188
## PC20 > -3.808707
## PC39 <= 5.480531
## PC43 > -1.939943
## PC74 <= 4.941581
## -> class 0\|3 [0.990]
##
## Rule 19/56: (98.5, lift 10.8)
## PC4 > -8.261679
## PC5 <= 2.383095
## PC6 > -0.8755581
## PC10 > -5.034541
## PC18 <= -1.148188
## PC32 <= 2.27024
## PC78 <= 2.983765
## PC93 > 0.9769168
## PC97 > -0.5179265
## -> class 0\|3 [0.990]
##
## Rule 19/57: (81.1, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.383095
## PC10 > -5.034541
## PC18 <= -1.148188
## PC52 > -1.935255
## PC77 <= 0.1301048
## PC90 > -1.008024
## PC94 <= -0.5719701
## PC97 > -0.5179265
## -> class 0\|3 [0.988]
##
## Rule 19/58: (79, lift 10.8)
## PC3 > -4.872941
## PC4 > -8.261679
## PC5 <= 2.383095
## PC6 > -0.8755581
## PC10 > -5.034541
## PC18 <= -1.148188
## PC28 > -1.436036
## PC32 <= 2.27024
## PC42 <= -0.9596388
## PC57 <= 1.570043
## PC60 > -0.7789218
## PC63 <= 1.031669
## PC94 > -0.5719701
## -> class 0\|3 [0.987]
##
## Rule 19/59: (70.3/0.1, lift 10.7)
## PC4 > -8.261679
## PC4 <= 9.330827
## PC5 > -0.9959361
## PC6 > -0.8755581
## PC14 > -0.6394113
## PC18 <= -1.148188
## PC32 <= 2.27024
## PC37 > -0.8264961
## PC43 > -1.939943
## PC46 > -1.243928
## PC54 > -1.409464
## PC59 > 1.036148
## PC60 > -0.7789218
## PC68 > -0.5039592
## PC90 > -1.008024
## -> class 0\|3 [0.984]
##
## Rule 19/60: (61.6, lift 10.7)
## PC2 > 2.5099
## PC5 <= 2.383095
## PC6 > -0.8755581
## PC10 > -5.034541
## PC18 <= -0.3695138
## PC42 > 1.330149
## PC90 > -1.008024
## PC97 > -0.5179265
## PC99 > -0.5909389
## -> class 0\|3 [0.984]
##
## Rule 19/61: (59.1, lift 10.7)
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC27 > -5.077139
## PC32 <= 2.27024
## PC38 > -0.42844
## PC43 > -1.939943
## PC60 > -0.7789218
## PC81 <= -1.852001
## PC90 > -1.008024
## -> class 0\|3 [0.983]
##
## Rule 19/62: (53, lift 10.7)
## PC6 > -0.8755581
## PC18 <= -1.148188
## PC32 <= 2.27024
## PC51 > 0.5818322
## PC63 <= 1.031669
## PC89 > 0.0205617
## PC99 > -0.5909389
## -> class 0\|3 [0.982]
##
## Rule 19/63: (75.7/0.5, lift 10.7)
## PC4 > -8.261679
## PC5 <= 2.383095
## PC6 > -0.8755581
## PC18 <= -1.148188
## PC32 > -1.429979
## PC40 <= 1.348223
## PC52 > -1.935255
## PC54 > -1.409464
## PC57 <= 1.570043
## PC60 > -0.7789218
## PC66 <= -1.253721
## PC90 > -0.5411536
## PC97 > -0.5179265
## -> class 0\|3 [0.981]
##
## Rule 19/64: (73.9/0.8, lift 10.7)
## PC2 > 2.5099
## PC3 > -4.872941
## PC4 > -8.261679
## PC4 <= 9.330827
## PC5 <= 2.383095
## PC18 <= -1.148188
## PC52 <= -1.935255
## PC77 <= 0.1301048
## PC93 <= 0.9769168
## -> class 0\|3 [0.977]
##
## Rule 19/65: (95.9/1.3, lift 10.7)
## PC2 > 2.5099
## PC3 > -4.551761
## PC4 > -8.261679
## PC4 <= 9.330827
## PC14 > -0.6394113
## PC18 <= -1.148188
## PC37 > -0.8264961
## PC38 <= -0.42844
## PC51 > -1.025766
## PC77 <= 0.1301048
## PC90 > -1.008024
## PC97 > -0.5179265
## -> class 0\|3 [0.977]
##
## Rule 19/66: (41.6, lift 10.7)
## PC2 <= 2.885948
## PC3 <= 1.640775
## PC5 > -0.9959361
## PC6 > -0.8755581
## PC14 > -0.6394113
## PC16 > 0.3895364
## PC18 <= -0.3695138
## PC41 <= 0.2012752
## PC43 > -1.939943
## -> class 0\|3 [0.977]
##
## Rule 19/67: (80.3/1, lift 10.7)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC16 > -0.1674418
## PC18 <= -1.148188
## PC27 > -5.077139
## PC40 <= 1.348223
## PC50 <= -0.449197
## PC51 > -1.025766
## PC63 > -0.9932417
## PC77 <= 0.1301048
## -> class 0\|3 [0.976]
##
## Rule 19/68: (40, lift 10.7)
## PC2 > 2.5099
## PC3 <= -1.953879
## PC16 > 0.7207467
## PC18 > -1.148188
## PC18 <= -0.3695138
## PC27 <= 1.986311
## PC51 > 0.7906827
## -> class 0\|3 [0.976]
##
## Rule 19/69: (38.4, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 9.330827
## PC10 > -5.034541
## PC14 > -0.6394113
## PC18 <= -1.148188
## PC43 > 1.773609
## PC74 <= 4.941581
## -> class 0\|3 [0.975]
##
## Rule 19/70: (36.8, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC26 <= -2.09578
## PC43 > -1.939943
## -> class 0\|3 [0.974]
##
## Rule 19/71: (232.9/6.6, lift 10.6)
## PC4 <= 9.330827
## PC5 > -0.9959361
## PC10 > -4.748759
## PC16 <= 0.7768212
## PC18 <= -1.148188
## PC20 <= -3.808707
## PC78 <= 2.983765
## -> class 0\|3 [0.968]
##
## Rule 19/72: (249.5/8.4, lift 10.5)
## PC4 <= 9.330827
## PC10 > -5.034541
## PC13 > -1.377014
## PC16 > 0.3859748
## PC18 <= -1.148188
## PC28 > -1.436036
## PC32 > -1.429979
## PC32 <= 0.9723492
## PC37 > -0.8264961
## PC38 > -0.42844
## PC40 > -1.314259
## PC63 > -0.9932417
## PC71 > -0.7841926
## PC75 > -0.4337327
## PC88 > -0.4529832
## PC89 <= 0.0205617
## PC90 > -0.5411536
## PC97 > -0.5179265
## PC99 > -0.5909389
## -> class 0\|3 [0.963]
##
## Rule 19/73: (339/12.8, lift 10.5)
## PC4 <= 9.330827
## PC6 > -0.8755581
## PC7 > -0.5039223
## PC10 > -5.034541
## PC11 <= 0.3076571
## PC18 <= -1.148188
## PC27 > -5.077139
## PC32 > -1.429979
## PC60 > -0.3822189
## PC97 <= -0.5179265
## -> class 0\|3 [0.960]
##
## Rule 19/74: (178.4/6.3, lift 10.5)
## PC2 > 2.5099
## PC16 > -0.1674418
## PC18 <= -0.3695138
## PC21 > 0.1094856
## PC28 > -1.436036
## PC32 <= 0.9723492
## PC52 > -1.935255
## PC57 <= 1.570043
## PC63 > -0.9932417
## PC63 <= 1.031669
## PC77 <= 0.1301048
## PC90 > -0.5411536
## PC99 > -0.5909389
## -> class 0\|3 [0.960]
##
## Rule 19/75: (35.3/0.7, lift 10.4)
## PC18 > -0.3695138
## PC29 <= 5.080713
## PC36 > 3.90628
## -> class 0\|3 [0.953]
##
## Rule 19/76: (18.8, lift 10.4)
## PC13 > 6.92457
## PC36 > 1.476349
## PC43 <= 1.764309
## -> class 0\|3 [0.952]
##
## Rule 19/77: (88/3.8, lift 10.3)
## PC3 <= -1.953879
## PC18 <= -0.3695138
## PC20 <= -4.323125
## -> class 0\|3 [0.947]
##
## Rule 19/78: (23.7/0.5, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -0.8755581
## PC18 <= -0.3695138
## PC32 <= -1.429979
## PC91 <= -1.127419
## -> class 0\|3 [0.942]
##
## Rule 19/79: (36.9/2, lift 10.1)
## PC3 <= 1.640775
## PC18 <= -1.148188
## PC43 <= -1.939943
## PC68 <= -0.03808718
## -> class 0\|3 [0.923]
##
## Rule 19/80: (30/1.6, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.210525
## PC18 > -1.148188
## PC18 <= -0.3695138
## -> class 0\|3 [0.918]
##
## Rule 19/81: (145.4/12.6, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC36 <= 3.90628
## PC43 > 1.764309
## PC80 <= -0.002862248
## PC86 <= 4.013646
## -> class 0\|3 [0.908]
##
## Rule 19/82: (8.6, lift 9.9)
## PC2 > 2.5099
## PC3 <= -1.953879
## PC6 > -0.1252075
## PC8 <= 0.1115942
## PC15 > -1.210525
## PC18 <= -0.3695138
## -> class 0\|3 [0.906]
##
## Rule 19/83: (41/3.3, lift 9.8)
## PC8 <= 0.1115942
## PC18 > -1.148188
## PC18 <= -0.3695138
## PC27 > 1.986311
## -> class 0\|3 [0.900]
##
## Rule 19/84: (5.7, lift 9.5)
## PC18 > -1.148188
## PC18 <= -0.3695138
## PC28 > 3.778366
## -> class 0\|3 [0.869]
##
## Rule 19/85: (3.2, lift 8.8)
## PC2 > 2.5099
## PC21 <= -2.425072
## -> class 0\|3 [0.809]
##
## Rule 19/86: (31.6/7.6, lift 8.1)
## PC2 > 2.5099
## PC18 > -0.3695138
## PC86 > 4.013646
## -> class 0\|3 [0.743]
##
## Rule 19/87: (72.6/22.6, lift 7.5)
## PC13 > 6.92457
## PC43 <= 1.764309
## PC60 <= 0.5621427
## PC65 > -0.3572652
## -> class 0\|3 [0.683]
##
## Rule 19/88: (37.6/11.7, lift 7.4)
## PC10 <= -5.034541
## PC18 <= -1.148188
## PC45 > -0.1716907
## -> class 0\|3 [0.680]
##
## Rule 19/89: (90.2, lift 22.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC12 <= -0.07186928
## PC22 > 0.1252682
## PC33 > -0.5413352
## PC47 > -0.295758
## PC77 <= 0.7041603
## PC98 <= -0.2866747
## -> class 1\|0 [0.989]
##
## Rule 19/90: (59, lift 21.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC9 <= -0.8741135
## PC21 > -0.17899
## PC22 > 0.1252682
## PC47 > -0.295758
## PC77 <= 0.7041603
## PC86 <= 0.5722935
## -> class 1\|0 [0.983]
##
## Rule 19/91: (22.9, lift 21.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 <= -0.07186928
## PC16 <= 0.9959877
## PC46 <= 2.015844
## PC50 > -0.2178361
## PC86 <= 0.5722935
## PC93 > 0.68998
## -> class 1\|0 [0.960]
##
## Rule 19/92: (28.7/0.9, lift 20.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > 0.1688254
## PC9 > 0.3598154
## PC10 <= -0.3798193
## -> class 1\|0 [0.940]
##
## Rule 19/93: (15.5, lift 20.9)
## PC3 > 1.640775
## PC12 <= -0.07186928
## PC16 <= 0.9959877
## PC21 > -0.17899
## PC22 > 0.1252682
## PC46 <= 2.015844
## PC50 > -0.2178361
## PC86 <= 0.5722935
## PC91 <= -0.1548275
## -> class 1\|0 [0.938]
##
## Rule 19/94: (11.4, lift 20.6)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC10 <= -0.3798193
## PC26 > 0.71023
## -> class 1\|0 [0.925]
##
## Rule 19/95: (10.7, lift 20.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC5 > 6.42255
## PC12 <= -0.07186928
## PC21 > -0.17899
## PC85 > -0.1698294
## -> class 1\|0 [0.921]
##
## Rule 19/96: (13.2/0.3, lift 20.4)
## PC2 <= 2.5099
## PC3 > 0.253746
## PC4 > 0.9132453
## PC99 <= -0.322919
## -> class 1\|0 [0.918]
##
## Rule 19/97: (16.1/0.7, lift 20.2)
## PC1 > -0.430681
## PC16 <= -2.618455
## PC68 <= -1.841606
## -> class 1\|0 [0.907]
##
## Rule 19/98: (29.9/2.5, lift 19.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC12 <= -0.07186928
## PC21 > -0.17899
## PC70 > 1.356184
## PC86 <= 0.5722935
## -> class 1\|0 [0.890]
##
## Rule 19/99: (162.1/19.2, lift 19.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC12 <= -0.07186928
## PC22 > 0.1252682
## PC33 > -0.5413352
## PC43 > -0.8520934
## PC47 > -0.295758
## PC77 <= 0.7041603
## PC85 <= -0.1698294
## -> class 1\|0 [0.877]
##
## Rule 19/100: (5.9, lift 19.4)
## PC1 > -0.430681
## PC2 <= -2.747247
## PC9 > 0.3598154
## PC16 > 3.385889
## -> class 1\|0 [0.873]
##
## Rule 19/101: (5.4, lift 19.3)
## PC1 > 13.61654
## PC3 <= 0.253746
## PC50 > 0.5827398
## -> class 1\|0 [0.865]
##
## Rule 19/102: (52.3/7.6, lift 18.7)
## PC1 > -0.430681
## PC4 > -1.68035
## PC9 > 0.3598154
## PC10 > -0.3798193
## PC11 <= 1.243502
## PC16 <= 3.385889
## PC21 > -1.163207
## PC68 > -1.841606
## PC78 <= 0.5665084
## PC93 > 0.4460569
## -> class 1\|0 [0.842]
##
## Rule 19/103: (1103.7/545.6, lift 11.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC10 > -0.3798193
## PC16 <= 3.385889
## PC68 > -1.841606
## -> class 1\|0 [0.506]
##
## Rule 19/104: (199.3/0.6, lift 16.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC4 > -1.68035
## PC9 > 0.3598154
## PC10 > -0.3798193
## PC11 <= 1.243502
## PC15 > -3.589494
## PC18 <= 0.1633198
## PC19 <= 2.700375
## PC21 <= 0.5629612
## PC27 <= 0.3837088
## PC45 <= 0.417831
## PC49 > -0.7740967
## PC78 > -0.2361909
## PC78 <= 0.5665084
## PC90 > -0.1306018
## PC93 <= 0.4460569
## PC94 > -0.1939822
## PC95 > -0.6172966
## PC99 > -1.081156
## PC99 <= 1.56498
## -> class 1\|1 [0.992]
##
## Rule 19/105: (97.7, lift 16.7)
## PC2 <= 2.5099
## PC4 > 0.9132453
## PC9 <= 0.3598154
## PC99 > -0.322919
## -> class 1\|1 [0.990]
##
## Rule 19/106: (143.8/1.3, lift 16.6)
## PC2 > 2.5099
## PC8 <= -3.620445
## PC16 <= 0.9959877
## PC50 > -0.2178361
## -> class 1\|1 [0.984]
##
## Rule 19/107: (56.9, lift 16.6)
## PC1 > 13.61654
## PC3 <= 0.253746
## PC9 <= 0.3598154
## PC19 > -1.661511
## PC50 <= 0.5827398
## -> class 1\|1 [0.983]
##
## Rule 19/108: (26.4, lift 16.3)
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC16 <= 3.385889
## PC20 <= -0.8842227
## PC21 <= -0.755381
## -> class 1\|1 [0.965]
##
## Rule 19/109: (69.5/1.5, lift 16.2)
## PC2 <= 2.5099
## PC4 <= -1.68035
## PC9 > 0.3598154
## PC26 > -0.4998997
## PC46 > 0.09251482
## -> class 1\|1 [0.964]
##
## Rule 19/110: (50.6/1.3, lift 16.1)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC11 > 1.243502
## PC16 <= 3.385889
## PC47 <= 0.4322866
## PC78 <= 0.5665084
## -> class 1\|1 [0.955]
##
## Rule 19/111: (19.1, lift 16.0)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC11 <= 1.243502
## PC16 <= 3.385889
## PC21 <= -1.163207
## PC68 > -1.841606
## PC78 <= 0.5665084
## -> class 1\|1 [0.953]
##
## Rule 19/112: (8.6, lift 15.3)
## PC1 > -0.430681
## PC3 <= 0.253746
## PC9 <= 0.3598154
## PC11 <= 1.930692
## PC12 <= 0.7567332
## PC19 <= -1.661511
## -> class 1\|1 [0.906]
##
## Rule 19/113: (7, lift 15.0)
## PC1 <= -0.430681
## PC2 > -0.9597889
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.582128
## PC37 > 1.037153
## -> class 1\|1 [0.889]
##
## Rule 19/114: (83.3/9.1, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.253746
## PC18 > 0.2253995
## PC39 > 0.02195455
## -> class 1\|1 [0.882]
##
## Rule 19/115: (42.6/4.4, lift 14.8)
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC22 > 1.221652
## PC50 <= -0.2178361
## -> class 1\|1 [0.879]
##
## Rule 19/116: (24.2/3, lift 14.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.253746
## PC8 > -5.188481
## PC12 <= 0.7567332
## PC95 > 0.575142
## -> class 1\|1 [0.848]
##
## Rule 19/117: (35.3/13.2, lift 10.4)
## PC6 <= -3.131424
## PC12 <= 0.7567332
## PC19 <= -1.661511
## -> class 1\|1 [0.619]
##
## Rule 19/118: (106.8/50.1, lift 8.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC58 <= -0.9120947
## -> class 1\|1 [0.530]
##
## Rule 19/119: (1155.2/631.9, lift 7.6)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.453]
##
## Rule 19/120: (164.5, lift 16.4)
## PC2 <= 2.5099
## PC3 > 0.253746
## PC9 <= 0.3598154
## PC18 <= 0.2253995
## PC23 > -2.405399
## PC27 <= -0.3541035
## -> class 1\|2 [0.994]
##
## Rule 19/121: (160.2, lift 16.4)
## PC2 > 2.5099
## PC6 <= -3.673249
## PC15 > -1.599951
## PC16 > 0.9959877
## PC53 > -0.5816588
## PC58 > -0.9120947
## -> class 1\|2 [0.994]
##
## Rule 19/122: (93.8, lift 16.3)
## PC3 > 9.796835
## PC16 > 0.9959877
## -> class 1\|2 [0.990]
##
## Rule 19/123: (72.5, lift 16.2)
## PC2 <= 2.5099
## PC4 <= -1.68035
## PC10 > -0.3798193
## PC46 <= 0.09251482
## -> class 1\|2 [0.987]
##
## Rule 19/124: (71.4, lift 16.2)
## PC2 <= 2.5099
## PC3 > 0.253746
## PC4 > -1.636041
## PC4 <= 0.9132453
## PC9 <= 0.3598154
## PC18 <= 0.2253995
## PC46 > 0.4973331
## PC69 > -0.04126641
## PC83 > -0.7460348
## PC97 > -2.01934
## -> class 1\|2 [0.986]
##
## Rule 19/125: (61.7, lift 16.2)
## PC3 > 0.253746
## PC9 <= 0.3598154
## PC77 > 1.366593
## PC83 > -0.7460348
## -> class 1\|2 [0.984]
##
## Rule 19/126: (58.8, lift 16.2)
## PC1 > -0.430681
## PC10 > -0.3798193
## PC13 <= -0.1366728
## PC16 > -2.618455
## PC16 <= 3.385889
## PC68 <= -1.841606
## -> class 1\|2 [0.984]
##
## Rule 19/127: (55.3, lift 16.2)
## PC2 <= 2.5099
## PC3 > 5.136715
## PC9 > 0.3598154
## PC16 > 3.385889
## -> class 1\|2 [0.983]
##
## Rule 19/128: (143.4/1.8, lift 16.1)
## PC1 > -0.430681
## PC3 <= 0.253746
## PC6 > -3.131424
## PC8 > -5.188481
## PC11 > 1.930692
## PC12 <= 0.7567332
## PC19 <= -1.661511
## PC82 > -0.1582795
## PC95 <= 0.575142
## -> class 1\|2 [0.981]
##
## Rule 19/129: (66.2/0.3, lift 16.1)
## PC2 <= 2.5099
## PC3 > 0.253746
## PC18 <= 0.2253995
## PC19 <= 0.2261684
## PC23 <= 0.05283235
## PC47 > 0.4909431
## PC52 > 0.1326168
## -> class 1\|2 [0.981]
##
## Rule 19/130: (47.6, lift 16.1)
## PC2 <= 2.5099
## PC4 <= -1.68035
## PC10 > -0.3798193
## PC26 <= -0.4998997
## -> class 1\|2 [0.980]
##
## Rule 19/131: (46.6, lift 16.1)
## PC1 > -0.430681
## PC3 > 0.253746
## PC4 > -1.636041
## PC9 <= 0.3598154
## PC23 <= 0.05283235
## PC52 > 0.1326168
## PC100 > 0.8440356
## -> class 1\|2 [0.979]
##
## Rule 19/132: (41.6, lift 16.1)
## PC2 <= 2.5099
## PC4 <= -1.636041
## PC9 <= 0.3598154
## PC27 > -0.3541035
## PC83 > -0.7460348
## -> class 1\|2 [0.977]
##
## Rule 19/133: (41.7, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC22 <= -2.12056
## PC50 > -0.2178361
## -> class 1\|2 [0.977]
##
## Rule 19/134: (31.9, lift 16.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC4 > -1.68035
## PC9 > 0.3598154
## PC78 > 0.5665084
## -> class 1\|2 [0.971]
##
## Rule 19/135: (32.5, lift 16.0)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC16 > 3.385889
## PC65 <= 0.4921201
## PC69 <= -0.4801952
## PC100 > -0.009884551
## -> class 1\|2 [0.971]
##
## Rule 19/136: (32.9, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC24 > 0.4023193
## -> class 1\|2 [0.971]
##
## Rule 19/137: (146.1/4.1, lift 15.9)
## PC2 <= 2.5099
## PC3 > 0.253746
## PC7 > 1.538123
## PC9 <= 0.3598154
## PC18 <= 0.2253995
## PC19 <= 0.2261684
## PC52 > 0.1326168
## -> class 1\|2 [0.966]
##
## Rule 19/138: (64.7/1.3, lift 15.9)
## PC2 <= 2.5099
## PC3 > 0.253746
## PC9 <= 0.3598154
## PC18 <= 0.2253995
## PC19 <= 1.791807
## PC43 > 0.9098236
## PC83 > -0.7460348
## PC97 > -2.01934
## -> class 1\|2 [0.966]
##
## Rule 19/139: (27, lift 15.9)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC11 > 1.243502
## PC47 > 0.4322866
## -> class 1\|2 [0.965]
##
## Rule 19/140: (22.9, lift 15.8)
## PC1 > -0.430681
## PC3 > 0.253746
## PC4 <= 0.9132453
## PC7 <= 1.538123
## PC9 <= 0.3598154
## PC27 > -0.3541035
## PC52 > 0.1326168
## PC92 <= -0.2531535
## -> class 1\|2 [0.960]
##
## Rule 19/141: (21.4, lift 15.8)
## PC1 > -0.430681
## PC18 <= 0.2253995
## PC19 <= 0.2261684
## PC35 <= -1.322138
## -> class 1\|2 [0.957]
##
## Rule 19/142: (19.1, lift 15.7)
## PC1 > -0.430681
## PC2 > -2.747247
## PC9 > 0.3598154
## PC16 > 3.385889
## PC55 <= -0.210335
## PC65 <= 0.4921201
## PC100 > -0.009884551
## -> class 1\|2 [0.953]
##
## Rule 19/143: (72.7/2.6, lift 15.7)
## PC1 > -0.430681
## PC2 > -2.747247
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC16 > 3.385889
## PC45 > -0.1239707
## PC65 <= 0.4921201
## PC100 > -0.009884551
## -> class 1\|2 [0.951]
##
## Rule 19/144: (53.2/3.1, lift 15.2)
## PC3 > 0.253746
## PC4 <= 0.9132453
## PC9 <= 0.3598154
## PC19 <= 1.791807
## PC27 > -0.3541035
## PC83 > -0.7460348
## PC87 <= -0.6044032
## -> class 1\|2 [0.926]
##
## Rule 19/145: (56.9/3.5, lift 15.2)
## PC2 > -2.747247
## PC9 > 0.3598154
## PC16 > 3.385889
## PC61 > -0.5583106
## PC65 <= 0.4921201
## PC100 > -0.009884551
## -> class 1\|2 [0.924]
##
## Rule 19/146: (8.7, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC41 > 0.3344701
## -> class 1\|2 [0.907]
##
## Rule 19/147: (25.7/2, lift 14.7)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC10 > -0.3798193
## PC16 <= 3.385889
## PC45 > 0.417831
## PC68 > -1.841606
## -> class 1\|2 [0.892]
##
## Rule 19/148: (40.7/4.5, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC22 <= 0.1252682
## PC47 <= -0.1661515
## PC50 > -0.2178361
## -> class 1\|2 [0.872]
##
## Rule 19/149: (5.1, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC72 <= -1.26589
## -> class 1\|2 [0.858]
##
## Rule 19/150: (50.6/7.1, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC22 <= 1.221652
## PC50 <= -0.2178361
## PC82 <= 0.3334497
## -> class 1\|2 [0.845]
##
## Rule 19/151: (38.1/5.3, lift 13.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.253746
## PC4 <= 0.9132453
## PC9 <= 0.3598154
## PC18 <= 0.2253995
## PC19 > 0.2261684
## PC19 <= 1.791807
## -> class 1\|2 [0.842]
##
## Rule 19/152: (54.1/13.8, lift 12.1)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC10 > -0.3798193
## PC16 <= 3.385889
## PC20 <= -0.8842227
## PC21 > -0.755381
## PC68 > -1.841606
## -> class 1\|2 [0.736]
##
## Rule 19/153: (89.5, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.796835
## PC6 > -3.673249
## PC16 > 0.9959877
## PC24 <= 0.4023193
## PC41 <= 0.3344701
## -> class 1\|3 [0.989]
##
## Rule 19/154: (13.9/1.6, lift 12.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC53 <= -0.5816588
## -> class 1\|3 [0.837]
##
## Rule 19/155: (12.5/1.5, lift 12.0)
## PC2 > 2.5099
## PC6 <= -3.673249
## PC15 <= -1.599951
## -> class 1\|3 [0.830]
##
## Rule 19/156: (11.9/3.7, lift 9.7)
## PC1 > -0.430681
## PC3 <= 0.253746
## PC11 > 1.930692
## PC19 <= -1.661511
## PC82 <= -0.1582795
## -> class 1\|3 [0.666]
##
## Rule 19/157: (4642.9/3371.6, lift 4.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.274]
##
## Rule 19/158: (219.4/0.4, lift 16.3)
## PC2 <= 2.5099
## PC8 > 1.582128
## PC11 > -0.9337804
## PC18 > -0.3272929
## PC21 > -0.2469342
## PC32 > -1.673557
## PC46 <= 1.613171
## PC56 <= 0.09856724
## PC70 <= -0.04090679
## PC71 <= 0.9115143
## -> class 2\|0 [0.993]
##
## Rule 19/159: (333.9/4.2, lift 16.2)
## PC2 <= 2.5099
## PC8 > 1.582128
## PC11 > -0.3128934
## PC11 <= 1.913202
## PC15 <= 1.743979
## PC19 <= -0.1227027
## PC21 > -0.2469342
## PC32 > -1.673557
## PC40 > -0.6629824
## PC56 <= 0.09856724
## PC59 <= 0.191417
## PC71 <= 0.9115143
## PC100 > -0.6369766
## -> class 2\|0 [0.985]
##
## Rule 19/160: (106.6/0.9, lift 16.1)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC11 > -0.9337804
## PC15 <= 2.648841
## PC21 > -0.2469342
## PC30 <= -0.3350084
## PC96 > -0.3245842
## -> class 2\|0 [0.982]
##
## Rule 19/161: (27.3, lift 15.8)
## PC1 > -0.430681
## PC3 <= 0.253746
## PC9 <= 0.3598154
## PC12 > 0.7567332
## PC19 <= -1.661511
## -> class 2\|0 [0.966]
##
## Rule 19/162: (203/6.2, lift 15.8)
## PC8 > 1.582128
## PC11 > -0.3128934
## PC15 <= 1.743979
## PC18 > -0.3272929
## PC19 <= -0.1227027
## PC21 > -0.2469342
## PC26 > 0.9555482
## PC32 > -1.673557
## PC40 > -0.6629824
## PC56 <= 0.09856724
## PC59 <= 0.191417
## PC71 <= 0.9115143
## -> class 2\|0 [0.965]
##
## Rule 19/163: (107.1/3.2, lift 15.8)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC11 > -0.9337804
## PC15 <= 2.648841
## PC21 > -0.2469342
## PC32 > 1.688222
## -> class 2\|0 [0.961]
##
## Rule 19/164: (18.9, lift 15.6)
## PC1 <= -0.430681
## PC8 > 0.5326868
## PC8 <= 1.582128
## PC19 <= -1.125657
## PC28 <= 0.102115
## PC44 > 0.4826126
## PC64 > -2.056049
## -> class 2\|0 [0.949]
##
## Rule 19/165: (26.1/0.7, lift 15.4)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC11 > -0.9337804
## PC19 > -0.1227027
## PC21 > -0.2469342
## PC32 > -1.673557
## PC56 <= 0.09856724
## PC63 <= -0.1190668
## PC96 > -0.3245842
## -> class 2\|0 [0.940]
##
## Rule 19/166: (116.1/6.8, lift 15.3)
## PC8 > 5.892745
## PC21 > -0.2469342
## -> class 2\|0 [0.934]
##
## Rule 19/167: (88.4/5.5, lift 15.2)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC11 > -0.3128934
## PC16 <= -0.3180229
## PC18 > -0.3272929
## PC19 <= -0.1227027
## PC21 > -0.2469342
## PC56 <= 0.09856724
## -> class 2\|0 [0.928]
##
## Rule 19/168: (176.1/20, lift 14.5)
## PC8 > 5.013248
## PC21 > -0.2469342
## PC56 <= 0.09856724
## PC71 <= 0.9115143
## -> class 2\|0 [0.882]
##
## Rule 19/169: (15.7/1.2, lift 14.4)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC11 > -0.9337804
## PC15 <= 2.648841
## PC17 <= -0.6086264
## PC56 > 0.09856724
## PC87 > -1.271213
## PC96 > -0.3245842
## -> class 2\|0 [0.875]
##
## Rule 19/170: (5.5, lift 14.2)
## PC2 <= 2.5099
## PC8 > 1.582128
## PC11 > -0.9337804
## PC21 > -0.2469342
## PC38 <= -1.151721
## PC87 > -1.271213
## -> class 2\|0 [0.866]
##
## Rule 19/171: (3.9, lift 13.6)
## PC8 > 1.582128
## PC10 <= -0.2755761
## PC21 <= -0.2469342
## -> class 2\|0 [0.830]
##
## Rule 19/172: (19.6/3, lift 13.4)
## PC8 > 1.582128
## PC56 > 0.09856724
## PC87 <= -1.271213
## PC96 > -0.3245842
## -> class 2\|0 [0.815]
##
## Rule 19/173: (64.1/11.7, lift 13.3)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC11 > -0.9337804
## PC15 <= 2.648841
## PC21 > -0.2469342
## PC62 <= -1.350312
## PC96 > -0.3245842
## -> class 2\|0 [0.809]
##
## Rule 19/174: (41.5/7.3, lift 13.3)
## PC1 > -0.430681
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC3 <= 0.253746
## PC8 > -1.015311
## PC10 <= -0.4924853
## PC20 <= 0.2690985
## -> class 2\|0 [0.808]
##
## Rule 19/175: (138.5/51.4, lift 10.3)
## PC1 <= -0.430681
## PC2 > -0.9597889
## PC2 <= 2.5099
## PC8 > -0.6680527
## -> class 2\|0 [0.627]
##
## Rule 19/176: (111.2, lift 9.7)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC11 <= -0.9337804
## PC15 <= 2.648841
## PC21 > -0.2469342
## PC96 > -0.3245842
## -> class 2\|1 [0.991]
##
## Rule 19/177: (85, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -2.033334
## PC8 > -0.6680527
## PC8 <= 1.582128
## PC28 > 0.0190911
## PC53 <= -1.276883
## -> class 2\|1 [0.989]
##
## Rule 19/178: (74.3/0.2, lift 9.6)
## PC1 <= -0.430681
## PC2 <= -0.9597889
## PC8 > 0.795783
## PC8 <= 1.582128
## PC36 > -0.2706665
## PC44 <= 0.4826126
## PC61 <= 0.4047924
## PC100 > 0.08077057
## -> class 2\|1 [0.984]
##
## Rule 19/179: (56.5, lift 9.6)
## PC3 > -2.033334
## PC8 > 1.582128
## PC11 > -0.9337804
## PC30 > -0.3350084
## PC46 > 1.613171
## PC96 > -0.3245842
## -> class 2\|1 [0.983]
##
## Rule 19/180: (53.5, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC30 > 0.4316063
## PC36 > -0.2706665
## PC44 <= 0.4826126
## PC56 > -0.3209011
## PC70 > -0.9037994
## -> class 2\|1 [0.982]
##
## Rule 19/181: (69.7/0.4, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC8 <= 5.013248
## PC19 > -0.1227027
## PC21 > -0.2469342
## PC30 > -0.3350084
## PC56 <= 0.09856724
## PC63 > -0.1190668
## -> class 2\|1 [0.981]
##
## Rule 19/182: (66.5/0.5, lift 9.5)
## PC2 <= 2.5099
## PC8 > 1.582128
## PC11 > -0.3128934
## PC16 > -0.3180229
## PC19 <= -0.1227027
## PC56 <= 0.09856724
## PC59 > 0.191417
## PC70 > -0.04090679
## -> class 2\|1 [0.978]
##
## Rule 19/183: (44.4, lift 9.5)
## PC2 <= -9.459423
## -> class 2\|1 [0.978]
##
## Rule 19/184: (39.4, lift 9.5)
## PC1 > -0.430681
## PC1 <= 13.61654
## PC3 <= 0.253746
## PC8 > 0.5831117
## PC9 <= 0.3598154
## PC10 > -0.4924853
## PC19 > -1.661511
## PC58 > -0.02896178
## -> class 2\|1 [0.976]
##
## Rule 19/185: (87.8/1.5, lift 9.5)
## PC2 > -2.059743
## PC2 <= -0.9597889
## PC5 > -0.5805749
## PC8 > -0.1907165
## PC8 <= 1.582128
## PC24 > -0.6773098
## PC56 > -0.3209011
## -> class 2\|1 [0.973]
##
## Rule 19/186: (28.7, lift 9.4)
## PC2 <= -2.059743
## PC5 > -0.5805749
## PC8 > -0.1907165
## PC8 <= 1.582128
## PC22 > -0.8996302
## PC25 <= -0.06361661
## PC44 <= 0.4826126
## PC76 > -0.1766787
## -> class 2\|1 [0.967]
##
## Rule 19/187: (48.7/0.8, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC30 > 0.2543901
## PC44 <= 0.4826126
## PC50 <= -0.4466594
## PC56 <= -0.3209011
## PC60 <= 1.606557
## -> class 2\|1 [0.964]
##
## Rule 19/188: (23.1, lift 9.4)
## PC1 > -0.430681
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC3 <= 0.253746
## PC8 > -1.015311
## PC9 <= 0.3598154
## PC19 > -1.661511
## PC33 > 0.356077
## -> class 2\|1 [0.960]
##
## Rule 19/189: (31.9/0.4, lift 9.3)
## PC2 <= -0.9597889
## PC8 > -0.6680527
## PC8 <= 0.795783
## PC36 > -0.2706665
## PC44 <= 0.4826126
## PC53 > -1.276883
## PC56 > -0.3209011
## PC95 <= -0.482088
## -> class 2\|1 [0.958]
##
## Rule 19/190: (48.6/1.3, lift 9.3)
## PC1 <= -0.430681
## PC2 <= -0.9597889
## PC8 > -0.6680527
## PC8 <= 1.582128
## PC24 <= -0.6773098
## -> class 2\|1 [0.955]
##
## Rule 19/191: (17.9, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC34 > 1.066212
## PC47 <= -0.779565
## -> class 2\|1 [0.950]
##
## Rule 19/192: (35.9/1, lift 9.2)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC18 <= -0.3272929
## PC21 > -0.2469342
## -> class 2\|1 [0.948]
##
## Rule 19/193: (68.9/3.4, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC44 <= 0.4826126
## PC70 <= -0.9037994
## -> class 2\|1 [0.938]
##
## Rule 19/194: (18.1/0.4, lift 9.1)
## PC1 <= -0.430681
## PC2 <= -0.9597889
## PC8 > -0.6680527
## PC8 <= 1.582128
## PC36 > -0.2706665
## PC43 > 0.4280665
## PC44 <= 0.4826126
## PC56 > -0.3209011
## PC76 > -0.1766787
## -> class 2\|1 [0.932]
##
## Rule 19/195: (27.2/1.1, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC44 <= 0.4826126
## PC70 > -0.9037994
## PC71 > 2.155598
## -> class 2\|1 [0.928]
##
## Rule 19/196: (11.4, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.795783
## PC28 <= -0.1244157
## PC36 > -0.2706665
## PC44 <= 0.4826126
## PC76 > -0.1766787
## -> class 2\|1 [0.925]
##
## Rule 19/197: (167.1/12.1, lift 9.0)
## PC2 <= -0.9597889
## PC3 > -2.033334
## PC8 > 0.795783
## PC8 <= 1.582128
## PC12 > -2.207784
## PC19 <= 3.262528
## PC20 <= 0.40384
## PC36 > -0.2706665
## PC40 > -1.153287
## PC44 <= 0.4826126
## PC54 > -1.248252
## PC61 <= 0.4047924
## PC76 > -0.4370073
## -> class 2\|1 [0.922]
##
## Rule 19/198: (12.5/0.3, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 > -0.5805749
## PC8 > -0.1907165
## PC8 <= 1.582128
## PC36 > -0.2706665
## PC36 <= -0.2449299
## PC53 > -1.276883
## PC76 > -0.1766787
## -> class 2\|1 [0.909]
##
## Rule 19/199: (58.1/4.9, lift 8.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC28 <= -0.2665321
## -> class 2\|1 [0.902]
##
## Rule 19/200: (33.7/3, lift 8.6)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC26 <= 0.9555482
## PC32 > -1.673557
## PC70 > -0.04090679
## PC100 <= -0.6369766
## -> class 2\|1 [0.887]
##
## Rule 19/201: (51.6/6.1, lift 8.5)
## PC2 <= 2.5099
## PC8 > -2.855389
## PC13 <= -1.125711
## -> class 2\|1 [0.868]
##
## Rule 19/202: (19.6/2, lift 8.4)
## PC3 > 0.253746
## PC9 <= 0.3598154
## PC18 <= 0.2253995
## PC19 > 1.791807
## -> class 2\|1 [0.863]
##
## Rule 19/203: (16.6/1.6, lift 8.4)
## PC1 <= -0.430681
## PC8 > -0.1907165
## PC8 <= 0.795783
## PC19 <= -0.9157072
## PC36 > -0.2706665
## PC44 <= 0.4826126
## PC56 > -0.3209011
## PC76 > -0.1766787
## PC95 > -0.482088
## -> class 2\|1 [0.858]
##
## Rule 19/204: (29.3/4.2, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC43 <= 0.4280665
## PC44 > 0.3966551
## PC44 <= 0.4826126
## PC76 > -0.1766787
## -> class 2\|1 [0.835]
##
## Rule 19/205: (77.9/12.5, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 > -0.5805749
## PC8 > -0.1907165
## PC8 <= 0.795783
## PC22 > -0.8996302
## PC24 > -0.6773098
## PC44 <= 0.4826126
## PC56 > -0.3209011
## PC76 > -0.1766787
## PC95 <= 0.007030359
## -> class 2\|1 [0.831]
##
## Rule 19/206: (25.6/9.2, lift 6.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.253746
## PC7 > 1.089236
## PC18 > 0.2253995
## PC39 <= 0.02195455
## -> class 2\|1 [0.631]
##
## Rule 19/207: (3645.3/1835.2, lift 4.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## -> class 2\|1 [0.497]
##
## Rule 19/208: (209.3/0.7, lift 10.9)
## PC2 <= 2.5099
## PC4 > -0.2825551
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC14 > -2.039542
## PC19 > -3.140827
## PC32 <= 1.576572
## PC57 <= -0.07739355
## PC68 <= -0.2056389
## -> class 2\|2 [0.992]
##
## Rule 19/209: (93.1, lift 10.8)
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC19 > 3.164775
## PC57 <= 0.204849
## PC76 <= 0.3064057
## -> class 2\|2 [0.989]
##
## Rule 19/210: (150.1/0.9, lift 10.8)
## PC2 <= 2.5099
## PC4 > -0.2825551
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC13 > -1.125711
## PC19 > -3.140827
## PC32 <= 1.576572
## PC44 <= -0.9405506
## PC47 > -0.779565
## PC57 <= -0.07739355
## PC76 <= 0.5956997
## -> class 2\|2 [0.988]
##
## Rule 19/211: (49.8, lift 10.7)
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC35 <= -3.866878
## PC47 > -0.779565
## PC57 > -0.07739355
## -> class 2\|2 [0.981]
##
## Rule 19/212: (59.3/0.2, lift 10.7)
## PC1 <= -0.430681
## PC4 > -0.2825551
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC13 > -1.125711
## PC35 <= 0.05940232
## PC47 > -0.779565
## PC57 <= -0.07739355
## PC68 > -0.2056389
## PC76 <= 0.5956997
## -> class 2\|2 [0.981]
##
## Rule 19/213: (45.3, lift 10.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.253746
## PC8 > -1.015311
## PC8 <= 0.5831117
## PC9 <= 0.3598154
## PC10 > -0.4924853
## PC19 > -1.661511
## PC33 <= 0.356077
## PC35 > -0.3434471
## PC58 > -0.02896178
## PC83 <= 0.05326109
## -> class 2\|2 [0.979]
##
## Rule 19/214: (98.8/1.2, lift 10.7)
## PC1 <= -0.430681
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC19 > 0.3480635
## PC28 > -0.2665321
## PC57 <= 0.204849
## PC63 > 0.1992546
## PC79 > -0.1937253
## -> class 2\|2 [0.978]
##
## Rule 19/215: (43.5/0.2, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC25 > 0.4620356
## -> class 2\|2 [0.973]
##
## Rule 19/216: (28, lift 10.6)
## PC2 <= 2.5099
## PC8 > -2.855389
## PC40 > -0.1894008
## PC57 <= 0.204849
## PC62 > 1.952414
## PC76 <= 0.3064057
## PC79 > -0.1937253
## -> class 2\|2 [0.966]
##
## Rule 19/217: (25.6, lift 10.6)
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC50 <= -1.863218
## -> class 2\|2 [0.964]
##
## Rule 19/218: (25.3, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC47 <= -0.779565
## PC96 > 0.6815612
## -> class 2\|2 [0.963]
##
## Rule 19/219: (23.9, lift 10.5)
## PC1 <= -0.430681
## PC4 <= -0.2394597
## PC8 > -2.855389
## PC19 > 0.3480635
## PC28 > -0.2665321
## PC32 <= 1.576572
## PC35 > -3.866878
## PC40 > -0.1894008
## PC50 > -1.863218
## PC57 > -0.07739355
## PC57 <= 0.204849
## -> class 2\|2 [0.961]
##
## Rule 19/220: (21, lift 10.5)
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.5326868
## PC28 <= 0.102115
## PC48 > 1.774053
## PC80 <= 1.42198
## -> class 2\|2 [0.957]
##
## Rule 19/221: (52.8/1.8, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC27 <= -0.7959244
## -> class 2\|2 [0.948]
##
## Rule 19/222: (17, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.152501
## PC8 <= -0.6680527
## PC15 <= -0.9144083
## PC19 > -3.140827
## PC40 <= -0.1894008
## PC76 <= 0.3064057
## -> class 2\|2 [0.947]
##
## Rule 19/223: (21.1/0.4, lift 10.3)
## PC1 <= -0.430681
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC13 > -1.125711
## PC19 > 0.3480635
## PC32 <= 1.576572
## PC57 > -0.07739355
## PC57 <= 0.204849
## PC79 <= -0.1937253
## -> class 2\|2 [0.937]
##
## Rule 19/224: (52.9/3.1, lift 10.1)
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC32 <= 1.576572
## PC35 > -3.866878
## PC47 > -0.779565
## PC90 > 0.9551005
## -> class 2\|2 [0.926]
##
## Rule 19/225: (273.2/19.9, lift 10.1)
## PC2 <= 2.5099
## PC5 > -0.983691
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC9 > -3.225187
## PC13 > -1.125711
## PC15 > -0.9144083
## PC18 > -0.2464977
## PC33 <= 0.8527513
## PC40 <= -0.1894008
## PC45 <= 0.3507638
## PC47 > -0.779565
## PC74 > -2.11627
## PC76 <= 0.3064057
## -> class 2\|2 [0.924]
##
## Rule 19/226: (10.6/0.3, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC19 > -3.140827
## PC23 > 1.891712
## PC40 > -0.1894008
## PC57 > -0.07739355
## -> class 2\|2 [0.893]
##
## Rule 19/227: (7.2, lift 9.8)
## PC1 <= -0.430681
## PC7 <= 0.1417766
## PC8 > 1.582128
## -> class 2\|2 [0.892]
##
## Rule 19/228: (93.9/11.4, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC40 > -0.1894008
## PC47 > -0.779565
## PC76 <= 0.3064057
## PC88 > 0.4256945
## -> class 2\|2 [0.870]
##
## Rule 19/229: (67/8.3, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC9 > -1.389948
## PC46 > 0.4344433
## PC60 <= -0.5467761
## PC68 > -2.771681
## -> class 2\|2 [0.866]
##
## Rule 19/230: (48.6/6.4, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -2.033334
## PC8 > -0.6680527
## PC8 <= 0.5326868
## PC28 <= 0.102115
## PC44 > 0.4826126
## PC58 > -0.107588
## PC80 <= 1.42198
## -> class 2\|2 [0.853]
##
## Rule 19/231: (7.4/0.6, lift 9.1)
## PC1 <= -0.430681
## PC4 <= -0.3636443
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC47 > -0.779565
## PC57 > 0.204849
## -> class 2\|2 [0.833]
##
## Rule 19/232: (22.1/3.1, lift 9.1)
## PC8 <= -0.6680527
## PC68 > -2.771681
## PC74 > -0.8009616
## PC75 > -0.005844843
## PC95 > 1.93328
## -> class 2\|2 [0.829]
##
## Rule 19/233: (19.5/2.7, lift 9.1)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC18 > -0.008497396
## PC21 <= -0.2469342
## -> class 2\|2 [0.828]
##
## Rule 19/234: (11.3/1.3, lift 9.1)
## PC1 <= -0.430681
## PC2 > -0.9597889
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.1680859
## -> class 2\|2 [0.827]
##
## Rule 19/235: (29/5, lift 8.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC43 <= -1.327557
## PC47 > -0.779565
## PC57 > -0.07739355
## PC76 > 0.3064057
## -> class 2\|2 [0.808]
##
## Rule 19/236: (11.7/2.3, lift 8.3)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC15 > 2.648841
## PC21 > -0.2469342
## PC96 > -0.3245842
## -> class 2\|2 [0.758]
##
## Rule 19/237: (24.1/5.6, lift 8.2)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC21 <= -0.2469342
## PC40 <= -1.495116
## -> class 2\|2 [0.748]
##
## Rule 19/238: (39.7/10.4, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.855389
## PC19 > -2.273685
## PC38 > 0.1761402
## PC68 > -2.771681
## PC74 > -0.8009616
## PC75 > -0.005844843
## -> class 2\|2 [0.727]
##
## Rule 19/239: (39.4/11.2, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC19 > -3.140827
## PC28 > -0.2665321
## PC32 > 1.576572
## PC37 <= 1.251445
## PC47 > -0.779565
## -> class 2\|2 [0.704]
##
## Rule 19/240: (23.4/8, lift 7.1)
## PC1 > -0.430681
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC3 <= 0.253746
## PC19 > -1.661511
## PC20 <= 0.2690985
## PC48 <= -0.2565972
## -> class 2\|2 [0.646]
##
## Rule 19/241: (1358.9/616, lift 6.0)
## PC1 <= -0.430681
## PC2 <= -0.9597889
## PC3 > -2.033334
## PC8 > -0.6680527
## PC8 <= 1.582128
## PC44 <= 0.4826126
## -> class 2\|2 [0.547]
##
## Rule 19/242: (91, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.5326868
## PC28 <= 0.102115
## PC44 > 0.4826126
## PC48 <= 1.774053
## PC58 <= -0.107588
## PC80 <= 1.42198
## PC99 <= 1.154592
## -> class 2\|3 [0.989]
##
## Rule 19/243: (279.3/5.8, lift 8.0)
## PC1 <= -0.430681
## PC4 > -0.3636443
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC19 > -3.140827
## PC23 <= 1.891712
## PC28 > -0.2665321
## PC35 > -3.866878
## PC40 > -0.1894008
## PC47 > -0.779565
## PC50 > -1.863218
## PC57 > 0.204849
## PC76 <= 0.3064057
## PC88 <= 0.4256945
## PC90 <= 0.9551005
## -> class 2\|3 [0.976]
##
## Rule 19/244: (53.7/0.9, lift 7.9)
## PC2 > -8.984026
## PC2 <= 2.5099
## PC4 <= -0.2825551
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC25 <= 0.4620356
## PC32 <= 1.576572
## PC47 > -0.779565
## PC57 <= -0.07739355
## PC84 > 0.05355281
## -> class 2\|3 [0.965]
##
## Rule 19/245: (102.9/4.1, lift 7.8)
## PC1 <= -0.430681
## PC8 <= -2.855389
## PC16 > 0.3773519
## PC68 > -2.771681
## PC75 <= -0.005844843
## -> class 2\|3 [0.951]
##
## Rule 19/246: (28.4/0.8, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.582128
## PC30 <= 0.2543901
## PC44 <= 0.4826126
## PC56 <= -0.3209011
## PC70 > -0.9037994
## PC75 <= 0.209267
## -> class 2\|3 [0.942]
##
## Rule 19/247: (11.2, lift 7.6)
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.582128
## PC28 <= 0.102115
## PC44 > 0.4826126
## PC64 <= -2.056049
## -> class 2\|3 [0.924]
##
## Rule 19/248: (32.3/6.1, lift 6.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -2.033334
## PC8 > -0.6680527
## -> class 2\|3 [0.792]
##
## Rule 19/249: (758.3/524, lift 2.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.253746
## PC9 <= 0.3598154
## -> class 2\|3 [0.309]
##
## Rule 19/250: (12177.4/9743.2, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.200]
##
## Rule 19/251: (272.6/0.4, lift 18.7)
## PC1 <= -0.430681
## PC8 <= -2.855389
## PC19 <= -2.273685
## PC46 <= 0.4344433
## PC75 > -0.005844843
## -> class 2\|4 [0.995]
##
## Rule 19/252: (171.7, lift 18.7)
## PC1 <= -0.430681
## PC8 <= -2.855389
## PC16 <= 0.3773519
## PC26 <= 3.311726
## PC28 > 0.05791529
## PC46 > -0.6182814
## PC46 <= 0.4344433
## -> class 2\|4 [0.994]
##
## Rule 19/253: (167.6/0.5, lift 18.6)
## PC1 <= -0.430681
## PC8 <= -2.855389
## PC16 <= 0.3773519
## PC22 > -1.646191
## PC26 <= 3.311726
## PC46 <= -0.6182814
## PC49 > 0.0006886259
## PC67 > -0.8257832
## PC74 > -0.8009616
## PC76 <= 0.5362535
## -> class 2\|4 [0.991]
##
## Rule 19/254: (168.1/1, lift 18.5)
## PC1 <= -0.430681
## PC8 <= -2.855389
## PC16 <= 0.3773519
## PC24 <= 0.02521209
## PC26 <= 3.311726
## PC46 <= 0.4344433
## PC67 > -0.8257832
## PC75 <= -0.005844843
## PC76 <= 0.5362535
## -> class 2\|4 [0.988]
##
## Rule 19/255: (153.1/1.6, lift 18.5)
## PC8 <= -2.855389
## PC19 <= -3.633962
## PC22 > -1.646191
## PC46 <= 0.4344433
## -> class 2\|4 [0.984]
##
## Rule 19/256: (241.1/2.8, lift 18.5)
## PC1 <= -0.430681
## PC8 <= -2.855389
## PC16 <= -0.5123199
## PC17 <= 0.9892711
## PC22 > -1.646191
## PC26 <= 3.311726
## PC45 <= 0.1555312
## PC46 <= 0.4344433
## PC49 <= 0.0006886259
## PC62 <= 0.4266476
## PC74 > -0.8009616
## PC75 <= -0.005844843
## PC76 <= 0.5362535
## -> class 2\|4 [0.984]
##
## Rule 19/257: (55.8, lift 18.4)
## PC8 <= -2.855389
## PC16 <= 0.3773519
## PC17 <= 0.9892711
## PC22 > -1.646191
## PC46 <= 0.4344433
## PC49 > 0.0006886259
## PC67 > -0.8257832
## PC74 > -0.8009616
## PC76 <= 0.5362535
## PC85 > 0.5474974
## -> class 2\|4 [0.983]
##
## Rule 19/258: (161.2/2.3, lift 18.4)
## PC8 <= -2.855389
## PC16 <= 0.3773519
## PC17 <= 0.9892711
## PC26 <= 3.311726
## PC46 <= 0.4344433
## PC49 <= 0.0006886259
## PC62 <= 0.4266476
## PC67 > -0.8257832
## PC74 > -0.8009616
## PC75 <= -0.005844843
## PC90 > 0.2208328
## -> class 2\|4 [0.980]
##
## Rule 19/259: (49.3/0.5, lift 18.2)
## PC1 <= -0.430681
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC19 <= -3.140827
## PC63 <= -0.2927086
## PC95 > 0.01331764
## -> class 2\|4 [0.971]
##
## Rule 19/260: (61.4/0.9, lift 18.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC27 > -0.7959244
## PC47 <= -0.779565
## PC50 > -0.7947015
## PC56 <= -0.1926906
## PC58 <= 0.0515738
## PC84 > 0.06803934
## PC98 <= -0.02585185
## -> class 2\|4 [0.969]
##
## Rule 19/261: (65.1/1.6, lift 18.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.253746
## PC10 <= -0.07841533
## PC19 > -1.661511
## PC43 > -0.2012475
## PC67 <= 0.304997
## PC90 > 0.3784266
## -> class 2\|4 [0.961]
##
## Rule 19/262: (115.3/4.1, lift 17.9)
## PC2 <= 2.5099
## PC8 <= -2.855389
## PC16 <= 0.3773519
## PC17 <= 0.9892711
## PC26 <= 3.311726
## PC46 <= -0.4820952
## PC49 <= 0.0006886259
## PC74 > -0.8009616
## PC75 <= -0.005844843
## PC76 <= 0.5362535
## -> class 2\|4 [0.956]
##
## Rule 19/263: (18.8, lift 17.9)
## PC1 <= -0.430681
## PC8 <= -2.855389
## PC62 <= -1.395596
## PC68 > -2.771681
## PC74 > -0.8009616
## PC75 > -0.005844843
## -> class 2\|4 [0.952]
##
## Rule 19/264: (6.1, lift 16.4)
## PC1 > -0.430681
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC9 <= 0.3598154
## PC19 > -1.661511
## PC77 > 1.187509
## PC90 <= 0.3784266
## -> class 2\|4 [0.876]
##
## Rule 19/265: (4.4, lift 15.8)
## PC8 <= -2.855389
## PC9 > 5.051669
## PC22 <= -1.646191
## PC46 <= 0.4344433
## PC75 <= -0.005844843
## -> class 2\|4 [0.843]
##
## Rule 19/266: (11.2/1.3, lift 15.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.855389
## PC8 <= -0.6680527
## PC28 <= -0.1430286
## PC47 > -0.779565
## PC76 > 0.3064057
## -> class 2\|4 [0.824]
##
## Default class: 2\|3
##
## ----- Trial 20: -----
##
## Rules:
##
## Rule 20/1: (252.4, lift 13.8)
## PC2 > 2.5099
## PC2 <= 7.21755
## PC3 <= 1.640775
## PC13 <= 7.350446
## PC18 > 0.6268955
## PC26 <= 0.5083948
## PC28 <= 3.464059
## PC42 <= 1.557549
## PC60 <= -0.831105
## PC97 <= 0.2751642
## -> class 0\|0 [0.996]
##
## Rule 20/2: (217.8/0.5, lift 13.8)
## PC5 > -0.6072232
## PC8 > -0.15241
## PC8 <= 0.2390275
## PC13 <= 7.350446
## PC18 > 0.6268955
## PC19 <= -0.00961022
## PC26 <= 0.5083948
## PC32 <= 0.5839502
## PC35 <= 0.372664
## PC41 > -0.1593728
## PC42 <= 1.557549
## PC50 <= 0.4385564
## PC61 > -1.22466
## PC76 <= -0.1475833
## PC97 <= 0.2751642
## PC99 > -0.5749127
## -> class 0\|0 [0.993]
##
## Rule 20/3: (342.9/1.4, lift 13.8)
## PC5 > -0.6072232
## PC7 > -0.9678689
## PC8 > -0.15241
## PC8 <= 0.2390275
## PC13 <= 0.8249989
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC19 <= 0.0132291
## PC26 <= 0.5083948
## PC32 <= 0.5839502
## PC35 <= 0.372664
## PC41 > -0.1593728
## PC42 <= 1.557549
## PC60 <= 0.06739172
## PC67 > -0.04765422
## PC68 <= 0.7891617
## PC91 <= 3.159646
## PC93 <= 1.346613
## PC97 <= 0.2751642
## PC99 > -0.5749127
## -> class 0\|0 [0.993]
##
## Rule 20/4: (134.2/0.5, lift 13.7)
## PC4 <= 8.431403
## PC7 > -0.9678689
## PC13 <= -1.817476
## PC18 > 2.848612
## PC26 <= 0.5083948
## PC30 <= 0.2418079
## PC35 <= 0.4313429
## PC85 <= -0.04027867
## PC90 <= 0.55565
## -> class 0\|0 [0.989]
##
## Rule 20/5: (111/0.6, lift 13.7)
## PC2 > 2.5099
## PC2 <= 7.21755
## PC3 <= 1.640775
## PC4 <= 8.431403
## PC8 <= -0.15241
## PC13 <= 7.350446
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC28 <= 3.464059
## PC35 <= 0.4313429
## PC51 > 0.02892397
## PC66 <= 2.268621
## PC91 <= 3.159646
## -> class 0\|0 [0.986]
##
## Rule 20/6: (99.4/1.2, lift 13.6)
## PC2 > 2.5099
## PC4 <= 8.431403
## PC13 <= 7.350446
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC28 <= 3.464059
## PC66 <= 2.268621
## PC86 <= -1.760347
## -> class 0\|0 [0.978]
##
## Rule 20/7: (269.8/6.8, lift 13.5)
## PC2 <= 7.21755
## PC3 <= 1.640775
## PC13 <= 7.350446
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC19 <= -0.00961022
## PC26 <= 0.5083948
## PC32 > 0.5839502
## PC44 <= 1.221267
## PC61 > -1.22466
## PC92 <= 2.614784
## PC97 <= 0.2751642
## -> class 0\|0 [0.971]
##
## Rule 20/8: (32.6, lift 13.5)
## PC2 > 2.5099
## PC9 > 0.411866
## PC18 > 0.6268955
## PC35 > 0.4313429
## -> class 0\|0 [0.971]
##
## Rule 20/9: (26.8, lift 13.4)
## PC2 <= 7.21755
## PC3 <= 1.640775
## PC7 > -0.9678689
## PC13 <= 7.350446
## PC14 > -0.7200047
## PC18 > 0.6268955
## PC19 <= 0.0132291
## PC26 <= 0.5083948
## PC43 <= -1.159499
## PC66 <= 2.268621
## PC97 > 0.2751642
## -> class 0\|0 [0.965]
##
## Rule 20/10: (47.7/1.1, lift 13.3)
## PC2 <= 7.21755
## PC3 <= 1.640775
## PC4 <= 8.431403
## PC13 <= 7.350446
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC19 <= 0.0132291
## PC35 <= 0.4313429
## PC42 <= 1.557549
## PC46 <= -0.3454094
## PC66 <= 2.268621
## PC97 > 0.2751642
## -> class 0\|0 [0.958]
##
## Rule 20/11: (9, lift 12.6)
## PC2 > 7.21755
## PC4 <= 8.431403
## PC13 <= 7.350446
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC25 <= -1.016281
## PC91 <= 3.159646
## -> class 0\|0 [0.909]
##
## Rule 20/12: (8.8/0.2, lift 12.3)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC3 <= 0.5671026
## PC20 > 0.1428071
## PC56 <= 0.2645048
## -> class 0\|0 [0.887]
##
## Rule 20/13: (18.1/3.9, lift 10.5)
## PC9 > -0.656334
## PC13 > 7.350446
## PC18 > 4.696475
## -> class 0\|0 [0.756]
##
## Rule 20/14: (1114.4/420, lift 8.7)
## PC2 > 2.5099
## PC4 <= 8.431403
## PC12 > 0.20888
## PC13 <= 7.350446
## PC18 > 0.6268955
## PC28 <= 3.464059
## PC66 <= 2.268621
## -> class 0\|0 [0.623]
##
## Rule 20/15: (155.4, lift 12.0)
## PC2 > 2.5099
## PC2 <= 7.21755
## PC3 <= 1.640775
## PC8 > -0.15241
## PC18 > 0.6268955
## PC24 <= 1.303538
## PC26 > 0.5083948
## PC42 <= 1.557549
## PC86 > -1.760347
## PC86 <= 1.368391
## -> class 0\|1 [0.994]
##
## Rule 20/16: (132.4, lift 12.0)
## PC2 <= 7.21755
## PC13 <= -1.817476
## PC18 > 0.6268955
## PC18 <= 2.848612
## PC19 <= 0.0132291
## PC28 <= 3.464059
## PC41 > -0.1593728
## PC97 <= 0.2751642
## -> class 0\|1 [0.993]
##
## Rule 20/17: (79.1, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.431403
## PC13 <= 7.350446
## PC18 > 0.6268955
## PC32 <= 0.5839502
## PC60 > 0.06739172
## PC68 <= 0.7891617
## PC76 > -0.1475833
## PC97 <= 0.2751642
## PC99 > -0.5749127
## -> class 0\|1 [0.987]
##
## Rule 20/18: (66, lift 11.9)
## PC2 > 2.5099
## PC13 > 0.8249989
## PC13 <= 7.350446
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC32 <= 0.5839502
## PC66 <= 2.268621
## PC97 <= 0.2751642
## -> class 0\|1 [0.985]
##
## Rule 20/19: (63.3, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.350446
## PC14 > -0.7200047
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC32 <= 0.5839502
## PC50 > 0.4385564
## PC97 <= 0.2751642
## -> class 0\|1 [0.984]
##
## Rule 20/20: (56.4, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.6072232
## PC7 > -0.9678689
## PC16 <= 0.8193195
## PC19 <= 0.0132291
## PC30 > 0.2418079
## PC86 > -1.760347
## -> class 0\|1 [0.983]
##
## Rule 20/21: (42.2, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1238729
## PC10 > -0.9303949
## PC18 > -1.049598
## PC18 <= 0.6268955
## PC46 <= -0.1761486
## -> class 0\|1 [0.977]
##
## Rule 20/22: (41.2, lift 11.8)
## PC5 <= -0.6072232
## PC13 <= -1.817476
## PC17 > -0.5408114
## PC85 > -0.04027867
## PC86 > -1.760347
## -> class 0\|1 [0.977]
##
## Rule 20/23: (41.3, lift 11.8)
## PC2 > 2.5099
## PC4 <= 8.431403
## PC13 <= 7.350446
## PC18 > 0.6268955
## PC28 <= 3.464059
## PC47 > -1.610874
## PC91 > 3.159646
## -> class 0\|1 [0.977]
##
## Rule 20/24: (38.4, lift 11.8)
## PC9 <= -0.656334
## PC13 > 7.350446
## PC18 > 4.696475
## PC47 > -1.610874
## PC97 > -3.219008
## -> class 0\|1 [0.975]
##
## Rule 20/25: (52.3/0.4, lift 11.7)
## PC2 > 2.5099
## PC34 <= -0.004227358
## PC75 <= 0.2772871
## PC78 > 2.983765
## -> class 0\|1 [0.974]
##
## Rule 20/26: (58.1/0.6, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.6072232
## PC18 > 0.6268955
## PC32 <= 0.5839502
## PC86 > -1.760347
## PC90 > 0.55565
## -> class 0\|1 [0.974]
##
## Rule 20/27: (34.2, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.431403
## PC18 > 0.6268955
## PC47 > -1.610874
## PC60 > -0.831105
## PC61 <= -1.22466
## PC97 <= 0.2751642
## -> class 0\|1 [0.972]
##
## Rule 20/28: (83/1.6, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.350446
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC19 > 0.0132291
## PC28 <= 3.464059
## PC29 <= 1.803625
## PC89 > -0.3669315
## -> class 0\|1 [0.969]
##
## Rule 20/29: (29.2, lift 11.7)
## PC2 > 2.5099
## PC14 > -0.7200047
## PC18 > 0.6268955
## PC35 <= 0.4313429
## PC47 > -1.610874
## PC86 > -1.760347
## PC92 > 2.614784
## -> class 0\|1 [0.968]
##
## Rule 20/30: (207.8/5.7, lift 11.7)
## PC3 <= 1.640775
## PC13 <= 7.350446
## PC17 > -0.2104008
## PC18 > 0.6268955
## PC19 <= 0.0132291
## PC20 <= 3.324984
## PC24 <= 1.165973
## PC32 > -0.8935966
## PC43 > -1.159499
## PC46 > -0.3454094
## PC57 <= 1.554185
## PC86 > -1.760347
## PC92 > -0.8136354
## PC97 > 0.2751642
## -> class 0\|1 [0.968]
##
## Rule 20/31: (132.1/3.9, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.431403
## PC12 <= 0.20888
## PC14 > -1.159756
## PC17 <= -0.5408114
## PC18 > 0.6268955
## PC93 > -0.5963342
## -> class 0\|1 [0.963]
##
## Rule 20/32: (25.2, lift 11.6)
## PC2 > 2.5099
## PC4 <= 8.431403
## PC13 <= 7.350446
## PC18 > 0.6268955
## PC26 <= 0.5083948
## PC32 <= 0.5839502
## PC60 > -0.831105
## PC66 <= 2.268621
## PC86 > -1.760347
## PC93 > 1.346613
## -> class 0\|1 [0.963]
##
## Rule 20/33: (70.2/1.9, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.15241
## PC13 <= 7.350446
## PC14 > -0.7200047
## PC18 > 0.6268955
## PC32 <= 0.5839502
## PC35 <= 0.4313429
## PC61 > -1.22466
## PC68 > 0.7891617
## -> class 0\|1 [0.960]
##
## Rule 20/34: (22.8, lift 11.6)
## PC2 > 2.5099
## PC14 > -0.7200047
## PC19 <= 0.0132291
## PC26 <= 0.5083948
## PC44 > 1.221267
## PC60 > -0.831105
## PC97 <= 0.2751642
## -> class 0\|1 [0.960]
##
## Rule 20/35: (164.1/5.8, lift 11.6)
## PC9 <= 0.411866
## PC13 <= 7.350446
## PC14 > -0.7200047
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC28 <= 3.464059
## PC35 > 0.4313429
## PC77 > -0.2147643
## -> class 0\|1 [0.959]
##
## Rule 20/36: (136.1/6.3, lift 11.4)
## PC4 > 8.431403
## PC18 > 0.6268955
## PC20 > 0.9922055
## PC25 > -0.7420362
## PC28 <= 3.464059
## -> class 0\|1 [0.947]
##
## Rule 20/37: (13.1, lift 11.3)
## PC3 <= 1.640775
## PC15 > 0.4854996
## PC18 <= -1.049598
## PC55 > 0.8615937
## PC78 <= 2.983765
## -> class 0\|1 [0.934]
##
## Rule 20/38: (126.7/8.3, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.15241
## PC18 > 0.6268955
## PC32 <= 0.5839502
## PC35 <= 0.4313429
## PC41 <= -0.1593728
## PC60 > -0.831105
## PC66 <= 2.268621
## -> class 0\|1 [0.928]
##
## Rule 20/39: (142.1/9.9, lift 11.1)
## PC2 > 7.21755
## PC4 <= 8.431403
## PC13 <= 7.350446
## PC14 > -0.7200047
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC25 > -1.016281
## PC28 <= 3.464059
## PC86 > -1.760347
## -> class 0\|1 [0.924]
##
## Rule 20/40: (11.2, lift 11.1)
## PC13 > 7.350446
## PC18 <= 4.696475
## PC35 <= -0.692161
## PC47 > -1.610874
## -> class 0\|1 [0.924]
##
## Rule 20/41: (45.7/3.6, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.6072232
## PC7 > -0.9678689
## PC13 > -1.817476
## PC14 > -0.7200047
## PC17 > -0.5408114
## PC18 > 0.6268955
## PC32 <= 0.5839502
## -> class 0\|1 [0.903]
##
## Rule 20/42: (23.3/1.5, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > -0.6072232
## PC8 > 0.2390275
## PC17 > -0.5408114
## PC32 <= 0.5839502
## PC60 > -0.831105
## PC86 > -1.760347
## -> class 0\|1 [0.902]
##
## Rule 20/43: (93.4/8.5, lift 10.9)
## PC3 <= 1.640775
## PC7 <= -0.9678689
## PC18 > 0.6268955
## PC19 <= 0.0132291
## PC86 > -1.760347
## -> class 0\|1 [0.901]
##
## Rule 20/44: (113.3/11, lift 10.8)
## PC2 > 2.5099
## PC2 <= 7.21755
## PC8 > -0.15241
## PC18 > 0.6268955
## PC26 > 0.5083948
## PC35 <= 0.4313429
## PC42 <= 1.557549
## PC45 <= 0.05149879
## -> class 0\|1 [0.896]
##
## Rule 20/45: (25.7/2.7, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.350446
## PC17 > -0.5408114
## PC19 <= 0.0132291
## PC26 <= 0.5083948
## PC32 <= 0.5839502
## PC41 > -0.1593728
## PC42 <= 1.557549
## PC60 > -0.831105
## PC97 <= 0.2751642
## PC99 <= -0.5749127
## -> class 0\|1 [0.868]
##
## Rule 20/46: (5.3, lift 10.4)
## PC2 > 2.5099
## PC18 > -1.049598
## PC18 <= 0.6268955
## PC34 <= -5.047802
## -> class 0\|1 [0.864]
##
## Rule 20/47: (23.7/5.3, lift 9.1)
## PC2 > 2.5099
## PC4 <= 8.431403
## PC18 > 0.6268955
## PC19 > -0.00961022
## PC19 <= 0.0132291
## PC28 <= 3.464059
## PC86 > -1.760347
## PC97 <= 0.2751642
## -> class 0\|1 [0.757]
##
## Rule 20/48: (453.6/212.7, lift 6.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC10 <= -0.9303949
## PC18 > -1.049598
## PC18 <= 0.6268955
## -> class 0\|1 [0.531]
##
## Rule 20/49: (88.2, lift 10.1)
## PC10 <= -6.299334
## PC18 <= -1.049598
## PC30 > -4.280624
## PC55 <= 0.8615937
## -> class 0\|2 [0.989]
##
## Rule 20/50: (65.4, lift 10.1)
## PC3 <= 1.640775
## PC12 <= 0.2266692
## PC18 <= -1.049598
## PC39 > -0.9164563
## PC55 > 0.06975419
## PC62 > -0.1838314
## PC80 > 0.02681886
## PC84 > 0.2174529
## PC97 > -0.5422796
## -> class 0\|2 [0.985]
##
## Rule 20/51: (60.7, lift 10.1)
## PC2 > 2.5099
## PC18 > 0.6268955
## PC47 <= -1.610874
## -> class 0\|2 [0.984]
##
## Rule 20/52: (149.5/1.7, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.1238729
## PC10 > -0.9303949
## PC15 > -1.286711
## PC18 > -1.049598
## PC18 <= 0.6268955
## PC40 > -0.2674922
## PC86 > -2.468913
## -> class 0\|2 [0.982]
##
## Rule 20/53: (51.5, lift 10.1)
## PC3 <= 1.640775
## PC15 > 0.5183958
## PC18 > -1.91947
## PC18 <= -1.049598
## PC20 > -2.778113
## PC25 > -0.873342
## PC79 > -0.4765944
## -> class 0\|2 [0.981]
##
## Rule 20/54: (61.4/0.2, lift 10.1)
## PC2 > 2.5099
## PC18 > -1.91947
## PC18 <= -1.049598
## PC50 > -1.040529
## PC79 > 1.070597
## PC85 <= 1.50973
## -> class 0\|2 [0.981]
##
## Rule 20/55: (53.1/0.1, lift 10.0)
## PC2 > 2.5099
## PC16 <= 2.159213
## PC18 <= -1.049598
## PC41 <= 0.5409865
## PC43 <= -1.864601
## PC51 <= 0.8830279
## PC55 <= 0.8615937
## PC71 > -0.8878434
## -> class 0\|2 [0.980]
##
## Rule 20/56: (105.9/1.2, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= -0.9303949
## PC18 > -1.049598
## PC18 <= 0.6268955
## PC32 <= -0.1149764
## PC37 <= 1.807821
## PC42 > -1.224649
## PC44 <= 0.714518
## PC87 <= 0.0461956
## -> class 0\|2 [0.980]
##
## Rule 20/57: (51.4/0.1, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.4185468
## PC16 > -0.5220455
## PC18 > -1.91947
## PC18 <= 0.6268955
## PC50 > -1.040529
## PC59 <= 0.2868578
## PC79 > -0.4765944
## PC84 <= -0.4456665
## -> class 0\|2 [0.979]
##
## Rule 20/58: (40.8, lift 10.0)
## PC3 <= 1.640775
## PC18 > -1.91947
## PC18 <= -1.049598
## PC30 > 1.501975
## PC43 <= 1.773609
## PC55 <= 0.8615937
## PC78 <= 2.983765
## PC93 > -1.141158
## -> class 0\|2 [0.977]
##
## Rule 20/59: (103.1/1.4, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -0.9303949
## PC18 > -1.049598
## PC18 <= 0.6268955
## PC21 <= 0.02657528
## PC40 <= -0.2674922
## PC68 > -0.1357042
## PC96 <= 0.05585186
## PC97 > -0.6303186
## -> class 0\|2 [0.977]
##
## Rule 20/60: (44.3, lift 10.0)
## PC3 <= 1.640775
## PC14 > -0.4185468
## PC18 > -1.91947
## PC18 <= -1.049598
## PC20 > -2.778113
## PC24 > -0.7558911
## PC35 <= 0.5047136
## PC43 > -1.864601
## PC43 <= 1.773609
## PC79 <= -0.4765944
## PC93 > -1.141158
## -> class 0\|2 [0.976]
##
## Rule 20/61: (80/1.4, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.36235
## PC6 <= 0.2633233
## PC14 > -0.4185468
## PC18 > -1.91947
## PC18 <= -1.049598
## PC20 > -2.778113
## PC24 <= -0.7558911
## PC54 <= 2.435971
## PC78 <= 2.983765
## PC93 > -1.141158
## -> class 0\|2 [0.971]
##
## Rule 20/62: (44.1/0.4, lift 9.9)
## PC2 > 2.5099
## PC18 <= -1.049598
## PC25 > -2.254268
## PC26 <= 1.473717
## PC39 > -0.9164563
## PC43 > -1.864601
## PC43 <= -0.6139552
## PC57 <= 0.6327963
## PC63 > -0.329086
## PC76 > -0.018371
## PC80 > 0.02681886
## PC97 > -0.5422796
## -> class 0\|2 [0.969]
##
## Rule 20/63: (50.3/0.7, lift 9.9)
## PC3 <= 1.640775
## PC12 > -1.966135
## PC18 <= -1.049598
## PC30 <= 2.93004
## PC34 > -0.004227358
## PC78 > 2.983765
## -> class 0\|2 [0.968]
##
## Rule 20/64: (26.4, lift 9.9)
## PC2 > 2.5099
## PC10 <= -0.9303949
## PC18 <= 0.6268955
## PC32 <= -0.1149764
## PC44 <= 0.714518
## PC65 <= -0.9363632
## -> class 0\|2 [0.965]
##
## Rule 20/65: (23.4, lift 9.8)
## PC3 <= 1.640775
## PC7 > -0.4641285
## PC18 <= -1.91947
## PC39 > -0.9164563
## PC57 <= 0.6327963
## PC62 > -0.1950396
## PC80 > 0.02681886
## PC82 > 0.07723904
## PC84 <= 0.2174529
## PC97 > -0.5422796
## -> class 0\|2 [0.961]
##
## Rule 20/66: (83.5/2.3, lift 9.8)
## PC2 > 2.5099
## PC10 <= -0.9303949
## PC18 > -1.049598
## PC18 <= -0.1412075
## PC32 <= -0.1149764
## PC37 <= 1.807821
## PC44 <= 0.714518
## PC95 <= -0.09116133
## -> class 0\|2 [0.961]
##
## Rule 20/67: (170.9/6.1, lift 9.8)
## PC7 <= -0.4641285
## PC18 <= -1.91947
## PC24 > -0.1268954
## PC43 <= 1.773609
## PC55 <= 0.8615937
## PC72 > -0.6206723
## PC74 <= 0.7994125
## -> class 0\|2 [0.959]
##
## Rule 20/68: (22.3, lift 9.8)
## PC2 > 2.5099
## PC7 > -0.4641285
## PC18 <= 0.6268955
## PC43 <= 1.773609
## PC54 <= 2.435971
## PC62 > -0.1950396
## PC80 > 0.02681886
## PC90 <= -1.080784
## PC97 > -0.5422796
## -> class 0\|2 [0.959]
##
## Rule 20/69: (50.8/1.2, lift 9.8)
## PC3 <= 1.640775
## PC18 <= -1.049598
## PC20 > -2.778113
## PC50 > -1.040529
## PC54 <= 2.435971
## PC78 > 1.011454
## PC78 <= 2.983765
## PC85 <= 1.50973
## -> class 0\|2 [0.958]
##
## Rule 20/70: (19.3, lift 9.8)
## PC2 > 2.5099
## PC18 <= -1.049598
## PC43 > 1.603265
## PC43 <= 1.773609
## -> class 0\|2 [0.953]
##
## Rule 20/71: (80.1/2.9, lift 9.8)
## PC3 <= 1.640775
## PC4 <= 8.36235
## PC18 <= -1.91947
## PC37 <= -0.7685974
## PC39 > -0.9164563
## PC54 <= 2.435971
## PC57 <= 1.377005
## PC85 <= 1.50973
## PC97 > -0.5422796
## -> class 0\|2 [0.952]
##
## Rule 20/72: (50.6/1.6, lift 9.7)
## PC3 <= 1.640775
## PC18 <= -1.049598
## PC26 > 1.473717
## PC43 <= 1.773609
## PC54 <= 2.435971
## PC85 <= 1.50973
## -> class 0\|2 [0.950]
##
## Rule 20/73: (51.5/1.8, lift 9.7)
## PC2 > 2.5099
## PC18 > -1.91947
## PC18 <= -1.049598
## PC35 > 0.5047136
## PC54 <= 2.435971
## -> class 0\|2 [0.948]
##
## Rule 20/74: (52.5/2.4, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.36235
## PC7 > -0.4641285
## PC12 <= 0.2266692
## PC18 <= 0.6268955
## PC55 <= 0.8615937
## PC62 > -0.1950396
## PC63 > -0.329086
## PC76 <= -0.018371
## PC80 > 0.02681886
## PC85 <= 1.50973
## PC97 > -0.5422796
## -> class 0\|2 [0.938]
##
## Rule 20/75: (110.9/5.9, lift 9.6)
## PC3 <= 1.640775
## PC16 > -0.5220455
## PC18 > -1.91947
## PC18 <= -1.049598
## PC20 > -2.778113
## PC25 > -0.873342
## PC43 > -1.864601
## PC43 <= 1.773609
## PC50 > -1.040529
## PC54 <= 2.435971
## PC59 > 0.2868578
## PC85 <= 1.50973
## PC93 > -1.141158
## -> class 0\|2 [0.938]
##
## Rule 20/76: (65/3.7, lift 9.5)
## PC6 <= 0.2633233
## PC18 <= -1.91947
## PC25 > -2.254268
## PC39 > -0.9164563
## PC43 > -1.864601
## PC54 <= 2.435971
## PC55 <= 0.8615937
## PC63 > 1.144177
## PC78 <= 2.983765
## PC82 <= 4.352963
## PC85 <= 1.50973
## PC97 > -0.5422796
## -> class 0\|2 [0.929]
##
## Rule 20/77: (23.8/0.8, lift 9.5)
## PC2 > 2.5099
## PC78 <= 2.983765
## PC82 > 4.352963
## PC85 <= 1.50973
## -> class 0\|2 [0.929]
##
## Rule 20/78: (12.8/0.2, lift 9.4)
## PC18 <= -1.91947
## PC62 > -0.1950396
## PC62 <= -0.1838314
## PC80 > 0.02681886
## -> class 0\|2 [0.916]
##
## Rule 20/79: (9.2, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= -0.6699006
## PC16 <= -1.051826
## PC18 > -1.049598
## PC18 <= 0.6268955
## -> class 0\|2 [0.911]
##
## Rule 20/80: (72.9/5.8, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.4185468
## PC18 <= -1.049598
## PC43 <= 1.773609
## PC55 <= 0.8615937
## PC71 > 0.7468492
## PC93 > -1.141158
## -> class 0\|2 [0.909]
##
## Rule 20/81: (42.7/3.4, lift 9.2)
## PC12 <= 0.2266692
## PC18 <= -1.91947
## PC39 > -0.9164563
## PC57 > 0.6327963
## PC62 > -0.1950396
## PC63 > -0.329086
## PC78 <= 2.983765
## PC80 > 0.02681886
## PC97 > -0.5422796
## -> class 0\|2 [0.901]
##
## Rule 20/82: (43.4/3.6, lift 9.2)
## PC7 > -0.4641285
## PC25 <= -2.254268
## PC54 <= 2.435971
## PC82 <= 4.352963
## PC85 <= 1.50973
## PC97 > -0.5422796
## -> class 0\|2 [0.898]
##
## Rule 20/83: (44.4/4.4, lift 9.0)
## PC10 <= -0.9303949
## PC18 > -1.049598
## PC18 <= 0.6268955
## PC32 <= -0.1149764
## PC37 <= 1.807821
## PC39 > 0.6841573
## PC44 <= 0.714518
## -> class 0\|2 [0.883]
##
## Rule 20/84: (127.3/14.5, lift 9.0)
## PC4 > 8.36235
## PC10 > -6.214788
## PC13 > -7.462726
## PC18 <= -1.049598
## PC78 <= 2.983765
## -> class 0\|2 [0.880]
##
## Rule 20/85: (110/13.1, lift 9.0)
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC18 <= -1.91947
## PC25 > -2.254268
## PC39 > -0.9164563
## PC55 <= 0.8615937
## PC78 <= 2.983765
## PC85 <= 1.50973
## PC94 > 0.5189831
## PC97 > -0.5422796
## -> class 0\|2 [0.874]
##
## Rule 20/86: (5.7, lift 8.9)
## PC18 <= -1.049598
## PC63 > -0.329086
## PC63 <= -0.3223727
## PC80 > 0.02681886
## PC84 <= 0.2174529
## -> class 0\|2 [0.870]
##
## Rule 20/87: (54.9/6.6, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.049598
## PC41 > 0.5409865
## PC55 <= 0.8615937
## -> class 0\|2 [0.866]
##
## Rule 20/88: (39.3/5.2, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > 0.63545
## PC18 <= -1.91947
## PC43 <= 1.773609
## PC55 <= 0.8615937
## -> class 0\|2 [0.851]
##
## Rule 20/89: (28.4/3.7, lift 8.7)
## PC2 > 2.5099
## PC78 > 2.644923
## PC78 <= 2.983765
## -> class 0\|2 [0.846]
##
## Rule 20/90: (23.7/8.2, lift 6.6)
## PC3 <= 1.640775
## PC7 > -0.4641285
## PC18 <= -1.049598
## PC43 > -1.864601
## PC54 <= 2.435971
## PC57 > 1.377005
## PC85 <= 1.50973
## PC97 > -0.5422796
## -> class 0\|2 [0.643]
##
## Rule 20/91: (7807.7/5862, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.249]
##
## Rule 20/92: (114.9, lift 10.9)
## PC3 <= 1.640775
## PC4 <= 8.36235
## PC7 > -0.4641285
## PC12 > 0.2266692
## PC18 <= -1.91947
## PC26 <= 1.473717
## PC37 > -0.7685974
## PC63 <= 1.144177
## PC94 <= 0.5189831
## PC97 > -0.5422796
## -> class 0\|3 [0.991]
##
## Rule 20/93: (14.5, lift 10.3)
## PC13 > 7.350446
## PC36 > 1.476349
## -> class 0\|3 [0.939]
##
## Rule 20/94: (90.4/5.6, lift 10.2)
## PC10 > -6.299334
## PC18 <= -1.91947
## PC24 > -0.1268954
## PC26 <= 1.473717
## PC43 > -1.864601
## PC43 <= 1.603265
## PC72 <= -0.6206723
## -> class 0\|3 [0.928]
##
## Rule 20/95: (24.6/1.3, lift 10.0)
## PC2 > 2.5099
## PC18 > 0.6268955
## PC42 <= -3.974739
## -> class 0\|3 [0.915]
##
## Rule 20/96: (175.7/14.8, lift 10.0)
## PC2 > 2.5099
## PC4 <= 8.36235
## PC7 > -0.4641285
## PC10 > -6.299334
## PC18 <= -1.91947
## PC55 <= 0.06975419
## PC57 <= 1.377005
## PC84 > 0.2174529
## -> class 0\|3 [0.911]
##
## Rule 20/97: (9.3, lift 9.9)
## PC13 > 7.350446
## PC18 > 0.6268955
## PC18 <= 4.696475
## PC47 > -1.610874
## PC94 <= -1.458151
## -> class 0\|3 [0.906]
##
## Rule 20/98: (16.7/4.6, lift 7.7)
## PC13 > 7.350446
## PC18 > 0.6268955
## PC18 <= 4.696475
## PC35 > -0.692161
## PC47 > -1.610874
## PC78 > 1.07967
## -> class 0\|3 [0.700]
##
## Rule 20/99: (3737.9/1987.7, lift 5.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= 0.6268955
## -> class 0\|3 [0.468]
##
## Rule 20/100: (201.3, lift 25.2)
## PC4 > 0.2128084
## PC6 <= -3.220215
## PC9 > 0.4176742
## PC68 <= 1.082112
## -> class 1\|0 [0.995]
##
## Rule 20/101: (72.6, lift 25.0)
## PC12 > 2.36335
## PC19 > 2.417467
## PC20 > -1.198926
## PC38 > -0.6336866
## PC62 > -0.1267689
## PC62 <= 0.8624977
## PC70 > -0.3503882
## PC83 > -0.435956
## PC90 <= 0.5921497
## -> class 1\|0 [0.987]
##
## Rule 20/102: (48.3, lift 24.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC25 > 0.6712267
## PC47 <= 1.121844
## -> class 1\|0 [0.980]
##
## Rule 20/103: (50.7/1, lift 24.4)
## PC1 > -0.1814509
## PC8 > -3.691019
## PC10 <= -0.2277466
## PC11 <= 2.038316
## PC15 <= -1.432336
## PC16 <= 0.3594292
## -> class 1\|0 [0.963]
##
## Rule 20/104: (57.9/1.4, lift 24.3)
## PC1 > -0.430681
## PC6 > -3.220215
## PC12 > 2.36335
## PC20 > -1.198926
## PC70 > -0.3503882
## PC77 > 0.2984072
## -> class 1\|0 [0.959]
##
## Rule 20/105: (154.7/5.8, lift 24.2)
## PC1 > -0.430681
## PC6 > -3.220215
## PC12 > 2.36335
## PC62 <= -0.1267689
## PC79 > -0.130122
## PC83 > -0.435956
## -> class 1\|0 [0.957]
##
## Rule 20/106: (16.4, lift 24.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC8 > -3.691019
## PC20 > 0.005959935
## PC48 > 0.4668388
## -> class 1\|0 [0.946]
##
## Rule 20/107: (10, lift 23.2)
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC3 > 0.5671026
## PC51 > 0.5906922
## PC84 > -0.3362926
## -> class 1\|0 [0.917]
##
## Rule 20/108: (7.9, lift 22.8)
## PC1 > -0.430681
## PC12 > 2.36335
## PC24 <= 4.605997
## PC62 > -0.1267689
## PC65 > -0.939934
## PC70 > -0.3503882
## PC77 <= -0.3992057
## PC83 > -0.435956
## -> class 1\|0 [0.899]
##
## Rule 20/109: (7.8, lift 22.6)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 <= 0.3594292
## PC47 <= 1.121844
## PC74 <= -1.909227
## PC85 > -0.5844463
## -> class 1\|0 [0.894]
##
## Rule 20/110: (7.2, lift 22.6)
## PC1 > -0.430681
## PC12 > 2.36335
## PC19 <= 2.417467
## PC65 <= -0.939934
## PC83 > -0.435956
## -> class 1\|0 [0.891]
##
## Rule 20/111: (213.9/33.4, lift 21.3)
## PC2 > 2.5099
## PC7 <= 10.40916
## PC16 <= -2.654427
## PC32 > -0.7099972
## PC47 > -0.3110164
## PC65 > -0.1389549
## PC91 <= 1.251355
## -> class 1\|0 [0.841]
##
## Rule 20/112: (118.3/29.8, lift 18.8)
## PC1 > -0.1814509
## PC3 > 0.09497605
## PC8 > -3.691019
## PC11 <= 2.038316
## PC16 <= 0.3594292
## PC47 <= 1.121844
## PC85 <= -0.5844463
## -> class 1\|0 [0.744]
##
## Rule 20/113: (65.6, lift 15.6)
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC3 > 0.5671026
## PC14 <= 0.5902118
## PC33 <= 0.01138587
## PC51 <= 0.5906922
## PC84 > -0.3362926
## -> class 1\|1 [0.985]
##
## Rule 20/114: (32.4, lift 15.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.220215
## PC68 > 1.082112
## PC71 > -0.3947917
## -> class 1\|1 [0.971]
##
## Rule 20/115: (19.3, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -2.654427
## PC47 <= -0.3110164
## -> class 1\|1 [0.953]
##
## Rule 20/116: (324.9/14.9, lift 15.1)
## PC1 > -0.1814509
## PC3 > 0.09497605
## PC6 > -3.220215
## PC8 > -3.691019
## PC10 > -0.2277466
## PC10 <= 1.738476
## PC11 <= 2.038316
## PC12 <= 2.36335
## PC16 <= 0.3594292
## PC19 <= 2.720151
## PC44 > -0.572118
## PC47 <= 1.121844
## PC74 > -1.909227
## PC85 > -0.5844463
## PC91 > -0.8076111
## PC97 > -1.045317
## -> class 1\|1 [0.951]
##
## Rule 20/117: (49/1.8, lift 15.0)
## PC1 > -0.1814509
## PC3 <= 0.09497605
## PC6 > -3.220215
## PC11 <= 1.189303
## PC12 <= 2.36335
## PC20 > 0.005959935
## PC48 <= 0.4668388
## -> class 1\|1 [0.946]
##
## Rule 20/118: (13.8, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC4 <= 0.2128084
## PC6 <= -3.220215
## PC71 > -0.3947917
## -> class 1\|1 [0.937]
##
## Rule 20/119: (57.9/2.8, lift 14.9)
## PC1 > -0.1814509
## PC3 <= 0.09497605
## PC6 > -3.220215
## PC8 > -3.691019
## PC12 <= 2.36335
## PC20 > 0.005959935
## PC38 <= 0.04219424
## -> class 1\|1 [0.937]
##
## Rule 20/120: (97.8/5.4, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.220215
## PC9 <= 0.4176742
## PC71 > -0.3947917
## -> class 1\|1 [0.936]
##
## Rule 20/121: (56.3/2.8, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -2.654427
## PC32 <= -0.7099972
## -> class 1\|1 [0.935]
##
## Rule 20/122: (132.9/9.9, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.765205
## PC16 <= 0.9959877
## PC22 > -2.091307
## PC63 > -1.472456
## PC68 > -1.511296
## PC83 > -0.5520562
## -> class 1\|1 [0.920]
##
## Rule 20/123: (285.2/23.1, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -2.654427
## PC16 <= -0.765205
## PC75 <= 1.12847
## -> class 1\|1 [0.916]
##
## Rule 20/124: (36.1/2.3, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -2.654427
## PC65 <= -0.1389549
## -> class 1\|1 [0.913]
##
## Rule 20/125: (21.4/1.1, lift 14.5)
## PC1 > -0.430681
## PC6 > -3.220215
## PC12 > 2.36335
## PC20 <= -1.198926
## PC24 <= 4.605997
## PC70 > -0.3503882
## -> class 1\|1 [0.910]
##
## Rule 20/126: (9.1, lift 14.4)
## PC3 > 1.640775
## PC16 <= -2.654427
## PC91 > 1.251355
## -> class 1\|1 [0.910]
##
## Rule 20/127: (115.2/10.3, lift 14.4)
## PC1 > -0.1814509
## PC10 <= -0.2277466
## PC11 <= 2.038316
## PC15 > -1.432336
## PC16 <= 0.3594292
## PC74 > -1.909227
## PC85 > -0.5844463
## -> class 1\|1 [0.904]
##
## Rule 20/128: (26.8/2.3, lift 14.1)
## PC7 > 10.40916
## PC16 <= -2.654427
## -> class 1\|1 [0.886]
##
## Rule 20/129: (134.5/16, lift 13.9)
## PC1 > -0.430681
## PC12 > 2.36335
## PC19 <= 2.417467
## PC24 <= 4.605997
## PC62 > -0.1267689
## PC65 > -0.939934
## PC77 > -0.3992057
## PC77 <= 0.2984072
## -> class 1\|1 [0.876]
##
## Rule 20/130: (4, lift 13.2)
## PC1 > 16.45006
## PC6 <= -3.220215
## PC71 <= -0.3947917
## -> class 1\|1 [0.832]
##
## Rule 20/131: (8.8/2.3, lift 11.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -3.220215
## PC8 > -3.691019
## PC12 > 2.36335
## PC83 <= -0.435956
## -> class 1\|1 [0.695]
##
## Rule 20/132: (102.3/50.8, lift 8.0)
## PC1 > -0.430681
## PC12 > 2.36335
## PC79 <= -0.130122
## -> class 1\|1 [0.503]
##
## Rule 20/133: (177.4/93, lift 7.6)
## PC1 > 9.174034
## PC3 <= 0.09497605
## PC6 > -3.220215
## PC8 > -3.691019
## -> class 1\|1 [0.476]
##
## Rule 20/134: (132.8, lift 16.4)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC9 > -1.497579
## PC11 > 2.038316
## PC12 <= 2.36335
## PC16 <= 0.3594292
## -> class 1\|2 [0.993]
##
## Rule 20/135: (93.8, lift 16.4)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC11 > 2.038316
## PC45 <= -0.4031202
## -> class 1\|2 [0.990]
##
## Rule 20/136: (78.3, lift 16.3)
## PC2 <= 2.5099
## PC5 <= -6.396301
## PC6 > -3.220215
## PC16 > 0.3594292
## PC94 > -0.7493104
## -> class 1\|2 [0.988]
##
## Rule 20/137: (83.8, lift 16.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC11 <= -0.6417128
## PC12 <= 2.36335
## PC16 > 0.3594292
## PC38 <= 0.1618792
## PC43 > -0.5683967
## PC56 > -0.3528579
## PC68 <= 0.9922628
## -> class 1\|2 [0.988]
##
## Rule 20/138: (72.5, lift 16.3)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC8 <= 2.247697
## PC10 <= 1.753686
## PC12 > -1.937268
## PC16 > 0.3594292
## PC38 <= 0.1618792
## PC40 > 0.7768936
## -> class 1\|2 [0.987]
##
## Rule 20/139: (59.4, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > 1.738476
## PC12 <= 2.36335
## PC16 <= 0.3594292
## -> class 1\|2 [0.984]
##
## Rule 20/140: (105.3/1, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.29591
## PC3 > 0.09497605
## PC10 <= 1.753686
## PC12 > -1.937268
## PC16 > 0.3594292
## PC38 <= 0.1618792
## PC43 > -0.5683967
## PC44 <= 0.5674319
## PC61 > -0.2370328
## PC68 <= 0.9922628
## -> class 1\|2 [0.982]
##
## Rule 20/141: (47.1, lift 16.2)
## PC3 > 0.09497605
## PC11 > 2.038316
## PC12 <= 2.36335
## PC16 <= 0.3594292
## PC18 <= -0.4437454
## -> class 1\|2 [0.980]
##
## Rule 20/142: (156.2/2.2, lift 16.2)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC8 > 2.247697
## PC12 <= 2.36335
## PC16 > 0.3594292
## -> class 1\|2 [0.980]
##
## Rule 20/143: (45.6, lift 16.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC12 > -1.937268
## PC12 <= 2.36335
## PC16 > 0.3594292
## PC44 <= 0.5674319
## PC46 > 1.507801
## -> class 1\|2 [0.979]
##
## Rule 20/144: (45.5, lift 16.2)
## PC6 > 10.13219
## PC38 > 0.1618792
## -> class 1\|2 [0.979]
##
## Rule 20/145: (25.3, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC24 > 0.4023193
## -> class 1\|2 [0.963]
##
## Rule 20/146: (42.6/0.7, lift 15.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.691019
## PC38 > 0.1618792
## PC44 <= 0.5674319
## PC98 <= -0.7135239
## -> class 1\|2 [0.962]
##
## Rule 20/147: (23.9, lift 15.9)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 > 0.8575985
## PC16 > 0.3594292
## -> class 1\|2 [0.961]
##
## Rule 20/148: (128.6/4.6, lift 15.8)
## PC2 > 2.5099
## PC6 <= -3.673249
## PC15 > -1.599951
## PC16 > 0.9959877
## -> class 1\|2 [0.957]
##
## Rule 20/149: (19.4, lift 15.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -2.654427
## PC68 <= -1.511296
## -> class 1\|2 [0.953]
##
## Rule 20/150: (53.2/1.7, lift 15.7)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC10 > -0.2277466
## PC16 <= 0.3594292
## PC25 <= 0.6712267
## PC97 <= -1.045317
## -> class 1\|2 [0.950]
##
## Rule 20/151: (18, lift 15.7)
## PC2 <= 2.5099
## PC24 > 4.605997
## -> class 1\|2 [0.950]
##
## Rule 20/152: (16.9, lift 15.7)
## PC1 > -0.1814509
## PC8 > -3.691019
## PC94 > 1.787622
## -> class 1\|2 [0.947]
##
## Rule 20/153: (15, lift 15.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -2.654427
## PC16 <= 0.9959877
## PC83 <= -0.5520562
## -> class 1\|2 [0.941]
##
## Rule 20/154: (28.6/0.9, lift 15.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC11 <= 2.038316
## PC12 <= 2.36335
## PC16 <= 0.3594292
## PC47 > 1.121844
## -> class 1\|2 [0.939]
##
## Rule 20/155: (20.8/0.4, lift 15.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC10 > -0.2277466
## PC11 <= 2.038316
## PC12 <= 2.36335
## PC16 <= 0.3594292
## PC44 <= -0.572118
## PC74 > -1.909227
## -> class 1\|2 [0.937]
##
## Rule 20/156: (13.4, lift 15.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.765205
## PC16 <= 0.9959877
## PC63 <= -1.472456
## -> class 1\|2 [0.935]
##
## Rule 20/157: (79.2/4.6, lift 15.4)
## PC1 > -0.430681
## PC3 <= 0.09497605
## PC6 > -3.220215
## PC11 > 1.189303
## PC12 <= 2.36335
## PC20 > 0.005959935
## PC38 > 0.04219424
## PC71 > -0.9794831
## -> class 1\|2 [0.931]
##
## Rule 20/158: (16.1/0.3, lift 15.4)
## PC2 <= 2.5099
## PC16 > 8.685221
## PC44 <= 0.5674319
## -> class 1\|2 [0.927]
##
## Rule 20/159: (104.9/7.4, lift 15.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC12 <= 2.36335
## PC16 > 0.3594292
## PC68 > 0.9922628
## -> class 1\|2 [0.921]
##
## Rule 20/160: (42.6/4, lift 14.7)
## PC1 > -0.430681
## PC8 <= -3.691019
## PC19 <= -1.607163
## -> class 1\|2 [0.889]
##
## Rule 20/161: (6.7, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC41 > 0.3344701
## -> class 1\|2 [0.885]
##
## Rule 20/162: (6.7, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC22 <= -2.091307
## -> class 1\|2 [0.884]
##
## Rule 20/163: (68.1/10.3, lift 13.9)
## PC11 <= -0.6417128
## PC38 <= 0.1618792
## PC44 <= 0.5674319
## PC54 > 0.8107938
## PC57 > 0.4168252
## PC76 > 0.940635
## -> class 1\|2 [0.839]
##
## Rule 20/164: (29.1/4.8, lift 13.5)
## PC1 > -0.1814509
## PC3 > 0.09497605
## PC12 <= 2.36335
## PC19 > 2.720151
## PC74 > -1.909227
## -> class 1\|2 [0.814]
##
## Rule 20/165: (15.2/3.2, lift 12.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 <= 0.3594292
## PC91 <= -0.8076111
## -> class 1\|2 [0.753]
##
## Rule 20/166: (8.5/1.8, lift 12.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -3.220215
## PC16 > 0.3594292
## PC30 <= -0.3951567
## PC38 > 0.1618792
## -> class 1\|2 [0.728]
##
## Rule 20/167: (13.4/6, lift 9.1)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC3 > 0.5671026
## PC84 <= -0.3362926
## -> class 1\|2 [0.549]
##
## Rule 20/168: (69, lift 17.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.796835
## PC6 > -3.673249
## PC16 > 0.9959877
## PC24 <= 0.4023193
## PC41 <= 0.3344701
## -> class 1\|3 [0.986]
##
## Rule 20/169: (92.2/2, lift 17.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC8 > -3.691019
## PC9 <= -1.497579
## PC16 <= 0.3594292
## PC18 > -0.4437454
## PC45 > -0.4031202
## -> class 1\|3 [0.968]
##
## Rule 20/170: (5.4, lift 15.2)
## PC5 <= -6.396301
## PC6 > -3.220215
## PC94 <= -0.7493104
## -> class 1\|3 [0.864]
##
## Rule 20/171: (4.2, lift 14.7)
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC3 > 0.5671026
## PC14 <= 0.5902118
## PC33 > 0.01138587
## -> class 1\|3 [0.838]
##
## Rule 20/172: (9.6/1.1, lift 14.3)
## PC2 > 2.5099
## PC6 <= -3.673249
## PC15 <= -1.599951
## -> class 1\|3 [0.817]
##
## Rule 20/173: (849.3/323, lift 10.9)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > 0.3542223
## PC5 > -6.396301
## PC8 <= 2.247697
## PC12 <= 2.36335
## PC16 > 0.3594292
## -> class 1\|3 [0.619]
##
## Rule 20/174: (12/4.4, lift 10.8)
## PC1 > -0.430681
## PC6 > -3.220215
## PC12 > 2.36335
## PC70 <= -0.3503882
## -> class 1\|3 [0.617]
##
## Rule 20/175: (75.1, lift 13.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC10 <= -0.1320915
## PC68 > 1.243287
## -> class 2\|0 [0.987]
##
## Rule 20/176: (27.2/0.4, lift 13.2)
## PC1 <= -0.430681
## PC8 > 0.4910623
## PC10 > -0.1320915
## PC18 > -0.604198
## PC29 <= 0.3459832
## PC31 <= -0.3620278
## PC44 > 0.6074791
## -> class 2\|0 [0.953]
##
## Rule 20/177: (13.5, lift 13.0)
## PC1 > -0.1814509
## PC1 <= 16.45006
## PC2 <= 2.5099
## PC6 <= -3.220215
## PC63 <= 0.01857104
## PC68 <= 2.338369
## PC71 <= -0.3947917
## -> class 2\|0 [0.936]
##
## Rule 20/178: (51.7/2.5, lift 12.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 <= -0.1320915
## PC83 > 0.3051622
## -> class 2\|0 [0.934]
##
## Rule 20/179: (13.2, lift 12.9)
## PC1 <= -0.430681
## PC8 > 0.4910623
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC10 <= -0.05435297
## PC22 > -0.7661651
## PC44 > 0.6074791
## -> class 2\|0 [0.934]
##
## Rule 20/180: (50.8/3.5, lift 12.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 <= -0.1320915
## PC34 > -0.4251436
## PC55 <= -0.6683735
## -> class 2\|0 [0.914]
##
## Rule 20/181: (54/10.5, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 <= -0.1320915
## PC34 <= -0.4251436
## -> class 2\|0 [0.795]
##
## Rule 20/182: (49.2/14.2, lift 9.7)
## PC1 > -0.1814509
## PC3 <= 0.09497605
## PC6 > -3.220215
## PC8 > 0.05853367
## PC20 <= 0.005959935
## -> class 2\|0 [0.704]
##
## Rule 20/183: (1335.3/814.7, lift 5.4)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## -> class 2\|0 [0.390]
##
## Rule 20/184: (1951/1218.3, lift 5.2)
## PC8 > 2.35718
## -> class 2\|0 [0.376]
##
## Rule 20/185: (159.9, lift 9.4)
## PC1 <= -0.430681
## PC8 > 2.35718
## PC42 > -0.4168515
## PC45 > -0.1582991
## PC60 <= -0.4655866
## PC86 <= 0.2565213
## -> class 2\|1 [0.994]
##
## Rule 20/186: (372/1.6, lift 9.4)
## PC1 <= -0.430681
## PC8 > 2.35718
## PC20 > -0.0214092
## PC21 <= 2.290947
## PC23 <= 1.600178
## PC32 <= 1.867014
## PC90 <= 0.8417006
## -> class 2\|1 [0.993]
##
## Rule 20/187: (106.4, lift 9.3)
## PC1 <= -0.430681
## PC8 > 1.582128
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC22 > -1.809871
## PC29 <= 0.164076
## PC32 <= 0.3221932
## PC44 <= 0.6074791
## PC81 <= 0.2532581
## -> class 2\|1 [0.991]
##
## Rule 20/188: (109.2, lift 9.3)
## PC8 > 2.35718
## PC12 <= -1.731584
## PC60 > -0.4655866
## -> class 2\|1 [0.991]
##
## Rule 20/189: (131.5/0.2, lift 9.3)
## PC1 <= -0.430681
## PC8 > 2.35718
## PC19 > 0.9190619
## PC42 > -0.4168515
## -> class 2\|1 [0.991]
##
## Rule 20/190: (85, lift 9.3)
## PC1 <= 16.45006
## PC2 <= 2.5099
## PC6 <= -3.220215
## PC8 > -3.691019
## PC44 > 0.6049024
## PC63 > 0.01857104
## PC90 <= 0.7072237
## -> class 2\|1 [0.989]
##
## Rule 20/191: (78, lift 9.3)
## PC1 <= -0.430681
## PC8 > 2.35718
## PC56 > 0.5350927
## -> class 2\|1 [0.988]
##
## Rule 20/192: (134.8/1.1, lift 9.3)
## PC1 <= -0.430681
## PC7 <= 1.833214
## PC8 > 2.35718
## PC94 > 0.6375489
## -> class 2\|1 [0.984]
##
## Rule 20/193: (94/0.7, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC34 > 0.7806028
## PC56 > -0.2942855
## -> class 2\|1 [0.983]
##
## Rule 20/194: (229.4/3.2, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 <= -0.1320915
## PC20 <= 0.224894
## PC34 > -0.4251436
## PC36 > -0.1523091
## PC55 > -0.6683735
## PC72 <= 0.6482056
## PC73 <= 0.3575862
## PC83 <= 0.3051622
## PC92 <= 0.3058287
## -> class 2\|1 [0.982]
##
## Rule 20/195: (54.6, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC46 > -0.7242223
## PC60 <= -1.92327
## -> class 2\|1 [0.981]
##
## Rule 20/196: (155.6/2.1, lift 9.2)
## PC4 > -0.2334258
## PC4 <= 0.25686
## PC8 > 0.05177427
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC22 > -1.809871
## PC32 > 0.3221932
## PC44 <= 0.6074791
## PC48 > -0.3006407
## PC56 > -0.1753164
## PC93 <= 0.653926
## -> class 2\|1 [0.981]
##
## Rule 20/197: (45.4, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= -0.4762218
## PC8 > -0.2273773
## PC8 <= 2.35718
## -> class 2\|1 [0.979]
##
## Rule 20/198: (35.3, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC10 > -0.1320915
## PC44 <= 0.6074791
## PC60 > 1.662068
## -> class 2\|1 [0.973]
##
## Rule 20/199: (50.8/0.4, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC12 > 4.619146
## PC73 <= -1.171701
## -> class 2\|1 [0.973]
##
## Rule 20/200: (33.5, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC38 > 0.978694
## -> class 2\|1 [0.972]
##
## Rule 20/201: (32.9, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC44 <= 0.6074791
## PC46 > -0.7242223
## PC100 <= -1.093934
## -> class 2\|1 [0.971]
##
## Rule 20/202: (52/0.8, lift 9.1)
## PC1 <= -0.430681
## PC8 > 2.35718
## PC8 <= 2.830229
## PC15 > 0.5307523
## PC42 > -0.4168515
## PC54 > -2.008829
## -> class 2\|1 [0.967]
##
## Rule 20/203: (86.1/2.4, lift 9.1)
## PC2 <= 2.5099
## PC6 <= 1.302703
## PC8 > -0.2273773
## PC10 > -0.1320915
## PC22 > -1.809871
## PC29 <= 0.164076
## PC32 <= 0.3221932
## PC59 > 0.5363603
## PC60 > -1.92327
## -> class 2\|1 [0.962]
##
## Rule 20/204: (22.4, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC29 > 0.164076
## PC44 <= 0.6074791
## PC46 > -0.7242223
## PC90 > 0.4280455
## -> class 2\|1 [0.959]
##
## Rule 20/205: (19.9, lift 9.0)
## PC8 > -3.393956
## PC9 > 11.4065
## PC45 <= -0.1188903
## PC57 > -0.1242303
## -> class 2\|1 [0.954]
##
## Rule 20/206: (19.3, lift 9.0)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC19 <= -2.222144
## PC22 > -1.809871
## PC44 <= 0.6074791
## -> class 2\|1 [0.953]
##
## Rule 20/207: (81.6/2.9, lift 9.0)
## PC4 <= 0.25686
## PC8 > 0.4910623
## PC8 <= 2.35718
## PC10 > -0.05435297
## PC22 > -0.7661651
## PC29 <= 0.3459832
## PC31 > -0.3620278
## PC44 > 0.6074791
## -> class 2\|1 [0.953]
##
## Rule 20/208: (18, lift 8.9)
## PC1 <= -0.430681
## PC8 > 2.35718
## PC71 > 0.9115143
## -> class 2\|1 [0.950]
##
## Rule 20/209: (264.4/12.5, lift 8.9)
## PC1 <= -0.430681
## PC8 > 2.35718
## PC14 > -1.796703
## PC33 <= 0.4907209
## PC42 <= -0.4168515
## PC80 > -0.5326662
## -> class 2\|1 [0.949]
##
## Rule 20/210: (16.1, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC32 <= 0.3221932
## PC44 <= 0.6074791
## PC46 <= -0.7242223
## PC56 > -0.2942855
## -> class 2\|1 [0.942]
##
## Rule 20/211: (77.4/4.2, lift 8.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= 1.302703
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC37 > 0.1903535
## PC44 <= 0.6074791
## PC56 > -0.2942855
## PC87 > -0.5454791
## PC87 <= 0.2906899
## -> class 2\|1 [0.934]
##
## Rule 20/212: (40.1/1.9, lift 8.8)
## PC8 > -0.2273773
## PC31 > 1.688982
## PC56 > -0.2942855
## PC60 > -1.92327
## -> class 2\|1 [0.930]
##
## Rule 20/213: (46.4/2.7, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC19 <= 0.9190619
## PC20 <= -0.0214092
## PC54 <= -2.008829
## PC71 <= 0.9115143
## PC94 <= 0.6375489
## -> class 2\|1 [0.923]
##
## Rule 20/214: (27.8/2, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 <= 2.037786
## PC34 > 0.6044881
## PC57 <= -0.1242303
## -> class 2\|1 [0.901]
##
## Rule 20/215: (134.9/12.9, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC40 <= 0.09058216
## PC44 <= 0.6074791
## PC56 <= -0.2942855
## PC95 <= 0.337276
## PC100 > -0.7162846
## -> class 2\|1 [0.899]
##
## Rule 20/216: (21.5/1.4, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC22 <= -0.7661651
## PC44 > 0.6074791
## PC84 > 0.2782282
## -> class 2\|1 [0.897]
##
## Rule 20/217: (59.9/5.5, lift 8.4)
## PC2 <= 2.5099
## PC4 > -0.4762218
## PC4 <= 0.25686
## PC6 <= 1.302703
## PC8 > -0.2273773
## PC10 > -0.1320915
## PC32 <= 0.3221932
## PC39 <= -0.1683943
## PC44 <= 0.6074791
## PC46 > -0.7242223
## PC56 > -0.2942855
## PC87 > -0.5454791
## PC87 <= 0.2906899
## -> class 2\|1 [0.894]
##
## Rule 20/218: (65.5/6.2, lift 8.4)
## PC1 <= -0.430681
## PC8 > 2.35718
## PC9 <= -1.731228
## PC75 > 0.28322
## -> class 2\|1 [0.894]
##
## Rule 20/219: (7.2, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC22 > -1.809871
## PC22 <= -1.803254
## -> class 2\|1 [0.891]
##
## Rule 20/220: (83/8.5, lift 8.4)
## PC2 <= 2.5099
## PC4 > -0.4762218
## PC4 <= 0.25686
## PC6 <= 1.302703
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC22 > -1.809871
## PC29 <= 0.164076
## PC32 <= 0.3221932
## PC56 > -0.2942855
## PC81 > -0.566759
## PC87 > 0.2906899
## -> class 2\|1 [0.889]
##
## Rule 20/221: (36.4/3.3, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC18 > -0.604198
## PC56 > -0.2942855
## PC100 > 1.709504
## -> class 2\|1 [0.888]
##
## Rule 20/222: (43.3/4.7, lift 8.2)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC56 > 0.2645048
## PC83 <= 0.04517023
## -> class 2\|1 [0.874]
##
## Rule 20/223: (28/3.7, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 <= 11.4065
## PC57 > -0.1242303
## PC60 <= 2.52162
## PC63 > 0.05082405
## PC86 > 0.9986027
## -> class 2\|1 [0.843]
##
## Rule 20/224: (34.1/5.4, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > 0.25686
## PC8 > -0.2273773
## -> class 2\|1 [0.824]
##
## Rule 20/225: (24.7/8.8, lift 5.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -1.439273
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 > -2.848473
## PC57 > -0.1242303
## -> class 2\|1 [0.631]
##
## Rule 20/226: (264.9/0.8, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC12 <= 4.619146
## PC15 <= 3.836274
## PC19 > -2.848473
## PC26 > -2.241416
## PC32 <= 1.917393
## PC33 <= 0.3863824
## PC44 <= -0.5666348
## PC53 <= 2.09628
## PC57 <= -0.1242303
## PC76 <= 0.6715252
## -> class 2\|2 [0.993]
##
## Rule 20/227: (64, lift 10.8)
## PC3 > -1.439273
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 > 11.4065
## PC32 <= 1.590739
## PC45 > -0.1188903
## PC57 > -0.1242303
## -> class 2\|2 [0.985]
##
## Rule 20/228: (60.7, lift 10.8)
## PC1 <= -0.430681
## PC3 > -1.439273
## PC7 > -1.31561
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 > -4.669395
## PC12 <= 4.16538
## PC19 > -2.848473
## PC32 <= 1.590739
## PC34 <= 0.8711041
## PC35 <= 1.038348
## PC57 > -0.1242303
## PC57 <= 0.04143316
## PC63 > 0.05082405
## -> class 2\|2 [0.984]
##
## Rule 20/229: (58.4/0.2, lift 10.8)
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC12 <= 4.619146
## PC19 > -2.848473
## PC35 <= 1.038348
## PC60 <= 2.52162
## PC63 > 0.05082405
## PC65 <= -0.999844
## -> class 2\|2 [0.981]
##
## Rule 20/230: (35.3, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC29 <= 0.2792483
## PC34 > 0.1591562
## PC44 <= -0.7164707
## PC48 <= 0.2803785
## PC57 > -0.1242303
## -> class 2\|2 [0.973]
##
## Rule 20/231: (264.2/6.5, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC12 <= 4.619146
## PC15 <= 3.836274
## PC26 > -2.241416
## PC32 <= 1.917393
## PC33 <= 0.3863824
## PC34 <= 0.6044881
## PC35 <= 0.7510934
## PC53 <= 2.09628
## PC57 <= -0.1242303
## PC76 <= 0.6715252
## -> class 2\|2 [0.972]
##
## Rule 20/232: (31.8, lift 10.7)
## PC1 > -0.430681
## PC1 <= 9.174034
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC6 > -3.220215
## PC8 > -3.691019
## PC8 <= 0.05853367
## PC20 <= 0.005959935
## PC30 > -0.01650072
## -> class 2\|2 [0.970]
##
## Rule 20/233: (147.9/3.5, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > -0.5342247
## PC8 <= -0.2273773
## PC13 > -0.3736302
## PC19 > -2.848473
## PC32 <= 1.590739
## PC44 <= -0.7164707
## PC48 <= 0.2803785
## -> class 2\|2 [0.970]
##
## Rule 20/234: (30.4, lift 10.7)
## PC1 <= -0.430681
## PC8 <= -0.2273773
## PC19 > 2.037786
## PC34 > 0.6044881
## PC57 <= -0.1242303
## -> class 2\|2 [0.969]
##
## Rule 20/235: (178.2/4.7, lift 10.6)
## PC1 <= -0.430681
## PC4 <= 0.25686
## PC6 > 1.302703
## PC8 > -0.2273773
## PC8 <= 1.821823
## PC31 <= 1.688982
## PC32 <= 0.3221932
## PC46 > -0.7242223
## PC100 <= 1.709504
## -> class 2\|2 [0.968]
##
## Rule 20/236: (36.5/0.3, lift 10.6)
## PC2 <= 2.5099
## PC4 <= 0.25686
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC22 <= -0.7661651
## PC44 > 0.6074791
## PC84 <= 0.2782282
## -> class 2\|2 [0.967]
##
## Rule 20/237: (50.5/1, lift 10.6)
## PC2 <= 2.5099
## PC3 > -1.439273
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC44 > -0.7164707
## PC63 <= 0.05082405
## PC94 <= -1.620418
## -> class 2\|2 [0.962]
##
## Rule 20/238: (19.2, lift 10.5)
## PC1 > -0.430681
## PC1 <= 9.174034
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC8 > -3.691019
## PC30 <= -0.01650072
## PC64 > 0.842217
## -> class 2\|2 [0.953]
##
## Rule 20/239: (19.1, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC12 <= 4.619146
## PC13 <= -0.3736302
## PC32 <= 1.590739
## PC34 <= 0.1591562
## PC44 <= -0.7164707
## PC48 <= 0.2803785
## PC63 <= 0.05082405
## -> class 2\|2 [0.952]
##
## Rule 20/240: (18.9/0.2, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.439273
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC29 > 0.2792483
## PC53 > 0.3247325
## -> class 2\|2 [0.944]
##
## Rule 20/241: (76.4/4.4, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.439273
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC32 <= 1.590739
## PC48 > 0.2803785
## PC57 > -0.1242303
## PC63 <= 0.05082405
## PC89 <= 0.1459328
## -> class 2\|2 [0.931]
##
## Rule 20/242: (10.2, lift 10.1)
## PC1 > -0.430681
## PC1 <= -0.1814509
## PC2 <= -3.378576
## PC56 <= 0.2645048
## PC83 <= 0.04517023
## -> class 2\|2 [0.918]
##
## Rule 20/243: (166/14.8, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > -1.31561
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 > -4.669395
## PC12 <= 4.619146
## PC29 <= 0.2792483
## PC32 <= 0.4385756
## PC34 <= 0.8711041
## PC35 <= 1.038348
## PC52 <= 0.155419
## PC54 <= 1.036056
## PC57 > -0.1242303
## PC62 > -0.8809844
## PC63 > 0.05082405
## PC71 <= 0.3206535
## PC96 > -1.043172
## -> class 2\|2 [0.906]
##
## Rule 20/244: (8.5, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC32 > 1.579936
## PC32 <= 1.590739
## -> class 2\|2 [0.904]
##
## Rule 20/245: (17/0.9, lift 9.9)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 <= -2.848473
## PC60 <= -0.2710989
## -> class 2\|2 [0.899]
##
## Rule 20/246: (14.5/0.9, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC32 > 1.590739
## PC90 <= -0.4796296
## -> class 2\|2 [0.884]
##
## Rule 20/247: (5.9, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC10 <= -0.1320915
## PC20 > 0.224894
## -> class 2\|2 [0.874]
##
## Rule 20/248: (62.2/7.2, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 > -2.614478
## PC19 > -2.848473
## PC31 > -0.7073842
## PC32 <= 1.590739
## PC44 > -0.7164707
## PC63 <= 0.05082405
## PC82 > 0.1109711
## -> class 2\|2 [0.873]
##
## Rule 20/249: (17.5/3.1, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC22 <= -2.560901
## PC46 > 0.413817
## -> class 2\|2 [0.791]
##
## Rule 20/250: (34.8/7.4, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= -1.31561
## PC8 > -3.393956
## PC32 <= 1.590739
## PC57 > -0.1242303
## -> class 2\|2 [0.772]
##
## Rule 20/251: (1356.6/688.9, lift 5.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= 0.25686
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC18 > -0.604198
## PC44 <= 0.6074791
## -> class 2\|2 [0.492]
##
## Rule 20/252: (111.2/61.4, lift 4.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC44 <= 0.6074791
## PC100 <= -0.7162846
## -> class 2\|2 [0.449]
##
## Rule 20/253: (821.9/601.4, lift 3.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC55 > -0.6683735
## PC72 > 0.6482056
## -> class 2\|2 [0.269]
##
## Rule 20/254: (6541.1/5572.1, lift 1.6)
## PC8 <= -0.2273773
## PC34 <= 0.8711041
## -> class 2\|2 [0.148]
##
## Rule 20/255: (152.7, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > -1.31561
## PC8 <= -0.2273773
## PC9 <= 11.4065
## PC11 > -2.614478
## PC19 > -2.848473
## PC31 <= -0.7073842
## PC32 <= 1.590739
## PC43 > -0.9166617
## PC48 <= 0.2803785
## PC57 > -0.1242303
## PC94 > -1.620418
## -> class 2\|3 [0.994]
##
## Rule 20/256: (138, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC53 <= 2.482198
## PC74 <= -0.8870361
## -> class 2\|3 [0.993]
##
## Rule 20/257: (123.6, lift 8.6)
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 > -4.669395
## PC11 <= -2.614478
## PC19 > -2.848473
## PC22 <= -0.3881056
## PC57 > -0.1242303
## PC63 <= 0.05082405
## PC80 <= 0.6543869
## -> class 2\|3 [0.992]
##
## Rule 20/258: (102.9, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC45 > 0.1517099
## PC85 <= 0.1748962
## -> class 2\|3 [0.990]
##
## Rule 20/259: (90.9, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC40 <= 0.7687145
## PC96 > 0.2890086
## -> class 2\|3 [0.989]
##
## Rule 20/260: (70.4, lift 8.5)
## PC1 <= -0.430681
## PC7 <= -0.5342247
## PC13 > -0.3736302
## PC19 > -2.848473
## PC32 <= 1.579936
## PC34 <= 0.1591562
## PC44 <= -0.7164707
## PC48 <= 0.2803785
## PC57 > -0.1242303
## PC63 <= 0.05082405
## -> class 2\|3 [0.986]
##
## Rule 20/261: (76.2/0.3, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC32 > 0.4385756
## PC32 <= 1.590739
## PC57 > 0.04143316
## PC63 > 0.05082405
## PC65 > -0.999844
## PC71 <= 0.3206535
## -> class 2\|3 [0.983]
##
## Rule 20/262: (53.9, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC9 <= 11.4065
## PC48 <= 0.2803785
## PC57 > -0.1242303
## PC65 > 0.9571004
## PC94 > -1.620418
## PC99 > -0.1292467
## -> class 2\|3 [0.982]
##
## Rule 20/263: (47.4/0.3, lift 8.4)
## PC1 <= -0.430681
## PC3 > -1.439273
## PC8 <= -0.2273773
## PC19 > -2.848473
## PC54 > 1.036056
## PC57 > -0.1242303
## PC63 > 0.05082405
## PC65 > -0.999844
## -> class 2\|3 [0.973]
##
## Rule 20/264: (258.6/7.7, lift 8.4)
## PC1 <= -0.430681
## PC7 > -1.31561
## PC8 <= -0.2273773
## PC9 <= 11.4065
## PC11 > -2.614478
## PC28 > -0.1430286
## PC29 > 0.07000437
## PC29 <= 0.2792483
## PC34 <= 0.845658
## PC43 > -0.9166617
## PC44 > -0.7164707
## PC48 <= 0.2803785
## PC57 > -0.1242303
## PC61 <= 1.582484
## PC63 <= 0.05082405
## PC82 <= 0.1109711
## -> class 2\|3 [0.967]
##
## Rule 20/265: (440.2/17.3, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > -1.31561
## PC8 <= -0.2273773
## PC9 <= 11.4065
## PC11 > -2.614478
## PC19 > -2.848473
## PC28 > -0.1430286
## PC28 <= 0.01113544
## PC29 <= 0.2792483
## PC43 > -0.9166617
## PC44 > -0.7164707
## PC48 <= 0.2803785
## PC57 > -0.1242303
## PC61 <= 1.582484
## PC63 <= 0.05082405
## PC65 <= 0.9571004
## PC82 <= 0.1109711
## PC94 > -1.620418
## -> class 2\|3 [0.959]
##
## Rule 20/266: (46.6/1.1, lift 8.3)
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC12 > 4.619146
## PC73 > -1.171701
## -> class 2\|3 [0.957]
##
## Rule 20/267: (52.5/1.8, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC9 <= 11.4065
## PC17 <= -0.4170254
## PC29 > 0.2792483
## PC53 <= 0.3247325
## PC57 > -0.1242303
## -> class 2\|3 [0.948]
##
## Rule 20/268: (42.1/2.1, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 0.4910623
## PC10 > -0.1320915
## PC10 <= 0.4970475
## PC22 > -0.7661651
## PC44 > 0.6074791
## -> class 2\|3 [0.929]
##
## Rule 20/269: (53.6/3.2, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC12 <= 4.619146
## PC19 > -2.848473
## PC26 <= -2.241416
## PC32 <= 1.917393
## PC33 <= 0.3863824
## -> class 2\|3 [0.924]
##
## Rule 20/270: (10.9, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC57 > 0.04143316
## PC62 <= -0.8809844
## PC63 > 0.05082405
## PC65 > -0.999844
## -> class 2\|3 [0.923]
##
## Rule 20/271: (67.5/4.4, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC12 <= 4.619146
## PC29 <= 0.2792483
## PC32 <= 1.590739
## PC57 > 0.04143316
## PC63 > 0.05082405
## PC65 > -0.999844
## PC71 > 0.3206535
## PC86 <= 0.9986027
## -> class 2\|3 [0.922]
##
## Rule 20/272: (33.6/2.8, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC9 <= 11.4065
## PC12 <= 4.619146
## PC29 <= 0.2792483
## PC32 <= 0.4385756
## PC52 > 0.155419
## PC57 > 0.04143316
## PC62 > -0.8809844
## PC71 <= 0.3206535
## -> class 2\|3 [0.892]
##
## Rule 20/273: (69.7/11.4, lift 7.2)
## PC1 > -0.430681
## PC1 <= 9.174034
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC6 > -3.220215
## PC8 > -3.691019
## PC8 <= 0.05853367
## PC30 <= -0.01650072
## PC58 > -0.4834135
## -> class 2\|3 [0.827]
##
## Rule 20/274: (15.9/3.8, lift 6.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC33 <= 0.3863824
## PC34 <= 0.6044881
## PC53 > 2.09628
## -> class 2\|3 [0.733]
##
## Rule 20/275: (15.8/4.1, lift 6.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.35718
## PC10 > -0.1320915
## PC40 > 0.09058216
## PC44 <= 0.6074791
## PC56 <= -0.2942855
## -> class 2\|3 [0.715]
##
## Rule 20/276: (21/8.6, lift 5.0)
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC3 > 0.5671026
## PC14 > 0.5902118
## PC84 > -0.3362926
## -> class 2\|3 [0.584]
##
## Rule 20/277: (1322.3/635.4, lift 4.5)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC11 > -4.669395
## -> class 2\|3 [0.519]
##
## Rule 20/278: (12129.3/9822.4, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.190]
##
## Rule 20/279: (133.6, lift 19.4)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC12 > -0.966478
## PC31 <= 1.359029
## PC40 > 0.7687145
## PC52 > -0.2141742
## PC79 <= 0.2562573
## -> class 2\|4 [0.992]
##
## Rule 20/280: (113.7, lift 19.4)
## PC1 <= -0.430681
## PC11 <= -4.669395
## -> class 2\|4 [0.991]
##
## Rule 20/281: (69.2, lift 19.3)
## PC8 <= -3.393956
## PC53 > 2.482198
## -> class 2\|4 [0.986]
##
## Rule 20/282: (71.6, lift 19.3)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 <= -2.848473
## PC56 <= 0.04797471
## PC68 > 1.350311
## PC89 <= 0.4668681
## -> class 2\|4 [0.985]
##
## Rule 20/283: (144.9/1.8, lift 19.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC11 <= -2.614478
## PC22 > -0.3881056
## PC34 <= 0.8711041
## PC57 > -0.1242303
## PC63 <= 0.05082405
## -> class 2\|4 [0.981]
##
## Rule 20/284: (167/4.3, lift 18.9)
## PC6 <= 0.1887085
## PC8 <= -3.393956
## PC12 > -0.966478
## PC12 <= 2.715679
## PC26 <= 3.239936
## PC36 <= 0.9121976
## PC41 <= 0.06849004
## PC46 <= 0.413817
## PC52 > -0.2141742
## PC53 > -0.4796969
## PC74 > -0.8870361
## PC83 <= 0.2993848
## PC85 > 0.1748962
## PC86 <= 0.7471446
## PC92 <= 0.1440777
## PC94 <= 0.8244115
## -> class 2\|4 [0.969]
##
## Rule 20/285: (34.9/0.4, lift 18.8)
## PC8 <= -0.2273773
## PC29 <= 0.2792483
## PC34 <= 0.8711041
## PC48 <= 0.2803785
## PC57 > -0.1242303
## PC63 <= 0.05082405
## PC65 > 0.9571004
## PC99 <= -0.1292467
## -> class 2\|4 [0.962]
##
## Rule 20/286: (57.5/2.1, lift 18.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.691019
## PC19 > -1.607163
## PC57 > 0.02752472
## -> class 2\|4 [0.948]
##
## Rule 20/287: (259.6/13, lift 18.5)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC22 > -1.900676
## PC31 <= 1.359029
## PC46 <= 0.413817
## PC74 > -0.8870361
## PC76 > -1.182614
## PC79 <= 0.2562573
## PC83 > 0.2993848
## PC94 <= 0.8244115
## -> class 2\|4 [0.946]
##
## Rule 20/288: (23.1/0.4, lift 18.5)
## PC1 > -0.430681
## PC1 <= 9.174034
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC8 <= 0.05853367
## PC20 <= 0.005959935
## PC58 <= -0.4834135
## -> class 2\|4 [0.944]
##
## Rule 20/289: (166.9/13, lift 17.9)
## PC6 <= 0.1887085
## PC8 <= -3.393956
## PC12 > -0.966478
## PC12 <= 2.715679
## PC22 > -1.900676
## PC28 > -0.09491303
## PC41 <= 0.06849004
## PC45 <= 0.1517099
## PC46 <= 0.413817
## PC52 > -0.2141742
## PC53 > -0.4796969
## PC76 > -0.01468494
## PC92 <= 0.1440777
## PC94 <= 0.8244115
## PC95 <= 0.6441998
## PC96 <= 0.2890086
## -> class 2\|4 [0.917]
##
## Rule 20/290: (19.6/1.2, lift 17.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 > -2.848473
## PC32 > 1.590739
## PC57 > -0.1242303
## PC65 > 0.06497011
## -> class 2\|4 [0.899]
##
## Rule 20/291: (46.6/9.3, lift 15.4)
## PC1 <= -0.430681
## PC3 > -1.439273
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC17 > -0.4170254
## PC29 > 0.2792483
## PC53 <= 0.3247325
## PC57 > -0.1242303
## -> class 2\|4 [0.788]
##
## Default class: 2\|3
##
## ----- Trial 21: -----
##
## Rules:
##
## Rule 21/1: (63.6/0.2, lift 13.6)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC22 > -0.3249777
## PC25 <= 1.854754
## PC32 > -1.255822
## PC86 <= -2.609307
## PC88 <= 2.88609
## -> class 0\|0 [0.982]
##
## Rule 21/2: (26.1, lift 13.4)
## PC4 <= -8.071015
## PC18 > -0.4683644
## PC28 <= -1.790785
## PC31 > -0.04374787
## -> class 0\|0 [0.964]
##
## Rule 21/3: (232/9.3, lift 13.2)
## PC1 <= -0.3828262
## PC2 > 2.5099
## PC4 <= 7.167978
## PC14 > 0.3358679
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC22 > -0.3249777
## PC32 > -1.255822
## PC41 <= 0.5272107
## PC53 <= 0.4935935
## PC64 > -1.096547
## PC77 > -0.2246178
## PC87 <= 0.1198898
## -> class 0\|0 [0.956]
##
## Rule 21/4: (20.6, lift 13.2)
## PC14 > -1.775794
## PC18 > 7.844146
## -> class 0\|0 [0.956]
##
## Rule 21/5: (21/0.2, lift 13.1)
## PC14 > -1.775794
## PC14 <= 0.2774475
## PC18 > 3.597938
## PC22 <= -0.3249777
## -> class 0\|0 [0.946]
##
## Rule 21/6: (70.2/3, lift 13.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.775794
## PC14 <= 0.3358679
## PC18 > -0.4683644
## PC22 > -0.3249777
## PC86 <= -1.308791
## PC88 <= 2.88609
## -> class 0\|0 [0.945]
##
## Rule 21/7: (57.4/9.8, lift 11.3)
## PC2 > 2.5099
## PC3 > -1.889242
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC68 > -0.3160464
## PC69 > 0.5597457
## -> class 0\|0 [0.818]
##
## Rule 21/8: (32.5/6.7, lift 10.8)
## PC18 > 3.597938
## PC21 > -0.06854753
## PC22 <= -0.3249777
## -> class 0\|0 [0.777]
##
## Rule 21/9: (1473.9/446.7, lift 9.6)
## PC5 <= 2.21752
## PC18 > 2.129967
## PC22 > -0.3249777
## PC25 <= 1.854754
## PC32 > -1.255822
## PC56 <= 1.217546
## PC88 <= 2.88609
## -> class 0\|0 [0.697]
##
## Rule 21/10: (89.9, lift 12.0)
## PC4 > 7.272528
## PC11 > 0.03986269
## PC14 > -1.775794
## PC18 > 2.129967
## PC63 <= 0.8334977
## PC74 <= 2.396293
## PC88 <= 2.88609
## -> class 0\|1 [0.989]
##
## Rule 21/11: (67.3/0.2, lift 11.9)
## PC14 > -1.775794
## PC18 > -0.4683644
## PC22 > -0.3249777
## PC25 > 1.854754
## -> class 0\|1 [0.983]
##
## Rule 21/12: (127.5/1.5, lift 11.9)
## PC4 <= -8.071015
## PC22 > -0.3249777
## PC27 > -1.770006
## PC31 <= -0.04374787
## PC37 <= 1.155283
## PC53 > -0.8627635
## -> class 0\|1 [0.980]
##
## Rule 21/13: (46.4, lift 11.9)
## PC2 > 2.5099
## PC3 > -1.889242
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC22 <= -0.3249777
## PC68 > -0.3160464
## PC69 <= 0.5597457
## -> class 0\|1 [0.979]
##
## Rule 21/14: (44.6, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > 0.3358679
## PC41 > 0.5272107
## PC53 <= 0.4935935
## PC86 > -2.609307
## -> class 0\|1 [0.979]
##
## Rule 21/15: (136.9/2.5, lift 11.8)
## PC2 > 2.5099
## PC14 > -1.775794
## PC18 > -0.4683644
## PC18 <= 7.844146
## PC19 <= 0.04596939
## PC22 > -0.3249777
## PC32 > -0.7383942
## PC56 > 1.217546
## PC72 <= 0.5315608
## PC88 <= 2.88609
## -> class 0\|1 [0.975]
##
## Rule 21/16: (247.3/6.6, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 1.992201
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC22 > -0.07511854
## PC56 <= 1.217546
## PC86 > -1.308791
## -> class 0\|1 [0.969]
##
## Rule 21/17: (134.6/3.5, lift 11.7)
## PC5 <= 3.10482
## PC11 > -0.2247504
## PC14 > 0.2774475
## PC18 > 3.597938
## PC21 <= -0.06854753
## PC22 <= -0.3249777
## -> class 0\|1 [0.967]
##
## Rule 21/18: (27.9, lift 11.7)
## PC1 > -0.3828262
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.129967
## -> class 0\|1 [0.967]
##
## Rule 21/19: (89.3/2, lift 11.7)
## PC4 > 7.167978
## PC14 > 0.3358679
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC53 <= 0.4935935
## PC56 <= 1.217546
## PC86 > -2.609307
## -> class 0\|1 [0.967]
##
## Rule 21/20: (79.9/1.8, lift 11.7)
## PC4 > 7.272528
## PC14 > -1.775794
## PC18 > 2.129967
## PC24 <= 1.468054
## PC63 <= 0.8334977
## PC81 <= 1.144864
## PC88 <= 2.88609
## -> class 0\|1 [0.966]
##
## Rule 21/21: (27.7, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.775794
## PC18 > -0.4683644
## PC22 > -0.3249777
## PC56 <= 1.217546
## PC74 > 2.396293
## -> class 0\|1 [0.966]
##
## Rule 21/22: (40.4/0.5, lift 11.7)
## PC4 <= 7.272528
## PC18 > 2.129967
## PC25 <= -0.3166765
## PC32 > -1.255822
## PC62 > -1.128139
## PC78 > -0.3495587
## PC99 <= 0.3800762
## -> class 0\|1 [0.964]
##
## Rule 21/23: (57.5/1.2, lift 11.7)
## PC9 > -0.5371005
## PC18 > 2.129967
## PC18 <= 2.686299
## PC27 > -1.310485
## PC28 <= -0.4820883
## PC62 > -1.128139
## -> class 0\|1 [0.964]
##
## Rule 21/24: (29/0.2, lift 11.6)
## PC2 > 2.5099
## PC4 <= 7.272528
## PC18 > -0.4683644
## PC27 <= -1.310485
## PC43 <= 0.9199178
## PC76 > -0.5951806
## PC78 > -0.3495587
## PC81 <= 1.144864
## PC88 <= 2.88609
## PC93 <= 1.245684
## -> class 0\|1 [0.960]
##
## Rule 21/25: (166.3/5.8, lift 11.6)
## PC1 <= -0.4596291
## PC2 > 2.5099
## PC14 > 0.3358679
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC22 > -0.3249777
## PC87 > 0.1198898
## -> class 0\|1 [0.959]
##
## Rule 21/26: (20.7, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.119202
## PC18 <= -0.4683644
## PC32 <= -0.9005789
## -> class 0\|1 [0.956]
##
## Rule 21/27: (28.2/0.5, lift 11.5)
## PC5 > 2.21752
## PC14 > -1.775794
## PC18 > 2.129967
## PC22 > -0.3249777
## PC56 <= 1.217546
## PC81 <= 1.144864
## PC88 <= 2.88609
## -> class 0\|1 [0.952]
##
## Rule 21/28: (54.4/1.8, lift 11.5)
## PC7 <= -0.3593628
## PC18 > 3.343389
## PC22 <= -0.3249777
## PC40 <= 0.1784697
## -> class 0\|1 [0.951]
##
## Rule 21/29: (75.5/2.9, lift 11.5)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC22 > -0.3249777
## PC32 > -1.255822
## PC56 <= 1.217546
## PC64 <= -1.096547
## PC87 <= 0.1198898
## PC88 <= 2.88609
## -> class 0\|1 [0.950]
##
## Rule 21/30: (48.6/1.7, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= 3.542583
## PC18 > -1.711702
## PC18 <= -0.4683644
## PC41 > 0.1775983
## PC66 <= -0.4480555
## -> class 0\|1 [0.947]
##
## Rule 21/31: (137.1/6.7, lift 11.5)
## PC4 <= -8.071015
## PC8 <= 0.2373249
## PC22 > -0.3249777
## PC27 > -1.770006
## PC28 > -1.790785
## PC32 <= 0.4182354
## PC47 <= 0.8636295
## PC86 > -2.609307
## PC87 > -0.06355169
## PC90 > 0.005553396
## PC98 <= 0.3203657
## -> class 0\|1 [0.945]
##
## Rule 21/32: (11.2, lift 11.2)
## PC4 > -8.071015
## PC7 <= -0.9153051
## PC18 > 2.686299
## PC76 > -0.5951806
## PC78 > -0.3495587
## PC99 <= 0.3800762
## -> class 0\|1 [0.924]
##
## Rule 21/33: (18.5/0.6, lift 11.2)
## PC9 <= -0.5371005
## PC14 > -1.775794
## PC18 > 2.129967
## PC22 > -0.3249777
## PC27 > -1.770006
## PC56 <= 1.217546
## PC78 > -0.3495587
## PC86 > -2.609307
## -> class 0\|1 [0.922]
##
## Rule 21/34: (25/1.2, lift 11.2)
## PC4 <= 7.272528
## PC14 > -1.775794
## PC18 > 2.129967
## PC22 > -0.3249777
## PC27 > -1.770006
## PC78 > -0.3495587
## PC86 > -2.609307
## PC93 > 1.245684
## -> class 0\|1 [0.920]
##
## Rule 21/35: (10.1, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.119202
## PC18 <= -0.4683644
## PC40 > 2.365408
## PC67 > -0.6968037
## -> class 0\|1 [0.917]
##
## Rule 21/36: (19.8/0.8, lift 11.1)
## PC4 <= 7.272528
## PC18 > 2.686299
## PC56 <= 1.217546
## PC62 > -1.128139
## PC76 > -0.5951806
## PC78 > -0.3495587
## PC93 <= 1.245684
## PC99 > 0.3182572
## PC99 <= 0.3800762
## -> class 0\|1 [0.915]
##
## Rule 21/37: (24.6/1.3, lift 11.1)
## PC2 > 2.5099
## PC4 > -8.071015
## PC5 <= 2.21752
## PC18 > 2.129967
## PC22 > -0.3249777
## PC43 > 0.9199178
## PC76 > -0.5951806
## PC78 > -0.3495587
## PC86 > -2.609307
## -> class 0\|1 [0.915]
##
## Rule 21/38: (61.8/4.5, lift 11.1)
## PC5 <= 2.21752
## PC18 > 2.129967
## PC27 <= -1.770006
## PC32 > -1.255822
## PC81 <= 1.144864
## PC86 > -2.609307
## PC88 <= 2.88609
## -> class 0\|1 [0.913]
##
## Rule 21/39: (49.4/3.6, lift 11.0)
## PC3 <= 1.640775
## PC8 <= 0.119202
## PC18 <= -0.4683644
## PC78 > 2.770494
## PC78 <= 3.484366
## -> class 0\|1 [0.910]
##
## Rule 21/40: (153.5/15.1, lift 10.9)
## PC3 <= -4.070508
## PC9 > -0.5371005
## PC18 > 2.129967
## PC27 > -1.310485
## PC76 > -0.5951806
## PC78 > -0.3495587
## PC99 <= 0.3800762
## -> class 0\|1 [0.896]
##
## Rule 21/41: (8.7/0.2, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.119202
## PC18 <= -0.4683644
## PC56 <= -1.342939
## PC63 > -6.125492
## -> class 0\|1 [0.892]
##
## Rule 21/42: (40.5/4.8, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.119202
## PC55 > 0.902556
## PC56 > -1.342939
## -> class 0\|1 [0.862]
##
## Rule 21/43: (6.4/0.4, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC22 > -0.3249777
## PC76 > -0.5951806
## PC76 <= -0.5841299
## -> class 0\|1 [0.836]
##
## Rule 21/44: (19.2/2.7, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.119202
## PC26 > 1.177171
## PC67 > -0.6968037
## -> class 0\|1 [0.827]
##
## Rule 21/45: (124/21.9, lift 9.9)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC8 > -0.4344836
## PC13 <= 11.26927
## PC15 > 0.2416164
## PC18 > -0.4683644
## PC22 <= -0.3249777
## PC40 > 0.1784697
## -> class 0\|1 [0.818]
##
## Rule 21/46: (50.5/9.1, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.775794
## PC18 > -0.4683644
## PC22 > -0.3249777
## PC32 <= -1.255822
## PC43 <= 0.114689
## -> class 0\|1 [0.808]
##
## Rule 21/47: (99.5/41.6, lift 7.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 11.26927
## PC18 > -0.4683644
## PC18 <= 3.597938
## PC19 <= -0.1801892
## PC40 > 0.1784697
## -> class 0\|1 [0.580]
##
## Rule 21/48: (41.4/17.5, lift 6.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.3593628
## PC18 > -0.4683644
## PC18 <= 3.597938
## PC20 > -0.4668367
## PC22 <= -0.3249777
## PC40 <= 0.1784697
## -> class 0\|1 [0.573]
##
## Rule 21/49: (59.6, lift 10.1)
## PC2 > 2.5099
## PC14 <= -1.775794
## PC17 > -1.379293
## PC18 > -0.4683644
## -> class 0\|2 [0.984]
##
## Rule 21/50: (27.5, lift 10.0)
## PC3 <= 1.640775
## PC8 <= 0.119202
## PC10 > -2.362712
## PC18 <= -1.711702
## PC30 > 0.803651
## PC57 > -2.06066
## PC67 > -0.6968037
## PC82 <= -0.7617688
## PC95 <= 2.484192
## -> class 0\|2 [0.966]
##
## Rule 21/51: (27.7/0.6, lift 9.8)
## PC10 <= -2.362712
## PC18 <= -0.4683644
## PC87 > -0.1765194
## PC87 <= -0.1679795
## -> class 0\|2 [0.947]
##
## Rule 21/52: (21.3/0.6, lift 9.6)
## PC7 <= -0.1573399
## PC10 > -2.362712
## PC18 <= -1.711702
## PC30 <= 0.803651
## PC57 > 1.570043
## -> class 0\|2 [0.929]
##
## Rule 21/53: (22.1/0.8, lift 9.5)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC8 <= -0.4344836
## PC14 > -1.775794
## PC40 > 0.1784697
## -> class 0\|2 [0.926]
##
## Rule 21/54: (11.4/0.9, lift 8.9)
## PC1 > -0.3016868
## PC3 <= 1.640775
## PC18 <= -1.711702
## -> class 0\|2 [0.860]
##
## Rule 21/55: (7730.5/5795.3, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.250]
##
## Rule 21/56: (64.1, lift 11.4)
## PC7 <= 0.6596653
## PC10 <= -2.362712
## PC18 <= -1.711702
## PC31 > -0.3308496
## PC32 <= 2.682941
## PC34 > -1.934925
## PC61 <= 0.5193119
## PC78 <= 2.770494
## PC87 <= -0.1765194
## -> class 0\|3 [0.985]
##
## Rule 21/57: (69.4/0.1, lift 11.4)
## PC4 > -7.664239
## PC7 <= 0.6596653
## PC8 <= 0.119202
## PC10 <= -2.362712
## PC14 <= 0.416782
## PC18 <= -1.711702
## PC31 > -0.3308496
## PC34 > -1.934925
## PC38 <= 1.267664
## PC46 <= 0.4982683
## PC78 <= 2.770494
## PC79 <= 1.894382
## PC84 <= -0.05884301
## -> class 0\|3 [0.985]
##
## Rule 21/58: (57.5, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC67 <= -0.6968037
## -> class 0\|3 [0.983]
##
## Rule 21/59: (72.9/0.3, lift 11.4)
## PC3 <= -1.889242
## PC7 > -0.3593628
## PC14 > -1.775794
## PC15 <= 0.920364
## PC18 > -0.4683644
## PC18 <= 3.597938
## PC20 <= -0.4668367
## PC22 <= -0.3249777
## PC33 > -3.104404
## PC40 <= 0.1784697
## PC92 <= -0.1400083
## -> class 0\|3 [0.983]
##
## Rule 21/60: (54.7, lift 11.4)
## PC2 > 2.5099
## PC8 <= 0.119202
## PC18 <= -0.4683644
## PC49 > 1.352244
## -> class 0\|3 [0.982]
##
## Rule 21/61: (50.3, lift 11.4)
## PC2 <= 3.185732
## PC3 <= 1.640775
## PC17 <= -0.06644134
## PC18 <= -0.4683644
## PC25 > -0.8780755
## PC31 > -0.3308496
## PC59 <= 0.8295147
## PC80 <= 0.3124031
## -> class 0\|3 [0.981]
##
## Rule 21/62: (43, lift 11.3)
## PC3 <= 1.640775
## PC5 <= 2.87772
## PC7 > -0.4540045
## PC17 <= -0.06644134
## PC18 > -1.711702
## PC18 <= -0.4683644
## PC36 <= 1.544657
## PC60 > 0.4642164
## PC66 > -0.4480555
## PC72 <= 0.488988
## PC80 <= 0.3124031
## -> class 0\|3 [0.978]
##
## Rule 21/63: (44, lift 11.3)
## PC2 > 2.5099
## PC18 <= -0.4683644
## PC31 > -0.3308496
## PC32 <= 2.682941
## PC36 > 1.544657
## PC75 > 0.4917917
## -> class 0\|3 [0.978]
##
## Rule 21/64: (37.6, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC47 > 1.475776
## PC57 > -2.06066
## -> class 0\|3 [0.975]
##
## Rule 21/65: (52.4/0.5, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.664239
## PC5 <= 2.87772
## PC7 > -0.4540045
## PC18 > -1.711702
## PC18 <= -0.4683644
## PC27 > -2.328525
## PC46 > 0.3749334
## PC66 > -0.4480555
## PC80 <= 0.3124031
## -> class 0\|3 [0.972]
##
## Rule 21/66: (151.6/3.5, lift 11.2)
## PC3 <= 1.640775
## PC5 <= 2.87772
## PC18 <= -0.4683644
## PC31 > -0.3308496
## PC57 <= -2.06066
## PC78 <= 2.770494
## -> class 0\|3 [0.971]
##
## Rule 21/67: (57.6/0.8, lift 11.2)
## PC5 <= 2.87772
## PC10 > 3.542583
## PC18 <= -0.4683644
## PC31 > -0.3308496
## PC47 <= 1.475776
## PC66 <= -0.4480555
## -> class 0\|3 [0.970]
##
## Rule 21/68: (46.3/0.6, lift 11.2)
## PC2 > 2.5099
## PC17 <= -1.710613
## PC18 > -0.4683644
## PC18 <= 3.597938
## PC22 <= -0.3249777
## -> class 0\|3 [0.968]
##
## Rule 21/69: (29/0.6, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.87772
## PC18 > -1.711702
## PC18 <= -0.4683644
## PC25 <= -0.8780755
## PC36 <= 1.544657
## PC66 > -0.4480555
## PC78 <= 2.770494
## PC79 <= 1.176004
## PC95 <= 0.9194064
## -> class 0\|3 [0.949]
##
## Rule 21/70: (101.6/4.3, lift 11.0)
## PC4 > -7.664239
## PC17 <= -0.06644134
## PC18 > -1.711702
## PC18 <= -0.4683644
## PC27 > -2.328525
## PC36 <= 1.544657
## PC52 > -2.944525
## PC66 > -0.4480555
## PC72 > 0.488988
## PC78 <= 2.770494
## PC79 <= 1.176004
## PC80 <= 0.3124031
## PC95 <= 0.9194064
## PC100 > -1.668657
## -> class 0\|3 [0.949]
##
## Rule 21/71: (35.1/1, lift 11.0)
## PC3 <= -1.889242
## PC7 > -0.3593628
## PC18 > -0.4683644
## PC18 <= 3.597938
## PC22 <= -0.3249777
## PC36 > 1.355035
## -> class 0\|3 [0.945]
##
## Rule 21/72: (77/3.5, lift 10.9)
## PC8 > 0.0268615
## PC8 <= 0.119202
## PC15 > -1.329686
## PC18 <= -1.711702
## PC31 > -0.3308496
## PC32 <= 2.682941
## PC39 <= -0.1348937
## PC74 > -0.7391211
## -> class 0\|3 [0.943]
##
## Rule 21/73: (581.4/33.8, lift 10.9)
## PC1 <= -0.3016868
## PC4 > -7.032351
## PC8 <= 0.0268615
## PC9 <= 0.3545121
## PC10 > -2.362712
## PC15 <= 0.6914891
## PC17 <= 0.63545
## PC18 <= -1.711702
## PC31 > -0.3308496
## PC32 > -1.548382
## PC36 <= 1.544657
## PC56 > -5.290535
## PC82 > -0.7617688
## PC95 <= 2.484192
## -> class 0\|3 [0.940]
##
## Rule 21/74: (551.7/35.3, lift 10.8)
## PC1 <= -0.3016868
## PC4 > -7.664239
## PC8 <= 0.0268615
## PC9 <= 0.3545121
## PC10 > -2.362712
## PC15 <= 0.6914891
## PC17 <= 0.63545
## PC18 <= -1.711702
## PC32 > -1.548382
## PC36 <= 1.544657
## PC56 > -5.290535
## PC97 <= 0.564658
## -> class 0\|3 [0.934]
##
## Rule 21/75: (39.1/2.1, lift 10.7)
## PC5 <= 2.87772
## PC30 <= -4.280624
## PC67 > -0.6968037
## PC78 <= 2.770494
## -> class 0\|3 [0.925]
##
## Rule 21/76: (10.3, lift 10.6)
## PC7 <= -0.3914919
## PC20 > 5.558298
## PC63 > -6.125492
## -> class 0\|3 [0.919]
##
## Rule 21/77: (17.4/0.6, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.87772
## PC8 <= 0.119202
## PC18 <= -0.4683644
## PC31 <= -0.3308496
## PC87 > 0.6443332
## -> class 0\|3 [0.915]
##
## Rule 21/78: (33.5/2, lift 10.6)
## PC3 <= 1.640775
## PC8 <= 0.119202
## PC18 <= -1.711702
## PC57 > -2.06066
## PC95 > 2.484192
## -> class 0\|3 [0.915]
##
## Rule 21/79: (11.6/0.4, lift 10.4)
## PC3 <= 1.640775
## PC7 <= -0.3914919
## PC8 > 0.119202
## PC18 <= -0.4683644
## PC32 > -0.9005789
## PC33 <= -1.406465
## -> class 0\|3 [0.897]
##
## Rule 21/80: (200.4/21.8, lift 10.3)
## PC4 > -7.664239
## PC7 <= 0.6596653
## PC10 <= -2.362712
## PC14 <= 0.416782
## PC18 <= -1.711702
## PC31 > -0.3308496
## PC34 > -1.934925
## PC37 > -0.7655982
## PC38 <= 1.267664
## PC46 <= 0.4982683
## PC57 > -1.847997
## PC61 <= 0.5193119
## PC68 > -0.3676519
## PC78 <= 2.770494
## PC79 <= 1.894382
## -> class 0\|3 [0.887]
##
## Rule 21/81: (40.2/3.8, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.119202
## PC18 <= -0.4683644
## PC22 > 1.696119
## PC55 <= 0.902556
## -> class 0\|3 [0.886]
##
## Rule 21/82: (10.3/2.3, lift 8.5)
## PC8 > 0.119202
## PC18 <= -0.4683644
## PC26 <= 1.177171
## PC87 <= -1.521091
## -> class 0\|3 [0.733]
##
## Rule 21/83: (161.7, lift 23.6)
## PC2 <= 2.5099
## PC4 > 0.2128084
## PC6 <= -3.213379
## PC11 <= -0.8052899
## PC68 <= 1.01486
## -> class 1\|0 [0.994]
##
## Rule 21/84: (43.3, lift 23.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC5 > 6.355166
## PC16 <= -0.8953013
## PC52 <= -0.008377787
## PC56 <= 0.8670388
## -> class 1\|0 [0.978]
##
## Rule 21/85: (101.2/3.3, lift 22.8)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC22 > 0.200085
## PC56 <= 0.8670388
## PC96 > 0.6761835
## -> class 1\|0 [0.959]
##
## Rule 21/86: (68/2.2, lift 22.7)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC22 > 0.200085
## PC56 > 0.8670388
## -> class 1\|0 [0.955]
##
## Rule 21/87: (85.4/5.1, lift 22.1)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC22 > 0.200085
## PC30 <= 0.2443703
## PC61 > 0.5671605
## -> class 1\|0 [0.930]
##
## Rule 21/88: (10.3, lift 21.7)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC24 > 3.045341
## PC30 <= 0.2443703
## -> class 1\|0 [0.915]
##
## Rule 21/89: (66.3/5.6, lift 21.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC13 > -0.1339783
## PC16 <= -0.8953013
## PC22 > 0.200085
## PC30 <= 0.2443703
## PC61 <= 0.5671605
## -> class 1\|0 [0.903]
##
## Rule 21/90: (6.8, lift 20.8)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC22 > 0.200085
## PC90 <= -1.051098
## -> class 1\|0 [0.876]
##
## Rule 21/91: (35.6/4.9, lift 20.0)
## PC3 > 1.640775
## PC5 <= 6.355166
## PC16 <= -0.8953013
## PC22 > 0.200085
## PC24 <= 3.045341
## PC30 <= 0.2443703
## PC61 <= 0.5671605
## PC90 > 0.160455
## PC97 > -1.49728
## -> class 1\|0 [0.844]
##
## Rule 21/92: (55.8/11.4, lift 18.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC92 <= 0.4899847
## PC97 <= -1.49728
## -> class 1\|0 [0.785]
##
## Rule 21/93: (715/318.9, lift 13.1)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC9 > -0.911768
## PC16 <= -1.963041
## -> class 1\|0 [0.554]
##
## Rule 21/94: (57.4, lift 16.8)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC6 <= 8.000078
## PC8 > -3.591267
## PC9 <= 1.357265
## PC16 <= -1.963041
## PC21 <= 0.4412814
## PC39 <= 0.7084081
## PC46 > -4.128201
## PC89 <= 0.1852018
## -> class 1\|1 [0.983]
##
## Rule 21/95: (52.8, lift 16.7)
## PC1 > -0.3062993
## PC16 <= -1.963041
## PC63 <= -2.62196
## -> class 1\|1 [0.982]
##
## Rule 21/96: (56.7/0.1, lift 16.7)
## PC1 > -0.3062993
## PC5 <= 12.1829
## PC16 <= -1.963041
## PC29 > 0.3833374
## PC46 > -4.128201
## PC79 > -0.2329658
## -> class 1\|1 [0.981]
##
## Rule 21/97: (41.4, lift 16.7)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC9 > -0.911768
## PC16 <= -1.963041
## PC46 > -4.128201
## PC79 <= -0.2329658
## -> class 1\|1 [0.977]
##
## Rule 21/98: (39.6, lift 16.6)
## PC5 > 12.1829
## PC16 <= -1.963041
## PC88 > -0.1014291
## -> class 1\|1 [0.976]
##
## Rule 21/99: (36, lift 16.6)
## PC1 > 15.92312
## PC6 <= -3.213379
## PC11 > -0.8052899
## -> class 1\|1 [0.974]
##
## Rule 21/100: (44.9/0.7, lift 16.4)
## PC1 > 7.579506
## PC3 <= -0.01609154
## PC6 > -3.213379
## PC6 <= 2.571703
## PC8 > -3.591267
## PC16 > -1.963041
## PC98 > -0.0733548
## -> class 1\|1 [0.965]
##
## Rule 21/101: (58.4/1.3, lift 16.4)
## PC1 > -0.3062993
## PC16 <= -1.963041
## PC21 <= 0.4412814
## PC46 > -4.128201
## PC97 > 1.050058
## -> class 1\|1 [0.962]
##
## Rule 21/102: (59.4/1.5, lift 16.3)
## PC6 > 8.000078
## PC9 > -0.911768
## PC16 <= -1.963041
## PC46 > -4.128201
## -> class 1\|1 [0.959]
##
## Rule 21/103: (58.9/1.7, lift 16.3)
## PC1 > -0.2008138
## PC2 <= 2.5099
## PC16 > -1.963041
## PC44 > 0.05922672
## PC82 <= -0.5949218
## -> class 1\|1 [0.956]
##
## Rule 21/104: (18, lift 16.2)
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC4 > 0.9132453
## PC16 > -1.963041
## PC42 > -0.9940295
## -> class 1\|1 [0.950]
##
## Rule 21/105: (11.6, lift 15.8)
## PC3 > 0.2592301
## PC8 <= 0.5434514
## PC9 > 1.357265
## PC16 <= -1.963041
## PC21 <= 0.4412814
## PC31 <= 0.6145231
## -> class 1\|1 [0.927]
##
## Rule 21/106: (17.5/0.5, lift 15.7)
## PC1 > -0.3062993
## PC16 <= -1.963041
## PC21 <= 0.4412814
## PC31 > 0.6145231
## -> class 1\|1 [0.922]
##
## Rule 21/107: (10, lift 15.6)
## PC8 > 0.5430083
## PC8 <= 0.5434514
## PC21 <= 0.4412814
## -> class 1\|1 [0.916]
##
## Rule 21/108: (8, lift 15.3)
## PC6 <= -3.213379
## PC11 <= -0.8052899
## PC68 > 1.01486
## -> class 1\|1 [0.900]
##
## Rule 21/109: (53.8/4.6, lift 15.3)
## PC1 > -0.3062993
## PC9 > -0.911768
## PC16 <= -1.963041
## PC18 <= -0.5908089
## PC46 > -4.128201
## -> class 1\|1 [0.899]
##
## Rule 21/110: (7.3, lift 15.2)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC9 > -0.911768
## PC9 <= -0.6131609
## PC16 <= -1.963041
## PC46 > -4.128201
## -> class 1\|1 [0.893]
##
## Rule 21/111: (7.6, lift 15.2)
## PC9 > 1.357265
## PC16 <= -1.963041
## PC47 > 2.011087
## -> class 1\|1 [0.893]
##
## Rule 21/112: (59.9/6.3, lift 15.0)
## PC1 > -0.2008138
## PC2 <= 2.5099
## PC6 > -3.213379
## PC7 > 1.252206
## PC13 <= 0.003337928
## PC16 > -1.963041
## PC22 <= -0.1480727
## -> class 1\|1 [0.883]
##
## Rule 21/113: (5.7, lift 14.8)
## PC1 > -0.3062993
## PC4 <= 0.2128084
## PC6 <= -3.213379
## PC11 <= -0.8052899
## -> class 1\|1 [0.870]
##
## Rule 21/114: (4.5, lift 14.4)
## PC16 > -1.966228
## PC16 <= -1.963041
## -> class 1\|1 [0.846]
##
## Rule 21/115: (49.3/13, lift 12.4)
## PC1 > -0.3062993
## PC3 > -0.01609154
## PC5 <= 8.105987
## PC7 <= 1.252206
## PC16 > -1.963041
## PC42 <= -0.9940295
## PC61 > -0.2465858
## PC82 > -0.5949218
## -> class 1\|1 [0.727]
##
## Rule 21/116: (26.4/7.8, lift 11.7)
## PC1 > -0.3062993
## PC3 > -0.01609154
## PC12 > 2.986485
## PC16 > -1.963041
## -> class 1\|1 [0.689]
##
## Rule 21/117: (50.1/19.7, lift 10.3)
## PC1 > -0.2008138
## PC1 <= 1.597049
## PC3 > -0.01609154
## PC3 <= 0.7337099
## PC7 <= 1.252206
## PC8 > -3.591267
## PC16 > -1.963041
## -> class 1\|1 [0.603]
##
## Rule 21/118: (26.2/12.2, lift 9.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC36 > 0.8098297
## -> class 1\|1 [0.533]
##
## Rule 21/119: (22.7/10.9, lift 8.9)
## PC1 > -0.2008138
## PC3 > 0.7337099
## PC7 <= 1.252206
## PC16 > -1.963041
## PC42 > -0.9940295
## PC74 > -1.954591
## PC93 <= -0.7994658
## -> class 1\|1 [0.520]
##
## Rule 21/120: (1085.9/536.8, lift 8.6)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.506]
##
## Rule 21/121: (67.9, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 1.26344
## PC55 > -0.2135467
## PC83 <= -0.4227733
## PC93 > -0.9696231
## -> class 1\|2 [0.986]
##
## Rule 21/122: (176.7/2.6, lift 15.8)
## PC5 > 8.105987
## PC10 <= 0.9770274
## PC16 > -1.963041
## PC48 <= 1.021647
## PC82 > -0.5949218
## -> class 1\|2 [0.980]
##
## Rule 21/123: (35.6, lift 15.7)
## PC5 > 12.1829
## PC88 <= -0.1014291
## -> class 1\|2 [0.973]
##
## Rule 21/124: (110/2.4, lift 15.7)
## PC3 > 8.775255
## PC16 > 1.26344
## -> class 1\|2 [0.970]
##
## Rule 21/125: (13.7, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC64 <= -1.090641
## -> class 1\|2 [0.936]
##
## Rule 21/126: (49.5/2.5, lift 15.1)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC5 <= 8.105987
## PC23 <= 1.051382
## PC54 <= 1.497117
## PC82 > -0.5949218
## PC88 <= 0.1952161
## PC98 > 0.3617786
## -> class 1\|2 [0.932]
##
## Rule 21/127: (59.8/3.2, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 1.26344
## PC82 <= -0.2151067
## -> class 1\|2 [0.931]
##
## Rule 21/128: (37.5/3.1, lift 14.5)
## PC1 > -0.3062993
## PC8 <= -3.591267
## PC14 > 2.572972
## -> class 1\|2 [0.895]
##
## Rule 21/129: (17.3/1.2, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 1.26344
## PC63 <= -1.308011
## -> class 1\|2 [0.886]
##
## Rule 21/130: (13.1/0.7, lift 14.3)
## PC2 <= 2.5099
## PC16 <= -1.963041
## PC46 <= -4.128201
## -> class 1\|2 [0.885]
##
## Rule 21/131: (5.9, lift 14.1)
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 1.26344
## PC22 <= -2.091307
## -> class 1\|2 [0.874]
##
## Rule 21/132: (50.8/6.8, lift 13.8)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 > -3.591267
## PC9 <= -0.911768
## PC16 <= -1.963041
## -> class 1\|2 [0.853]
##
## Rule 21/133: (2736.9/1696.5, lift 6.1)
## PC1 > -0.2008138
## PC8 > -3.591267
## PC16 > -1.963041
## -> class 1\|2 [0.380]
##
## Rule 21/134: (83.1, lift 14.9)
## PC3 > 0.7337099
## PC7 > -3.492625
## PC15 <= -1.805526
## PC19 <= 1.458264
## PC59 > -0.9765257
## PC68 <= -0.5668566
## PC88 <= 0.1952161
## -> class 1\|3 [0.988]
##
## Rule 21/135: (432.8/10.4, lift 14.7)
## PC1 > -0.3062993
## PC3 > 0.7337099
## PC4 <= 0.7412579
## PC5 <= 8.105987
## PC6 > -3.213379
## PC7 <= 1.252206
## PC8 > -3.591267
## PC9 <= 2.134511
## PC16 > -1.537976
## PC23 <= 1.051382
## PC34 > -1.223326
## PC42 > -0.9940295
## PC54 <= 1.497117
## PC61 <= 0.7847691
## PC74 > -1.954591
## PC88 <= 0.1952161
## PC93 > -0.7994658
## PC93 <= 0.5520842
## PC98 <= 0.3617786
## -> class 1\|3 [0.974]
##
## Rule 21/136: (85.6/1.8, lift 14.6)
## PC1 > -0.3062993
## PC3 > -0.01609154
## PC7 > -3.492625
## PC11 <= -1.574955
## PC25 <= 0.3619691
## PC34 > -1.223326
## PC54 <= 1.497117
## PC59 > -0.9765257
## PC68 <= -0.5668566
## PC88 <= 0.1952161
## PC93 > -0.7994658
## -> class 1\|3 [0.968]
##
## Rule 21/137: (11, lift 13.9)
## PC1 > -0.3062993
## PC19 <= -2.403375
## PC82 <= -0.5949218
## -> class 1\|3 [0.923]
##
## Rule 21/138: (10.4, lift 13.9)
## PC1 > -0.3062993
## PC5 > -4.574959
## PC8 > -3.591267
## PC8 <= 0.05853367
## PC77 <= -1.739203
## -> class 1\|3 [0.919]
##
## Rule 21/139: (67/7.7, lift 13.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 8.775255
## PC16 > 1.26344
## PC82 > -0.2151067
## -> class 1\|3 [0.874]
##
## Rule 21/140: (5.3, lift 13.0)
## PC1 > -0.3062993
## PC3 > -0.01609154
## PC7 > 1.252206
## PC15 > 4.104633
## -> class 1\|3 [0.863]
##
## Rule 21/141: (24.2/4.6, lift 11.9)
## PC1 > -0.2008138
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC5 <= 8.105987
## PC7 > 1.252206
## PC13 > 0.003337928
## PC16 > -1.963041
## PC82 > -0.5949218
## -> class 1\|3 [0.788]
##
## Rule 21/142: (47.8/10, lift 11.7)
## PC1 > 1.597049
## PC3 > -0.01609154
## PC3 <= 0.7337099
## PC5 <= 8.105987
## PC7 <= 1.252206
## PC8 > -3.591267
## PC16 > -1.963041
## PC34 > -1.223326
## PC74 > -1.954591
## PC82 > -0.5949218
## -> class 1\|3 [0.778]
##
## Rule 21/143: (4637.3/3380.5, lift 4.1)
## PC1 > -0.3062993
## PC2 <= 2.5099
## -> class 1\|3 [0.271]
##
## Rule 21/144: (329.6, lift 13.7)
## PC7 > 1.389189
## PC8 > 1.299587
## PC11 > -0.9337804
## PC12 > -1.842187
## PC20 <= 0.04253341
## PC27 > -0.6749307
## PC28 <= 0.1391531
## PC56 <= 0.5283641
## PC59 <= 0.1929408
## -> class 2\|0 [0.997]
##
## Rule 21/145: (284/0.4, lift 13.7)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC12 > -0.5557338
## PC20 <= 0.04253341
## PC34 <= -0.2506155
## PC40 > -0.9684188
## PC59 <= 0.1929408
## -> class 2\|0 [0.995]
##
## Rule 21/146: (115.1, lift 13.6)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC12 > -1.842187
## PC13 > -0.651934
## PC20 <= 0.04253341
## PC40 > -0.9684188
## PC41 <= -1.077655
## PC59 <= 0.1929408
## -> class 2\|0 [0.991]
##
## Rule 21/147: (328.2/4.1, lift 13.5)
## PC8 > 1.299587
## PC13 > -0.651934
## PC19 <= -1.99447
## PC20 <= 0.04253341
## PC27 > -0.6749307
## PC28 <= 0.1391531
## PC36 <= 0.8098297
## PC59 <= 0.1929408
## -> class 2\|0 [0.985]
##
## Rule 21/148: (152.2/1.7, lift 13.5)
## PC2 <= 2.5099
## PC8 > 1.299587
## PC11 > -0.9337804
## PC12 > -1.842187
## PC20 <= 0.04253341
## PC40 > 0.5651907
## PC56 <= 0.5283641
## PC59 <= 0.1929408
## PC83 > -0.7618434
## PC96 > -0.3563694
## -> class 2\|0 [0.983]
##
## Rule 21/149: (294.2/6.6, lift 13.4)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC11 > -0.9337804
## PC20 <= 0.04253341
## PC22 <= 1.042576
## PC27 > -0.6749307
## PC28 <= 0.1391531
## PC50 > -0.7493332
## PC56 <= 0.5283641
## PC59 <= 0.1929408
## PC64 <= -0.4094953
## PC83 > -0.7618434
## -> class 2\|0 [0.974]
##
## Rule 21/150: (133.4/2.8, lift 13.3)
## PC7 > 1.802531
## PC8 > 1.299587
## PC11 > -0.9337804
## PC20 <= 0.04253341
## PC50 > -0.7493332
## PC96 > -0.3563694
## -> class 2\|0 [0.972]
##
## Rule 21/151: (34.3, lift 13.3)
## PC1 > -0.3062993
## PC1 <= 15.92312
## PC6 <= -3.213379
## PC8 > -3.591267
## PC65 > 0.9277187
## PC98 <= 0.2589007
## -> class 2\|0 [0.972]
##
## Rule 21/152: (192.8/5.3, lift 13.3)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC12 > -0.5557338
## PC13 > -0.651934
## PC20 <= 0.04253341
## PC27 > -0.6749307
## PC28 <= 0.1391531
## PC40 > -0.9684188
## PC56 <= 0.5283641
## PC59 <= 0.1929408
## PC64 > -0.4094953
## PC71 > 0.2476833
## -> class 2\|0 [0.968]
##
## Rule 21/153: (25.6, lift 13.2)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC40 > -0.9684188
## PC50 > -0.7493332
## PC59 <= 0.1929408
## PC78 > 0.6704425
## PC96 > -0.3563694
## -> class 2\|0 [0.964]
##
## Rule 21/154: (25.6, lift 13.2)
## PC1 > -0.2008138
## PC1 <= 7.579506
## PC3 <= -0.01609154
## PC5 > -4.574959
## PC6 > -3.213379
## PC8 > 0.05853367
## PC12 > 0.4071968
## PC16 > -1.963041
## -> class 2\|0 [0.964]
##
## Rule 21/155: (107.1/3.1, lift 13.2)
## PC2 <= 2.5099
## PC8 > 1.299587
## PC10 <= -0.494993
## PC11 > -0.9337804
## PC56 <= 0.5283641
## PC83 > -0.7618434
## -> class 2\|0 [0.962]
##
## Rule 21/156: (19/0.2, lift 13.0)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC11 > -0.9337804
## PC20 <= 0.04253341
## PC46 <= -1.47636
## PC50 > -0.7493332
## PC96 > -0.3563694
## -> class 2\|0 [0.945]
##
## Rule 21/157: (6.3, lift 12.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 1.299587
## PC34 <= 0.6957582
## PC44 > 1.048562
## PC47 <= -0.6827961
## -> class 2\|0 [0.879]
##
## Rule 21/158: (154.5/26, lift 11.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.299587
## PC11 > -0.9337804
## PC16 <= -0.3404065
## PC20 <= 0.04253341
## -> class 2\|0 [0.827]
##
## Rule 21/159: (229.7/96.2, lift 8.0)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC36 <= 0.8098297
## PC65 > 0.7444
## PC96 > -0.3563694
## -> class 2\|0 [0.581]
##
## Rule 21/160: (133.1, lift 9.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.299587
## PC20 > 0.04253341
## PC33 <= 0.4749767
## PC37 <= 0.01077121
## PC78 <= 0.6323594
## PC84 > -0.02927337
## -> class 2\|1 [0.993]
##
## Rule 21/161: (100.1, lift 9.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.299587
## PC8 <= 2.283626
## PC20 > 0.04253341
## PC37 > 0.01077121
## PC65 <= 0.7444
## PC78 <= 0.6323594
## -> class 2\|1 [0.990]
##
## Rule 21/162: (80.4, lift 9.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC7 <= 1.389189
## PC8 > 1.299587
## PC12 <= -0.5557338
## PC19 > -1.99447
## PC20 <= 0.04253341
## PC34 > -0.4300818
## PC59 <= 0.1929408
## PC96 > -0.3563694
## -> class 2\|1 [0.988]
##
## Rule 21/163: (84.6, lift 9.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 1.299587
## PC10 <= -0.3955503
## PC27 <= 0.7037137
## PC36 <= 0.8098297
## -> class 2\|1 [0.988]
##
## Rule 21/164: (66.6, lift 9.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.299587
## PC11 > -0.9337804
## PC20 <= 0.04253341
## PC56 > 0.5283641
## -> class 2\|1 [0.985]
##
## Rule 21/165: (147.9/1.6, lift 9.3)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC11 <= -0.9337804
## PC20 <= 0.04253341
## PC96 > -0.3563694
## -> class 2\|1 [0.983]
##
## Rule 21/166: (57.1, lift 9.3)
## PC8 > 1.299587
## PC12 <= -1.842187
## PC20 <= 0.04253341
## PC56 <= 0.5283641
## PC59 <= 0.1929408
## -> class 2\|1 [0.983]
##
## Rule 21/167: (53.2, lift 9.3)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC8 <= 2.283626
## PC19 <= -0.8615856
## PC20 > 0.04253341
## PC23 <= 1.600178
## PC65 <= 0.7444
## PC78 <= 0.6323594
## -> class 2\|1 [0.982]
##
## Rule 21/168: (46.7/0.2, lift 9.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC19 > -1.99447
## PC22 > 1.042576
## PC56 <= 0.5283641
## PC64 <= -0.4094953
## -> class 2\|1 [0.975]
##
## Rule 21/169: (257.4/6.1, lift 9.2)
## PC1 <= -0.3062993
## PC8 > 2.283626
## PC20 > 0.04253341
## PC23 <= 1.600178
## PC65 <= 0.7444
## -> class 2\|1 [0.973]
##
## Rule 21/170: (71.8/1.5, lift 9.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.299587
## PC20 <= 0.04253341
## PC28 > 0.1391531
## -> class 2\|1 [0.966]
##
## Rule 21/171: (45.5/0.6, lift 9.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC27 <= 0.7037137
## PC70 <= -0.9037994
## -> class 2\|1 [0.966]
##
## Rule 21/172: (119.6/3.4, lift 9.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC7 <= 1.312987
## PC8 > -0.2730613
## PC8 <= 1.299587
## PC9 > -3.592107
## PC34 > 0.6957582
## PC36 <= 0.8098297
## PC90 > -0.6859746
## -> class 2\|1 [0.964]
##
## Rule 21/173: (245.6/8.7, lift 9.1)
## PC1 <= -0.3062993
## PC7 <= 1.389189
## PC8 > 1.299587
## PC10 > -0.494993
## PC19 > -1.99447
## PC20 <= 0.04253341
## PC34 > -0.2506155
## PC40 <= 0.5651907
## PC41 > -1.077655
## PC55 > -0.9730017
## PC64 > -0.4094953
## PC71 <= 0.2476833
## PC78 <= 0.6704425
## PC91 > -0.1405847
## PC96 > -0.3563694
## -> class 2\|1 [0.961]
##
## Rule 21/174: (24, lift 9.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.62821
## PC12 > 5.58542
## -> class 2\|1 [0.961]
##
## Rule 21/175: (19.2, lift 9.0)
## PC1 <= -0.3062993
## PC8 > 0.795783
## PC8 <= 1.299587
## PC64 <= -0.3613524
## PC67 > 0.3243189
## -> class 2\|1 [0.953]
##
## Rule 21/176: (17.7, lift 9.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC12 > -1.961471
## PC69 <= 0.236178
## PC98 <= -1.240595
## -> class 2\|1 [0.949]
##
## Rule 21/177: (17, lift 9.0)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC13 <= -0.651934
## -> class 2\|1 [0.947]
##
## Rule 21/178: (296.2/15.5, lift 8.9)
## PC1 <= -0.3062993
## PC7 <= 1.802531
## PC8 > 1.299587
## PC16 > -0.3404065
## PC20 <= 0.04253341
## PC46 > -1.47636
## PC59 > 0.1929408
## -> class 2\|1 [0.945]
##
## Rule 21/179: (42/1.5, lift 8.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 <= -1.661317
## PC57 <= -0.1826679
## -> class 2\|1 [0.943]
##
## Rule 21/180: (52.7/2.3, lift 8.9)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC14 <= -0.376294
## PC20 > 0.04253341
## PC37 <= 0.01077121
## PC78 <= 0.6323594
## -> class 2\|1 [0.939]
##
## Rule 21/181: (35.8/1.4, lift 8.9)
## PC1 > -0.3062993
## PC1 <= 7.579506
## PC3 <= -0.01609154
## PC6 > -3.213379
## PC8 > 0.05853367
## PC12 <= 0.4071968
## -> class 2\|1 [0.936]
##
## Rule 21/182: (110.6/7.1, lift 8.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.299587
## PC20 <= 0.04253341
## PC40 <= -0.9684188
## -> class 2\|1 [0.928]
##
## Rule 21/183: (99.5/6.8, lift 8.7)
## PC1 <= -0.3062993
## PC2 > -1.025067
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 1.299587
## PC27 <= 0.7037137
## PC36 <= 0.8098297
## PC47 > -0.6827961
## -> class 2\|1 [0.923]
##
## Rule 21/184: (159.5/11.7, lift 8.7)
## PC2 <= -1.025067
## PC8 > 0.795783
## PC8 <= 1.299587
## PC20 <= 0.3845912
## PC47 > -0.6827961
## PC67 <= 0.3243189
## PC93 <= 0.5607688
## -> class 2\|1 [0.921]
##
## Rule 21/185: (50.8/3.4, lift 8.7)
## PC1 > -0.3062993
## PC1 <= 15.92312
## PC2 <= 2.5099
## PC6 <= -3.213379
## PC8 > -3.591267
## PC16 > -1.963041
## PC44 > 0.6049024
## PC65 <= 0.9277187
## -> class 2\|1 [0.918]
##
## Rule 21/186: (59.2/4.1, lift 8.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 1.299587
## PC12 > -1.961471
## PC27 <= 0.7037137
## PC32 > -0.007362735
## PC36 <= 0.8098297
## PC44 <= 0.7682887
## PC55 > -0.5508416
## PC65 <= 0.1431216
## PC69 <= 0.236178
## -> class 2\|1 [0.916]
##
## Rule 21/187: (48.4/3.3, lift 8.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC28 <= -0.1979612
## -> class 2\|1 [0.916]
##
## Rule 21/188: (9.8, lift 8.7)
## PC1 > -0.3062993
## PC1 <= -0.2008138
## PC2 <= 2.5099
## PC8 > -3.591267
## PC33 > -0.2214909
## PC93 > 0.1502458
## -> class 2\|1 [0.915]
##
## Rule 21/189: (24.8/1.4, lift 8.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC47 > -0.6827961
## PC70 > -0.9037994
## PC100 <= -1.119373
## -> class 2\|1 [0.910]
##
## Rule 21/190: (74.4/6.3, lift 8.6)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC27 <= -0.6749307
## PC96 > -0.3563694
## -> class 2\|1 [0.905]
##
## Rule 21/191: (9.4/0.1, lift 8.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 0.795783
## PC12 > -1.961471
## PC44 <= 0.7682887
## PC46 <= -0.1735967
## PC59 > -0.449262
## PC69 <= 0.236178
## -> class 2\|1 [0.903]
##
## Rule 21/192: (70.5/6.1, lift 8.5)
## PC1 <= -0.3062993
## PC8 > 0.795783
## PC8 <= 1.299587
## PC39 <= -0.2206212
## PC47 > -0.6827961
## -> class 2\|1 [0.901]
##
## Rule 21/193: (30.5/2.6, lift 8.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 0.795783
## PC44 <= 0.7682887
## PC47 > -0.6827961
## PC55 <= -0.5508416
## PC69 <= 0.236178
## PC94 > -0.8747469
## PC100 > -1.119373
## -> class 2\|1 [0.889]
##
## Rule 21/194: (58.6/8.9, lift 7.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 1.299587
## PC34 <= 0.6957582
## PC70 > -0.9037994
## PC94 <= -0.8747469
## -> class 2\|1 [0.836]
##
## Rule 21/195: (45/7.4, lift 7.8)
## PC1 <= -0.3062993
## PC8 > 1.299587
## PC59 <= 0.1929408
## PC83 <= -0.7618434
## -> class 2\|1 [0.822]
##
## Rule 21/196: (69.5/0.4, lift 10.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 1.299587
## PC10 > -0.3955503
## PC47 > -0.6827961
## PC67 <= 0.3243189
## PC70 > -0.9037994
## PC93 > 0.5607688
## PC100 > -1.119373
## -> class 2\|2 [0.980]
##
## Rule 21/197: (49.8, lift 10.7)
## PC1 <= -0.3062993
## PC4 <= 0.2604021
## PC8 > -2.62821
## PC8 <= -1.669731
## PC27 > -0.7057388
## PC27 <= 0.4629046
## PC62 > -1.051692
## PC64 > 0.1369124
## PC91 > 0.06532938
## -> class 2\|2 [0.980]
##
## Rule 21/198: (46.3, lift 10.6)
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC9 > 4.282831
## PC32 <= 1.577389
## PC62 <= -1.051692
## -> class 2\|2 [0.979]
##
## Rule 21/199: (32.2, lift 10.6)
## PC1 > -0.3062993
## PC1 <= 7.579506
## PC3 <= -0.01609154
## PC8 > -3.591267
## PC8 <= 0.05853367
## PC41 > 0.4290316
## PC43 <= 0.5236366
## PC77 > -1.739203
## -> class 2\|2 [0.971]
##
## Rule 21/200: (32.8, lift 10.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC14 > -0.1945816
## PC29 > 0.2788967
## PC62 > -1.051692
## -> class 2\|2 [0.971]
##
## Rule 21/201: (21.9, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 0.795783
## PC8 <= 1.299587
## PC20 > 0.3845912
## -> class 2\|2 [0.958]
##
## Rule 21/202: (358.8/36.6, lift 9.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 > -1.661317
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC12 <= 5.58542
## PC28 > -0.1979612
## PC32 <= 1.962504
## PC33 <= 0.5074444
## PC57 <= -0.1826679
## PC76 <= 0.6005656
## -> class 2\|2 [0.896]
##
## Rule 21/203: (12206.5/10373.2, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|2 [0.150]
##
## Rule 21/204: (138.5, lift 8.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC9 <= 4.282831
## PC10 > -0.2203483
## PC14 > -1.794629
## PC22 <= 1.28584
## PC27 > -0.7057388
## PC57 > -0.1826679
## PC62 <= -1.060122
## -> class 2\|3 [0.993]
##
## Rule 21/205: (107.3, lift 8.6)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC25 > 0.2982335
## PC47 <= -0.007249928
## PC57 <= 0.3997369
## PC85 > -0.01013124
## -> class 2\|3 [0.991]
##
## Rule 21/206: (241.7/1.5, lift 8.6)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC19 > -2.544035
## PC34 > -0.06183277
## PC38 <= 0.1580302
## PC48 > -0.4803959
## PC85 <= -0.01013124
## PC96 <= 1.319006
## -> class 2\|3 [0.990]
##
## Rule 21/207: (99.4, lift 8.6)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC38 <= 0.1580302
## PC43 <= -0.3303688
## PC61 <= 0.781295
## PC63 > -6.178812
## PC85 > -0.01013124
## -> class 2\|3 [0.990]
##
## Rule 21/208: (94.9, lift 8.6)
## PC1 <= -0.3062993
## PC6 <= 0.6452066
## PC8 <= -2.62821
## PC16 <= 0.1971275
## PC53 <= -0.6950343
## PC72 > -0.4841204
## -> class 2\|3 [0.990]
##
## Rule 21/209: (91.8, lift 8.6)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC29 <= -0.09199475
## PC38 > 0.1580302
## -> class 2\|3 [0.989]
##
## Rule 21/210: (373.5/3.2, lift 8.6)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC19 > -2.544035
## PC38 <= 0.1580302
## PC48 > -0.4803959
## PC85 <= -0.01013124
## PC98 <= 0.4626823
## -> class 2\|3 [0.989]
##
## Rule 21/211: (91.9, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC16 <= 0.1971275
## PC38 <= 0.1580302
## PC53 > -0.6950343
## PC58 <= 0.7996474
## PC76 <= -0.5390846
## PC83 <= 0.4489928
## -> class 2\|3 [0.989]
##
## Rule 21/212: (75.5, lift 8.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC12 <= 5.58542
## PC27 > 0.4629046
## PC32 <= 1.577389
## PC51 <= 0.6281468
## PC57 > -0.1826679
## -> class 2\|3 [0.987]
##
## Rule 21/213: (73.6, lift 8.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC4 > 0.2604021
## PC8 <= -0.2730613
## PC32 <= 1.577389
## PC57 > -0.1826679
## -> class 2\|3 [0.987]
##
## Rule 21/214: (65.5, lift 8.5)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC16 <= -1.216922
## PC39 <= 0.1345828
## PC85 > -0.01013124
## -> class 2\|3 [0.985]
##
## Rule 21/215: (94.4/0.5, lift 8.5)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC63 > -6.178812
## PC72 <= -0.4841204
## PC85 > -0.01013124
## -> class 2\|3 [0.984]
##
## Rule 21/216: (183.9/2.4, lift 8.5)
## PC1 > -2.008313
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.669731
## PC8 <= -0.2730613
## PC12 > -3.394197
## PC40 > -0.638712
## PC48 <= 0.6312336
## PC51 <= 0.4586929
## PC57 > -0.1826679
## PC63 <= 0.1533961
## PC88 <= 0.4078948
## -> class 2\|3 [0.982]
##
## Rule 21/217: (205.2/3.4, lift 8.5)
## PC1 <= -0.3062993
## PC8 > -2.62821
## PC8 <= -1.669731
## PC9 <= 9.865419
## PC19 > -3.613276
## PC23 <= 2.21363
## PC29 <= 0.2788967
## PC32 <= 1.577389
## PC40 > -0.638712
## PC51 <= 0.6281468
## PC57 > -0.1826679
## PC62 > -1.051692
## PC64 <= 0.1369124
## PC79 <= 0.5783401
## -> class 2\|3 [0.979]
##
## Rule 21/218: (117.3/1.7, lift 8.5)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC49 > -0.1580437
## PC85 > -0.01013124
## PC86 <= -0.3120454
## -> class 2\|3 [0.978]
##
## Rule 21/219: (199.4/4.2, lift 8.5)
## PC1 > -2.895773
## PC1 <= -0.3062993
## PC8 > -2.62821
## PC8 <= -1.669731
## PC9 <= 9.865419
## PC23 <= 2.21363
## PC32 <= 1.577389
## PC40 > -0.638712
## PC46 <= 0.8187779
## PC57 > -0.1826679
## PC62 > -1.051692
## PC66 <= 0.8036679
## PC79 <= 0.5783401
## PC91 <= 0.06532938
## -> class 2\|3 [0.974]
##
## Rule 21/220: (33.4, lift 8.4)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC38 <= 0.1580302
## PC39 > 0.1345828
## PC43 > -0.3303688
## PC85 > -0.01013124
## -> class 2\|3 [0.971]
##
## Rule 21/221: (31.2, lift 8.4)
## PC1 > -0.3062993
## PC8 <= -3.591267
## PC14 > 1.512467
## PC14 <= 2.572972
## PC84 > -0.7837034
## -> class 2\|3 [0.970]
##
## Rule 21/222: (81.8/1.5, lift 8.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC25 <= 0.2982335
## PC43 > -0.3303688
## PC45 <= -0.03346034
## PC56 <= -0.5297951
## PC83 <= 0.4489928
## PC86 > -0.3120454
## -> class 2\|3 [0.970]
##
## Rule 21/223: (102.4/2.2, lift 8.4)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 <= -3.591267
## PC31 <= -0.05837341
## -> class 2\|3 [0.969]
##
## Rule 21/224: (25, lift 8.4)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC11 > -2.880181
## PC38 > 0.1580302
## PC57 > 0.5152023
## -> class 2\|3 [0.963]
##
## Rule 21/225: (102.7/3, lift 8.3)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC38 > 0.1580302
## PC49 > -0.2072445
## -> class 2\|3 [0.962]
##
## Rule 21/226: (23.5, lift 8.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC32 <= 1.962504
## PC33 <= 0.5074444
## PC57 <= -0.1826679
## PC76 > 0.6005656
## -> class 2\|3 [0.961]
##
## Rule 21/227: (242.5/8.9, lift 8.3)
## PC1 <= -0.3062993
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC12 > -3.394197
## PC23 <= 2.21363
## PC28 <= 0.04813993
## PC32 <= 1.577389
## PC40 > -0.638712
## PC48 <= 0.6312336
## PC51 <= 0.4586929
## PC53 <= -0.4276603
## PC57 > -0.1826679
## PC62 > -1.051692
## PC63 <= 0.1533961
## PC88 <= 0.4078948
## -> class 2\|3 [0.960]
##
## Rule 21/228: (21.9, lift 8.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC68 > 5.249786
## -> class 2\|3 [0.958]
##
## Rule 21/229: (52.3/1.4, lift 8.3)
## PC1 <= -0.3062993
## PC6 > 0.6452066
## PC8 <= -2.62821
## PC43 > -0.3303688
## PC83 <= 0.4489928
## -> class 2\|3 [0.956]
##
## Rule 21/230: (19.3/0.4, lift 8.1)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC10 <= -0.03961701
## PC38 > 0.1580302
## -> class 2\|3 [0.936]
##
## Rule 21/231: (163.2/10, lift 8.1)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC39 <= 0.1345828
## PC43 <= -0.1251087
## PC63 > -6.178812
## PC83 <= 0.4489928
## PC85 > -0.01013124
## PC86 > -0.3120454
## -> class 2\|3 [0.933]
##
## Rule 21/232: (12.3, lift 8.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.299587
## PC24 > 1.28976
## -> class 2\|3 [0.930]
##
## Rule 21/233: (112.5/7.9, lift 8.0)
## PC7 > -1.544343
## PC8 <= -2.62821
## PC19 > -2.544035
## PC48 <= -0.4803959
## PC55 <= 3.357674
## PC85 <= -0.01013124
## PC96 <= 1.319006
## -> class 2\|3 [0.922]
##
## Rule 21/234: (8.3, lift 7.8)
## PC1 <= -0.3062993
## PC8 > -0.2730613
## PC8 <= 1.299587
## PC9 <= -3.592107
## PC34 > 0.6957582
## -> class 2\|3 [0.903]
##
## Rule 21/235: (160.3/16.1, lift 7.8)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC16 > 0.1971275
## PC43 > -0.3303688
## PC58 <= 0.7996474
## -> class 2\|3 [0.895]
##
## Rule 21/236: (25.2/2.1, lift 7.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -2.183478
## PC40 <= -0.638712
## PC57 > -0.1826679
## -> class 2\|3 [0.886]
##
## Rule 21/237: (254.7/32.9, lift 7.5)
## PC2 <= 2.5099
## PC4 <= 0.2604021
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC19 > -3.613276
## PC23 > -0.7927167
## PC23 <= 2.21363
## PC28 <= 0.04813993
## PC29 <= 0.2788967
## PC32 <= 1.577389
## PC40 > -0.638712
## PC48 <= 0.6312336
## PC51 <= 0.4586929
## PC54 <= 1.295496
## PC57 > -0.1826679
## PC62 > -1.051692
## PC63 <= 0.1533961
## PC79 <= 0.5783401
## PC88 <= 0.4078948
## PC89 > -0.1322485
## -> class 2\|3 [0.868]
##
## Rule 21/238: (87.7/11, lift 7.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= 1.299587
## PC10 > -0.3955503
## PC34 <= 0.6957582
## PC36 <= 0.8098297
## PC44 <= 1.048562
## PC47 <= -0.6827961
## PC93 > -0.03100601
## -> class 2\|3 [0.866]
##
## Rule 21/239: (55.2/8.1, lift 7.3)
## PC1 > -0.2008138
## PC1 <= 7.579506
## PC3 <= -0.01609154
## PC5 > -4.574959
## PC8 > -3.591267
## PC8 <= 0.05853367
## PC41 <= 0.4290316
## PC43 <= 0.5236366
## -> class 2\|3 [0.840]
##
## Rule 21/240: (15.6/3.5, lift 6.4)
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC29 <= -0.2525983
## PC32 <= 1.577389
## PC40 > -0.638712
## PC51 <= 0.6281468
## PC57 > -0.1826679
## -> class 2\|3 [0.742]
##
## Rule 21/241: (38.8/11.4, lift 6.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 > -1.661317
## PC8 <= -0.2730613
## PC33 > 0.5074444
## PC57 <= -0.1826679
## -> class 2\|3 [0.696]
##
## Rule 21/242: (26.2/10.9, lift 5.0)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC8 > -0.2730613
## PC8 <= 0.795783
## PC34 <= 0.6957582
## PC70 > -0.9037994
## PC78 <= -0.451215
## PC94 > -0.8747469
## -> class 2\|3 [0.579]
##
## Rule 21/243: (154, lift 21.1)
## PC8 <= -2.62821
## PC16 <= 0.1971275
## PC39 <= 0.1345828
## PC43 > -0.3303688
## PC83 > 0.4489928
## PC86 > -0.3120454
## -> class 2\|4 [0.994]
##
## Rule 21/244: (132.2/4.2, lift 20.4)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 <= -3.591267
## PC14 <= 1.512467
## PC31 > -0.05837341
## -> class 2\|4 [0.961]
##
## Rule 21/245: (111.2/5, lift 20.1)
## PC1 > -0.3062993
## PC1 <= 7.579506
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC6 > -3.213379
## PC8 <= 0.05853367
## PC16 > -1.963041
## PC43 > 0.5236366
## -> class 2\|4 [0.947]
##
## Rule 21/246: (31.8/0.8, lift 20.1)
## PC8 <= -2.62821
## PC38 <= 0.1580302
## PC55 > 3.357674
## -> class 2\|4 [0.947]
##
## Rule 21/247: (103.8/5.2, lift 20.0)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC16 <= 0.1971275
## PC25 <= 0.2982335
## PC38 <= 0.1580302
## PC43 > -0.1251087
## PC45 <= -0.03346034
## PC56 > -0.5297951
## PC58 <= 0.7996474
## PC76 > -0.5390846
## PC85 > -0.01013124
## PC86 > -0.3120454
## -> class 2\|4 [0.941]
##
## Rule 21/248: (243.3/18.3, lift 19.5)
## PC2 <= 2.5099
## PC6 <= 0.6452066
## PC8 <= -2.62821
## PC16 > -1.216922
## PC16 <= 0.1971275
## PC25 <= 0.2982335
## PC39 <= 0.1345828
## PC43 > -0.1251087
## PC45 > -0.03346034
## PC53 > -0.6950343
## PC72 > -0.4841204
## PC76 > -0.5390846
## PC85 > -0.01013124
## PC86 > -0.3120454
## -> class 2\|4 [0.921]
##
## Rule 21/249: (10.5, lift 19.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.2730613
## PC22 > 1.28584
## PC27 > -0.7057388
## PC57 > -0.1826679
## PC62 <= -1.051692
## -> class 2\|4 [0.920]
##
## Rule 21/250: (92.3/7.9, lift 19.2)
## PC1 <= -0.3062993
## PC7 <= -1.544343
## PC8 <= -2.62821
## PC38 <= 0.1580302
## PC48 <= -0.4803959
## -> class 2\|4 [0.906]
##
## Rule 21/251: (119.9/11.1, lift 19.1)
## PC1 <= -0.3062993
## PC8 <= -2.62821
## PC19 <= -2.544035
## PC38 <= 0.1580302
## PC85 <= -0.01013124
## -> class 2\|4 [0.900]
##
## Rule 21/252: (6.9, lift 18.8)
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC10 > -0.2203483
## PC62 > -1.060122
## PC62 <= -1.051692
## -> class 2\|4 [0.888]
##
## Rule 21/253: (21.3/1.8, lift 18.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC12 <= 5.58542
## PC28 > -0.1979612
## PC32 > 1.962504
## PC57 <= -0.1826679
## -> class 2\|4 [0.879]
##
## Rule 21/254: (6, lift 18.5)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC25 > 0.2982335
## PC43 > -0.3303688
## PC47 > -0.007249928
## PC72 > -0.4841204
## PC85 > -0.01013124
## -> class 2\|4 [0.874]
##
## Rule 21/255: (189.1/28, lift 18.0)
## PC8 <= -2.62821
## PC16 <= 0.1971275
## PC39 <= 0.1345828
## PC43 > -0.3303688
## PC57 > 0.3997369
## PC85 > -0.01013124
## PC86 > -0.3120454
## -> class 2\|4 [0.848]
##
## Rule 21/256: (20/4.8, lift 15.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC10 <= -0.2203483
## PC14 > -1.794629
## PC62 <= -1.051692
## -> class 2\|4 [0.737]
##
## Rule 21/257: (35.5/9.2, lift 15.4)
## PC8 <= -2.62821
## PC11 <= -2.880181
## PC49 <= -0.2072445
## -> class 2\|4 [0.727]
##
## Rule 21/258: (14.6/4.5, lift 14.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC6 > -0.5545787
## PC27 <= -0.7057388
## PC57 > -0.1826679
## -> class 2\|4 [0.667]
##
## Rule 21/259: (188.6/67, lift 13.6)
## PC1 <= -0.3062993
## PC8 <= -0.2730613
## PC19 <= -3.613276
## -> class 2\|4 [0.643]
##
## Default class: 2\|3
##
## ----- Trial 22: -----
##
## Rules:
##
## Rule 22/1: (124, lift 15.4)
## PC2 > 2.606483
## PC13 <= 8.316996
## PC18 > 2.129967
## PC22 > -0.3725237
## PC28 <= 2.985367
## PC53 <= 0.7363554
## PC83 <= -1.334977
## PC91 <= 2.682686
## -> class 0\|0 [0.992]
##
## Rule 22/2: (122.2, lift 15.4)
## PC13 <= 0.6310504
## PC18 > 2.129967
## PC20 > -4.939653
## PC28 <= 2.985367
## PC37 <= 1.758989
## PC47 > -0.5788179
## PC55 > -0.4851243
## PC82 <= -0.4669948
## PC91 <= 2.682686
## -> class 0\|0 [0.992]
##
## Rule 22/3: (121.6, lift 15.4)
## PC13 <= 0.6310504
## PC18 > 2.953889
## PC20 > -4.939653
## PC37 <= 1.758989
## PC89 <= 0.3850325
## PC91 <= 2.682686
## PC98 <= -0.4970001
## -> class 0\|0 [0.992]
##
## Rule 22/4: (116.4/0.1, lift 15.4)
## PC13 <= 0.6310504
## PC18 > 2.953889
## PC22 > -0.3725237
## PC32 > -1.372486
## PC43 <= -1.26521
## PC55 > -0.4851243
## -> class 0\|0 [0.990]
##
## Rule 22/5: (69.2/0.4, lift 15.3)
## PC2 > 2.606483
## PC18 > 2.129967
## PC22 > -0.3725237
## PC28 <= 2.985367
## PC37 <= 1.758989
## PC86 <= -1.263183
## -> class 0\|0 [0.981]
##
## Rule 22/6: (168.9/3.2, lift 15.2)
## PC2 > 2.606483
## PC13 <= 8.316996
## PC18 > 2.129967
## PC22 > -0.3725237
## PC28 <= 2.985367
## PC37 <= 1.758989
## PC47 <= -0.5788179
## -> class 0\|0 [0.975]
##
## Rule 22/7: (225.1/4.8, lift 15.2)
## PC13 > -2.766053
## PC13 <= 0.6310504
## PC14 > -0.4796647
## PC14 <= 1.991589
## PC18 > 2.953889
## PC21 > -1.022044
## PC22 > -0.3725237
## PC34 <= 1.686112
## PC42 <= 1.557549
## PC53 <= 1.427933
## PC55 > -0.4851243
## PC55 <= 0.3783886
## PC61 <= 0.1062512
## PC70 <= 0.1372329
## PC73 <= 0.7263253
## PC89 <= 0.3850325
## -> class 0\|0 [0.974]
##
## Rule 22/8: (137.8/3, lift 15.1)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC15 > -0.3468112
## PC18 > -0.8495221
## PC18 <= 2.129967
## PC20 <= 2.399302
## PC22 > -0.3725237
## PC32 > -1.372486
## PC64 > 0.8433579
## PC76 <= 0.4646978
## PC77 > -0.2566138
## PC80 <= 0.3041407
## PC89 > -0.2796495
## PC92 <= 0.8182952
## -> class 0\|0 [0.971]
##
## Rule 22/9: (202.9/6.6, lift 15.0)
## PC1 > -0.5136668
## PC13 <= 0.6310504
## PC18 > 2.129967
## PC55 > -0.4851243
## PC85 <= 0.8678042
## -> class 0\|0 [0.963]
##
## Rule 22/10: (21.8/0.1, lift 14.8)
## PC14 <= 0.2774475
## PC18 > 3.171913
## PC20 > -4.939653
## PC22 <= -0.3725237
## -> class 0\|0 [0.953]
##
## Rule 22/11: (18.3, lift 14.8)
## PC1 <= -0.5136668
## PC6 > 0.07366921
## PC18 > 2.129967
## PC18 <= 2.953889
## PC55 > -0.4851243
## -> class 0\|0 [0.951]
##
## Rule 22/12: (46.2/2.9, lift 14.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -0.8495221
## PC18 <= 2.129967
## -> class 0\|0 [0.919]
##
## Rule 22/13: (103.1/7.5, lift 14.3)
## PC6 <= 0.07366921
## PC13 <= 0.6310504
## PC18 > 2.129967
## PC22 > -0.3725237
## PC28 <= 2.985367
## PC29 > 1.49068
## PC55 > -0.4851243
## PC91 <= 2.682686
## -> class 0\|0 [0.919]
##
## Rule 22/14: (7.7, lift 14.0)
## PC2 > 2.606483
## PC13 <= 8.316996
## PC14 > 1.765
## PC18 <= 2.129967
## PC22 > -0.3725237
## PC92 <= 0.8182952
## -> class 0\|0 [0.897]
##
## Rule 22/15: (8, lift 13.9)
## PC18 > 2.129967
## PC18 <= 2.953889
## PC22 > -0.3725237
## PC23 <= -1.279282
## PC55 > -0.4851243
## -> class 0\|0 [0.894]
##
## Rule 22/16: (4.4, lift 13.1)
## PC10 <= -2.314371
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC22 <= -0.3725237
## PC56 <= -0.9539973
## -> class 0\|0 [0.842]
##
## Rule 22/17: (43.4/9.4, lift 12.0)
## PC2 > 2.606483
## PC18 > -0.8495221
## PC18 <= 2.129967
## PC22 > -0.3725237
## PC30 > -3.405442
## PC32 > -1.372486
## PC39 > -1.565215
## PC86 <= 4.013646
## PC90 <= -1.764218
## -> class 0\|0 [0.770]
##
## Rule 22/18: (19.5/4.9, lift 11.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC15 > -0.3468112
## PC18 <= 2.129967
## PC22 > -0.3725237
## PC23 <= -0.9738311
## PC92 <= 0.8182952
## PC96 <= 1.186227
## -> class 0\|0 [0.725]
##
## Rule 22/19: (511.2/147.1, lift 11.1)
## PC6 > -0.329941
## PC18 > 3.171913
## PC82 > -0.8006034
## -> class 0\|0 [0.711]
##
## Rule 22/20: (85.4, lift 12.6)
## PC2 > 2.606483
## PC18 > 2.129967
## PC28 <= 2.985367
## PC55 <= -0.4851243
## PC83 > -1.334977
## -> class 0\|1 [0.989]
##
## Rule 22/21: (105.7/1.2, lift 12.5)
## PC13 <= 8.316996
## PC18 > 2.129967
## PC26 > -0.07246788
## PC43 > -1.26521
## PC47 > -0.5788179
## PC82 > -0.4669948
## PC85 <= 0.8678042
## PC89 > 0.3850325
## -> class 0\|1 [0.980]
##
## Rule 22/22: (27.9, lift 12.3)
## PC18 > 2.129967
## PC32 > -1.372486
## PC47 > -0.5788179
## PC82 > -0.4669948
## PC83 > -1.334977
## PC85 > 0.8678042
## -> class 0\|1 [0.967]
##
## Rule 22/23: (25.1, lift 12.2)
## PC13 <= 0.6310504
## PC18 > 2.953889
## PC22 > -0.3725237
## PC43 > -1.26521
## PC55 > 0.3783886
## PC83 > -1.334977
## PC98 > -0.4970001
## -> class 0\|1 [0.963]
##
## Rule 22/24: (20.8, lift 12.2)
## PC1 <= -0.5136668
## PC18 > 2.129967
## PC43 > -1.26521
## PC47 > -0.5788179
## PC55 <= 0.3783886
## PC61 > 0.1062512
## PC73 <= 0.7263253
## PC82 > -0.4669948
## PC83 > -1.334977
## PC98 > -0.4970001
## -> class 0\|1 [0.956]
##
## Rule 22/25: (16.5, lift 12.0)
## PC8 > -0.1032193
## PC13 > 8.316996
## PC22 > -0.3725237
## -> class 0\|1 [0.946]
##
## Rule 22/26: (57.9/2.6, lift 11.9)
## PC1 <= -0.5136668
## PC18 > 2.129967
## PC22 > -0.3725237
## PC30 > -3.405442
## PC32 > -1.372486
## PC42 > 1.557549
## PC82 > -0.4669948
## PC86 > -1.263183
## -> class 0\|1 [0.940]
##
## Rule 22/27: (13.1, lift 11.9)
## PC3 <= 1.640775
## PC7 <= -0.7110269
## PC18 <= -0.8495221
## PC49 <= 1.36366
## PC78 <= 2.983765
## PC94 > 1.003931
## -> class 0\|1 [0.934]
##
## Rule 22/28: (76.8/6.5, lift 11.5)
## PC1 <= -0.5136668
## PC18 > 2.953889
## PC73 > 0.7263253
## PC82 > -0.4669948
## PC83 > -1.334977
## PC86 > -1.263183
## PC89 <= 0.3850325
## PC98 > -0.4970001
## -> class 0\|1 [0.905]
##
## Rule 22/29: (24.6/2.3, lift 11.2)
## PC13 <= 0.6310504
## PC14 > 1.991589
## PC18 > 2.953889
## PC98 > -0.4970001
## -> class 0\|1 [0.877]
##
## Rule 22/30: (43.4/7.6, lift 10.3)
## PC3 <= 1.640775
## PC8 > -0.2121797
## PC18 <= -0.8495221
## PC56 <= 1.035474
## PC78 > 2.983765
## -> class 0\|1 [0.811]
##
## Rule 22/31: (13.5/4.2, lift 8.4)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC7 <= -0.7110269
## PC18 > -1.002164
## PC18 <= -0.8495221
## PC22 <= 1.63577
## -> class 0\|1 [0.664]
##
## Rule 22/32: (33/11.1, lift 8.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.8495221
## PC38 > 0.834276
## PC49 <= 1.36366
## PC78 <= 2.983765
## -> class 0\|1 [0.655]
##
## Rule 22/33: (34.2/19.4, lift 5.6)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC6 <= -1.630364
## PC18 <= -0.8495221
## -> class 0\|1 [0.437]
##
## Rule 22/34: (3639.5/2168.4, lift 5.1)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 > -0.8495221
## -> class 0\|1 [0.404]
##
## Rule 22/35: (47.8, lift 10.5)
## PC2 > 2.606483
## PC15 > -0.3468112
## PC18 > -0.8495221
## PC18 <= 2.129967
## PC34 <= -0.2082073
## PC39 > -1.565215
## PC40 > -2.448469
## PC47 <= 4.410915
## PC92 > 0.8182952
## -> class 0\|2 [0.980]
##
## Rule 22/36: (83.9/0.8, lift 10.5)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC11 > 0.03338785
## PC20 <= 3.447608
## PC22 > -0.3725237
## PC32 <= -1.372486
## PC40 > -3.425949
## PC86 <= 4.013646
## -> class 0\|2 [0.979]
##
## Rule 22/37: (73.5/1, lift 10.4)
## PC8 <= -0.1032193
## PC13 > 8.316996
## PC18 > -0.8495221
## PC22 > -0.3725237
## PC47 <= 0.6174723
## -> class 0\|2 [0.973]
##
## Rule 22/38: (69.3/1.2, lift 10.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC7 > -0.7110269
## PC15 > -0.758292
## PC18 > -1.136285
## PC18 <= -0.8495221
## PC24 <= 2.21512
## PC38 <= 0.834276
## PC47 <= 2.266803
## -> class 0\|2 [0.969]
##
## Rule 22/39: (160/4, lift 10.3)
## PC1 <= -0.6963497
## PC2 > 2.606483
## PC10 > -2.314371
## PC11 <= 0.2353598
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC20 > -4.939653
## PC20 <= 2.108413
## PC22 <= -0.3725237
## PC30 > -3.405442
## PC43 > -1.648247
## PC47 <= 4.410915
## PC67 > -0.5053855
## -> class 0\|2 [0.969]
##
## Rule 22/40: (61.6/1, lift 10.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 <= -0.8495221
## PC19 <= -0.08209673
## PC30 <= 1.407807
## PC31 <= 0.1948286
## PC47 > -0.5000687
## PC49 <= 1.36366
## PC74 <= 0.9222443
## PC96 > -0.7079461
## PC100 > -0.4623103
## PC100 <= 0.7558978
## -> class 0\|2 [0.968]
##
## Rule 22/41: (25.8, lift 10.3)
## PC3 <= 1.640775
## PC7 > -0.7110269
## PC14 > -0.9299337
## PC18 <= -0.8495221
## PC39 > -0.8554561
## PC48 > -0.4781063
## PC57 > 1.412483
## PC60 > -0.6401682
## PC75 > -0.2615614
## -> class 0\|2 [0.964]
##
## Rule 22/42: (31.8/0.3, lift 10.3)
## PC10 <= -2.314371
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC22 <= -0.3725237
## PC48 > -0.0926922
## PC60 > -0.4183349
## -> class 0\|2 [0.961]
##
## Rule 22/43: (49.4/1.1, lift 10.2)
## PC1 > -0.6963497
## PC2 > 2.606483
## PC3 <= 1.640775
## PC4 <= 3.071527
## PC10 > -2.314371
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC22 <= -0.3725237
## PC43 > -1.648247
## PC47 <= 0.284284
## PC86 <= 1.84714
## PC92 > 0.05977903
## -> class 0\|2 [0.959]
##
## Rule 22/44: (23.5, lift 10.2)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 <= 2.129967
## PC22 > -0.3725237
## PC40 <= -2.448469
## PC96 <= 1.186227
## -> class 0\|2 [0.959]
##
## Rule 22/45: (133.8/5.2, lift 10.2)
## PC2 > 2.606483
## PC6 > -1.630364
## PC7 <= -0.7110269
## PC18 <= -1.002164
## PC22 <= 1.63577
## PC52 > -2.400396
## PC59 > -1.118317
## PC78 <= 2.983765
## PC87 > -1.677675
## PC94 <= 1.003931
## -> class 0\|2 [0.954]
##
## Rule 22/46: (19.1, lift 10.1)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC18 > -0.8495221
## PC18 <= 2.129967
## PC22 > -0.3725237
## PC39 <= -1.565215
## PC47 <= 4.410915
## -> class 0\|2 [0.950]
##
## Rule 22/47: (27.9/0.5, lift 10.1)
## PC2 > 2.606483
## PC6 <= -0.329941
## PC14 > 0.2774475
## PC18 > -0.8495221
## PC20 > -4.939653
## PC22 <= -0.3725237
## PC39 <= -1.981903
## -> class 0\|2 [0.949]
##
## Rule 22/48: (15.5/0.1, lift 10.0)
## PC7 > -0.1430541
## PC19 <= -0.3036996
## PC20 <= -4.939653
## -> class 0\|2 [0.937]
##
## Rule 22/49: (26.9/0.9, lift 10.0)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC18 <= 2.129967
## PC22 > -0.3725237
## PC32 > -1.372486
## PC47 <= 4.410915
## PC89 <= -0.9617721
## PC92 <= 0.8182952
## -> class 0\|2 [0.934]
##
## Rule 22/50: (12, lift 9.9)
## PC18 > 3.171913
## PC22 <= -0.3725237
## PC82 <= -0.8006034
## -> class 0\|2 [0.929]
##
## Rule 22/51: (49.1/3.2, lift 9.8)
## PC10 <= -2.314371
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC22 <= -0.3725237
## PC24 > 0.7876676
## PC60 > -0.4183349
## PC86 > -0.7187973
## -> class 0\|2 [0.918]
##
## Rule 22/52: (90.7/6.9, lift 9.8)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC15 <= -0.3468112
## PC18 > -0.8495221
## PC18 <= 2.129967
## PC22 > -0.3725237
## PC59 <= 0.3942294
## PC73 > -2.252275
## PC93 <= 0.6971903
## -> class 0\|2 [0.915]
##
## Rule 22/53: (75.2/6.1, lift 9.7)
## PC4 > 3.071527
## PC10 > -2.314371
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC20 > -4.939653
## PC22 <= -0.3725237
## PC30 > -3.405442
## PC47 <= 4.410915
## PC86 <= 1.84714
## -> class 0\|2 [0.908]
##
## Rule 22/54: (8.9, lift 9.7)
## PC6 <= -0.9888155
## PC18 > 3.171913
## PC20 > -4.939653
## PC22 <= -0.3725237
## PC47 <= 4.410915
## -> class 0\|2 [0.908]
##
## Rule 22/55: (13.3/0.4, lift 9.7)
## PC2 > 2.606483
## PC18 > -0.8495221
## PC18 <= 2.129967
## PC21 <= -0.6108133
## PC22 > -0.3725237
## PC92 > 0.8182952
## -> class 0\|2 [0.906]
##
## Rule 22/56: (44.9/3.6, lift 9.6)
## PC10 <= -2.314371
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC22 <= -0.3725237
## PC24 > 0.7876676
## PC60 > -0.4183349
## PC61 <= -0.2744043
## -> class 0\|2 [0.903]
##
## Rule 22/57: (12/0.4, lift 9.6)
## PC2 > 2.606483
## PC18 > -0.8495221
## PC20 > -4.939653
## PC22 <= -0.3725237
## PC31 > 0.2742729
## PC47 <= 4.410915
## PC92 <= 0.05977903
## -> class 0\|2 [0.903]
##
## Rule 22/58: (32.3/2.5, lift 9.6)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC18 <= 2.129967
## PC22 > -0.3725237
## PC32 > -1.372486
## PC39 > -1.565215
## PC86 <= 4.013646
## PC96 > 1.186227
## -> class 0\|2 [0.899]
##
## Rule 22/59: (60.6/6, lift 9.5)
## PC2 > 2.606483
## PC20 > -4.939653
## PC22 > -0.3725237
## PC28 > 2.985367
## PC47 <= 4.410915
## -> class 0\|2 [0.888]
##
## Rule 22/60: (109.8/11.9, lift 9.4)
## PC5 <= 2.765218
## PC18 <= -1.136285
## PC31 <= 0.1948286
## PC37 <= -0.8872013
## PC39 > -0.8554561
## PC40 > -2.911253
## PC46 <= 0.9641498
## PC71 > -0.9827021
## -> class 0\|2 [0.885]
##
## Rule 22/61: (2624.2/1586.1, lift 4.2)
## PC18 <= -1.136285
## -> class 0\|2 [0.396]
##
## Rule 22/62: (116.8, lift 11.6)
## PC2 > 2.606483
## PC7 > -0.7110269
## PC18 <= -1.287155
## PC28 <= 3.004325
## PC31 > 0.1948286
## PC34 <= -0.06514765
## PC63 <= 1.327901
## -> class 0\|3 [0.992]
##
## Rule 22/63: (89.7, lift 11.5)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC18 <= -0.8495221
## PC31 > -0.3617029
## PC39 > -0.8554561
## PC63 <= 1.327901
## PC71 <= 0.8998235
## PC74 > 0.9222443
## PC78 <= 2.102474
## -> class 0\|3 [0.989]
##
## Rule 22/64: (79.6, lift 11.5)
## PC1 > -0.6963497
## PC2 > 2.606483
## PC3 <= 1.640775
## PC4 <= 3.071527
## PC10 > -2.314371
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC22 <= -0.3725237
## PC31 <= 0.2742729
## PC92 <= 0.05977903
## -> class 0\|3 [0.988]
##
## Rule 22/65: (67.3, lift 11.5)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC18 <= -0.8495221
## PC31 > -0.3617029
## PC32 > -1.699559
## PC71 <= -0.9827021
## PC78 <= 2.983765
## -> class 0\|3 [0.986]
##
## Rule 22/66: (81.1/0.3, lift 11.5)
## PC2 > 2.606483
## PC18 <= -0.8495221
## PC30 <= 2.87681
## PC39 <= -1.666827
## PC40 > -2.911253
## PC78 <= 2.983765
## -> class 0\|3 [0.985]
##
## Rule 22/67: (61.3, lift 11.5)
## PC5 <= 2.765218
## PC7 > -0.7110269
## PC14 <= -0.9299337
## PC18 <= -1.136285
## PC28 <= 3.004325
## PC30 <= 2.87681
## PC39 > -1.666827
## -> class 0\|3 [0.984]
##
## Rule 22/68: (56.8, lift 11.5)
## PC2 > 2.606483
## PC16 > -2.591194
## PC18 > -0.8495221
## PC19 > -0.3036996
## PC20 <= -4.939653
## -> class 0\|3 [0.983]
##
## Rule 22/69: (58.4, lift 11.5)
## PC1 <= -0.6963497
## PC2 > 2.606483
## PC10 > -2.314371
## PC11 > 0.2353598
## PC20 > -4.939653
## PC30 > -3.405442
## -> class 0\|3 [0.983]
##
## Rule 22/70: (78/0.5, lift 11.4)
## PC3 <= 1.640775
## PC18 <= -1.136285
## PC30 <= 1.407807
## PC31 > -0.3617029
## PC32 > -1.346216
## PC33 > -3.149952
## PC37 > -0.8872013
## PC57 <= -1.296943
## PC60 > -0.6401682
## PC63 <= 1.327901
## PC78 <= 2.983765
## PC79 <= 2.019276
## PC100 > -0.4623103
## -> class 0\|3 [0.982]
##
## Rule 22/71: (117.3/1.3, lift 11.4)
## PC4 > -7.818982
## PC16 > 0.217841
## PC18 <= -0.8495221
## PC19 > -0.08209673
## PC28 <= 3.004325
## PC30 <= 1.407807
## PC52 <= 1.583358
## PC57 > -1.296943
## PC61 <= 0.8609061
## PC63 <= 1.327901
## PC69 > 0.5546491
## PC75 > -0.2615614
## PC81 <= 0.5371473
## -> class 0\|3 [0.981]
##
## Rule 22/72: (51.8, lift 11.4)
## PC5 <= 2.765218
## PC7 > -0.7110269
## PC18 <= -1.136285
## PC30 <= 1.407807
## PC33 > -3.149952
## PC37 > -0.8872013
## PC48 <= 0.4455165
## PC52 <= 1.583358
## PC59 > 1.036148
## PC60 > -0.6401682
## PC71 <= 0.8998235
## PC75 > -0.2615614
## PC78 <= 2.102474
## -> class 0\|3 [0.981]
##
## Rule 22/73: (47.3, lift 11.4)
## PC3 <= 1.640775
## PC4 > -8.287465
## PC5 <= 2.765218
## PC7 > -0.7110269
## PC18 <= -1.136285
## PC60 > -0.6401682
## PC63 <= 1.327901
## PC69 <= -1.875871
## PC71 <= 0.8998235
## PC79 <= 2.019276
## -> class 0\|3 [0.980]
##
## Rule 22/74: (61/0.4, lift 11.4)
## PC4 > -8.287465
## PC5 <= 2.765218
## PC7 > -0.7110269
## PC18 <= -1.136285
## PC19 > -0.08209673
## PC28 <= 3.004325
## PC30 <= 1.407807
## PC31 > -0.3617029
## PC31 <= 0.1948286
## PC32 > -1.346216
## PC71 <= 0.8998235
## PC75 > -0.2615614
## PC79 <= 2.019276
## PC81 > 0.5371473
## PC96 > -0.7079461
## -> class 0\|3 [0.979]
##
## Rule 22/75: (127.1/1.8, lift 11.4)
## PC7 > -0.7110269
## PC11 <= 0.09198079
## PC18 <= -1.136285
## PC31 > -0.3617029
## PC39 <= -0.8554561
## PC63 <= 1.327901
## PC78 <= 2.983765
## -> class 0\|3 [0.978]
##
## Rule 22/76: (40.7, lift 11.4)
## PC2 > 2.606483
## PC5 <= 2.765218
## PC7 > -0.7110269
## PC18 <= -1.136285
## PC30 <= 2.87681
## PC31 > -0.3617029
## PC32 > -1.699559
## PC39 > -0.8554561
## PC47 > -0.5000687
## PC78 <= 2.102474
## PC79 <= 2.019276
## PC100 > 0.7558978
## -> class 0\|3 [0.977]
##
## Rule 22/77: (40.9, lift 11.4)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 <= -0.8495221
## PC49 > 1.36366
## PC78 <= 2.983765
## -> class 0\|3 [0.977]
##
## Rule 22/78: (40.8, lift 11.4)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC47 > 4.410915
## -> class 0\|3 [0.977]
##
## Rule 22/79: (39.6, lift 11.4)
## PC4 > -7.818982
## PC7 > -0.7110269
## PC17 <= -3.198881
## PC30 <= 1.407807
## PC33 > -3.149952
## PC62 > -0.5884922
## PC63 <= 1.327901
## PC81 > 0.1246919
## -> class 0\|3 [0.976]
##
## Rule 22/80: (39, lift 11.4)
## PC5 <= 2.765218
## PC18 <= -1.136285
## PC45 > 1.072032
## PC74 <= 0.9222443
## PC78 <= 2.983765
## PC81 > 0.1246919
## -> class 0\|3 [0.976]
##
## Rule 22/81: (59.4/0.6, lift 11.4)
## PC3 <= 1.640775
## PC18 <= -1.136285
## PC40 <= -2.911253
## PC78 <= 2.983765
## -> class 0\|3 [0.974]
##
## Rule 22/82: (36.1, lift 11.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC18 <= -1.136285
## PC30 <= 2.87681
## PC66 <= 3.829112
## PC78 <= 2.983765
## PC85 > 1.993083
## -> class 0\|3 [0.974]
##
## Rule 22/83: (36.5, lift 11.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC18 <= -0.8495221
## PC30 <= 2.87681
## PC46 > 0.9641498
## -> class 0\|3 [0.974]
##
## Rule 22/84: (36.1, lift 11.3)
## PC3 <= 1.640775
## PC8 <= -0.2121797
## PC18 <= -0.8495221
## PC78 > 2.983765
## -> class 0\|3 [0.974]
##
## Rule 22/85: (110.3/2.1, lift 11.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC7 > -0.7110269
## PC16 <= 2.353309
## PC18 <= -1.136285
## PC26 <= 1.077876
## PC31 <= 0.1948286
## PC32 > -1.699559
## PC33 > -3.149952
## PC47 <= -0.5000687
## PC48 <= 0.4455165
## PC60 > -0.6401682
## PC61 <= 0.8609061
## PC63 <= 1.327901
## PC71 <= 0.8998235
## -> class 0\|3 [0.972]
##
## Rule 22/86: (32.5, lift 11.3)
## PC4 > -8.287465
## PC5 <= 2.765218
## PC7 > -0.7110269
## PC18 <= -1.136285
## PC19 > -0.08209673
## PC31 <= 0.1948286
## PC33 > -3.149952
## PC47 > -0.5000687
## PC50 <= -0.4471362
## PC60 > -0.6401682
## PC63 <= 1.327901
## PC69 <= 0.5546491
## PC79 <= 2.019276
## -> class 0\|3 [0.971]
##
## Rule 22/87: (91.1/2, lift 11.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC7 > -0.7110269
## PC18 <= -1.136285
## PC31 > -0.3617029
## PC32 > -1.699559
## PC48 <= 0.4455165
## PC60 > -0.6401682
## PC63 <= 1.327901
## PC71 <= 0.8998235
## PC79 <= 2.019276
## PC100 <= -0.4623103
## -> class 0\|3 [0.968]
##
## Rule 22/88: (63/1.1, lift 11.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC4 > -8.287465
## PC5 <= 2.765218
## PC18 <= -1.136285
## PC28 <= 3.004325
## PC32 > -1.699559
## PC38 <= 1.42913
## PC48 <= 0.4455165
## PC52 <= 1.583358
## PC60 > -0.6401682
## PC62 <= -0.05086501
## PC63 <= 1.327901
## PC75 <= -0.2615614
## PC78 <= 2.983765
## PC79 <= 2.019276
## -> class 0\|3 [0.968]
##
## Rule 22/89: (27.5, lift 11.3)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC22 <= -0.3725237
## PC43 > -1.648247
## PC67 <= -0.5053855
## -> class 0\|3 [0.966]
##
## Rule 22/90: (89.5/2.2, lift 11.2)
## PC3 <= 1.640775
## PC4 > -8.287465
## PC7 > -0.7110269
## PC18 <= -1.136285
## PC30 <= 1.407807
## PC37 > -0.8872013
## PC38 <= 1.42913
## PC39 > -0.8554561
## PC47 > -0.5000687
## PC63 <= 1.327901
## PC78 <= 2.983765
## PC79 <= 2.019276
## PC89 <= 0.7224404
## PC96 <= -0.7079461
## -> class 0\|3 [0.965]
##
## Rule 22/91: (26, lift 11.2)
## PC5 <= 2.765218
## PC18 <= -0.8495221
## PC57 <= -2.84451
## PC63 > 1.327901
## -> class 0\|3 [0.964]
##
## Rule 22/92: (40.7/0.6, lift 11.2)
## PC18 <= -1.136285
## PC32 > -1.699559
## PC66 > 3.829112
## -> class 0\|3 [0.963]
##
## Rule 22/93: (21, lift 11.1)
## PC5 <= 2.765218
## PC18 <= -1.136285
## PC30 <= 1.407807
## PC31 <= 0.1948286
## PC37 > -0.8872013
## PC42 > 1.347964
## PC69 <= 0.5546491
## PC79 <= 2.019276
## PC81 > 0.1246919
## -> class 0\|3 [0.957]
##
## Rule 22/94: (14.3, lift 10.9)
## PC1 > -0.6963497
## PC2 > 2.606483
## PC3 <= 1.640775
## PC10 > -2.314371
## PC18 > -0.8495221
## PC18 <= 3.171913
## PC22 <= -0.3725237
## PC47 > 0.284284
## -> class 0\|3 [0.939]
##
## Rule 22/95: (50.6/2.4, lift 10.9)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC10 > -2.314371
## PC18 <= 3.171913
## PC22 <= -0.3725237
## PC43 > -1.648247
## PC86 > 1.84714
## -> class 0\|3 [0.936]
##
## Rule 22/96: (21.7/0.8, lift 10.7)
## PC2 > 2.606483
## PC15 <= -0.3468112
## PC18 > -0.8495221
## PC30 > -3.405442
## PC73 <= -2.252275
## PC90 > -1.764218
## -> class 0\|3 [0.923]
##
## Rule 22/97: (10.6, lift 10.7)
## PC3 <= 1.640775
## PC7 > -0.7110269
## PC18 <= -0.8495221
## PC28 <= 3.004325
## PC30 <= 1.407807
## PC31 > -0.3617029
## PC39 > -1.666827
## PC47 > -0.5000687
## PC62 > -0.05086501
## PC75 <= -0.2615614
## PC77 > -0.07627472
## -> class 0\|3 [0.921]
##
## Rule 22/98: (334/30, lift 10.6)
## PC4 > -7.818982
## PC5 <= 2.765218
## PC9 <= 0.580468
## PC16 > 0.217841
## PC18 <= -1.136285
## PC19 > -0.08209673
## PC30 <= 1.407807
## PC31 > -0.3617029
## PC31 <= 0.1874593
## PC32 > -1.346216
## PC33 > -3.149952
## PC37 > -0.8872013
## PC38 <= 1.42913
## PC41 <= 0.1900463
## PC47 > -0.5000687
## PC48 > -0.4781063
## PC57 > -1.202412
## PC57 <= 1.412483
## PC59 <= 1.029092
## PC62 > -0.5884922
## PC63 <= 1.16783
## PC71 > -0.7841926
## PC71 <= 0.5641248
## PC75 > -0.2615614
## PC78 <= 2.102474
## PC81 <= 0.1246919
## PC89 > -0.4736859
## -> class 0\|3 [0.908]
##
## Rule 22/99: (48/3.8, lift 10.5)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC7 > -0.7110269
## PC15 <= -0.758292
## PC18 > -1.136285
## PC18 <= -0.8495221
## -> class 0\|3 [0.903]
##
## Rule 22/100: (6.3, lift 10.2)
## PC13 > 8.316996
## PC22 > -0.3725237
## PC47 > 0.6174723
## -> class 0\|3 [0.879]
##
## Rule 22/101: (56.5/7.4, lift 10.0)
## PC2 > 2.606483
## PC6 > -1.630364
## PC7 <= -0.7110269
## PC18 <= -0.8495221
## PC22 > 1.63577
## -> class 0\|3 [0.856]
##
## Rule 22/102: (68.6/10.4, lift 9.8)
## PC1 > -0.430681
## PC6 > -2.501723
## PC16 > 0.8572028
## PC79 > 0.671106
## -> class 0\|3 [0.839]
##
## Rule 22/103: (29.2/4.8, lift 9.5)
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.8495221
## PC24 > 2.21512
## -> class 0\|3 [0.814]
##
## Rule 22/104: (35.5/12.2, lift 7.5)
## PC2 > 2.606483
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC86 > 4.013646
## -> class 0\|3 [0.647]
##
## Rule 22/105: (268.6/1.3, lift 19.5)
## PC1 > -0.430681
## PC12 > 2.673064
## PC19 > 1.858538
## PC79 > -0.1133754
## PC82 <= 0.3369567
## PC88 <= 0.05749534
## -> class 1\|0 [0.992]
##
## Rule 22/106: (208.1/1.1, lift 19.4)
## PC1 > -0.430681
## PC9 > -0.4262954
## PC10 <= -0.1638609
## PC16 <= 0.1224957
## PC18 <= 0.2243217
## PC68 > -1.830715
## PC70 <= 0.07510992
## PC78 <= 0.166106
## -> class 1\|0 [0.990]
##
## Rule 22/107: (100.1, lift 19.4)
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC13 > -0.1533111
## PC15 > -0.05319579
## PC15 <= 2.464888
## PC33 > -0.5413352
## PC48 > -0.3409121
## PC48 <= -0.1479321
## PC65 > -0.1389549
## PC88 > -0.3582947
## PC92 <= 0.4954863
## -> class 1\|0 [0.990]
##
## Rule 22/108: (124.8/0.5, lift 19.4)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 <= -2.501723
## PC11 <= -0.08327016
## PC18 <= 0.2243217
## PC30 <= 0.2379731
## PC68 <= 1.01486
## PC71 > -0.5091391
## -> class 1\|0 [0.989]
##
## Rule 22/109: (51.4, lift 19.3)
## PC2 <= 2.606483
## PC3 <= -5.374279
## PC18 > 0.2243217
## -> class 1\|0 [0.981]
##
## Rule 22/110: (98.9/1, lift 19.2)
## PC2 > 2.606483
## PC3 > 1.640775
## PC8 > -3.622398
## PC33 > -0.5413352
## PC37 > 0.2573436
## PC46 > -0.6492637
## PC65 > -0.1389549
## PC84 > -0.6454148
## PC86 > -2.195481
## PC88 > -0.3582947
## PC92 <= 0.4954863
## -> class 1\|0 [0.980]
##
## Rule 22/111: (43.2, lift 19.2)
## PC1 > -0.430681
## PC9 > -0.1967146
## PC10 <= 0.9459118
## PC12 > 2.673064
## PC19 <= 1.858538
## PC60 > -0.5563228
## PC87 > -0.4816411
## PC99 <= 0.2224677
## -> class 1\|0 [0.978]
##
## Rule 22/112: (38.5, lift 19.1)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 > -2.501723
## PC8 > -3.76792
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC19 > -1.326658
## PC57 <= -1.562916
## -> class 1\|0 [0.975]
##
## Rule 22/113: (53.5/0.5, lift 19.1)
## PC3 > 1.640775
## PC12 <= -0.05653552
## PC19 > 0.2240216
## PC33 > -0.5413352
## PC46 > -0.6492637
## PC65 > -0.1389549
## PC88 > -0.3582947
## PC92 <= 0.4954863
## -> class 1\|0 [0.973]
##
## Rule 22/114: (31.5, lift 19.0)
## PC2 > 2.606483
## PC3 > 1.640775
## PC33 > -0.5413352
## PC46 > -0.6492637
## PC48 <= -0.3409121
## PC65 > -0.1389549
## -> class 1\|0 [0.970]
##
## Rule 22/115: (25.9, lift 18.9)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC7 > -7.168568
## PC9 > -0.4262954
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC66 > 0.6801729
## PC68 > -1.830715
## -> class 1\|0 [0.964]
##
## Rule 22/116: (108.9/3.3, lift 18.9)
## PC1 > -0.430681
## PC12 > 2.673064
## PC19 > 1.858538
## PC80 > 0.6568857
## PC87 > -0.4816411
## PC88 <= 0.05749534
## -> class 1\|0 [0.961]
##
## Rule 22/117: (30/1.5, lift 18.1)
## PC2 > 2.606483
## PC3 > 1.640775
## PC15 > 2.464888
## -> class 1\|0 [0.922]
##
## Rule 22/118: (9.2, lift 17.9)
## PC1 > -0.430681
## PC9 > 0.4976352
## PC18 > 0.2243217
## PC45 > 0.07133837
## -> class 1\|0 [0.911]
##
## Rule 22/119: (8.8, lift 17.8)
## PC2 > 2.606483
## PC3 > 1.640775
## PC15 > -0.05319579
## PC41 > 0.4264308
## PC46 > -0.6492637
## -> class 1\|0 [0.907]
##
## Rule 22/120: (9.3/0.4, lift 17.3)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC7 > -7.168568
## PC9 > -0.4262954
## PC16 <= 0.8572028
## PC19 > -1.326658
## PC68 > -1.830715
## PC74 <= -2.024149
## -> class 1\|0 [0.880]
##
## Rule 22/121: (40.9/10, lift 14.6)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC15 > -0.6049531
## PC18 > 0.2243217
## PC29 <= 0.7205848
## PC45 <= 0.07133837
## PC98 <= -0.1840216
## -> class 1\|0 [0.744]
##
## Rule 22/122: (234.6/4.6, lift 14.6)
## PC1 > -0.430681
## PC6 > -2.501723
## PC7 > -7.168568
## PC9 > -0.4262954
## PC10 > -0.1638609
## PC12 <= 2.673064
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC19 > -1.14673
## PC43 <= 2.2329
## PC59 <= 0.9940436
## PC66 <= 0.6801729
## PC68 > -1.830715
## PC90 <= 0.6714778
## PC92 <= 0.308862
## -> class 1\|1 [0.977]
##
## Rule 22/123: (33.2, lift 14.6)
## PC1 > -0.430681
## PC10 > 0.9459118
## PC12 > 2.673064
## PC19 <= 1.858538
## -> class 1\|1 [0.972]
##
## Rule 22/124: (62.4/1.3, lift 14.5)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC3 > -5.374279
## PC6 <= 7.634698
## PC15 > -0.6049531
## PC18 > 0.2243217
## PC18 <= 0.4007553
## PC45 <= 0.07133837
## PC98 > -0.1840216
## -> class 1\|1 [0.965]
##
## Rule 22/125: (59.1/1.4, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 <= -2.501723
## PC12 <= 2.673064
## PC18 <= 0.2243217
## PC30 > 0.2379731
## PC71 > -0.5091391
## -> class 1\|1 [0.961]
##
## Rule 22/126: (22.1, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 <= -2.501723
## PC12 <= 2.673064
## PC18 <= 0.2243217
## PC68 > 1.01486
## PC71 > -0.5091391
## -> class 1\|1 [0.959]
##
## Rule 22/127: (32.7/0.6, lift 14.3)
## PC1 > -0.430681
## PC12 > 2.673064
## PC19 <= 1.858538
## PC68 > -1.635412
## PC99 > 0.2224677
## -> class 1\|1 [0.955]
##
## Rule 22/128: (30.3/0.6, lift 14.2)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC12 > 2.673064
## PC79 <= -0.1133754
## PC80 <= 0.6568857
## -> class 1\|1 [0.949]
##
## Rule 22/129: (26.2/0.7, lift 14.1)
## PC1 > -0.430681
## PC9 > -0.1967146
## PC12 > 2.673064
## PC88 > 0.05749534
## -> class 1\|1 [0.941]
##
## Rule 22/130: (24.4/0.6, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 <= -2.501723
## PC8 > -3.76792
## PC11 > -0.08327016
## PC30 <= 0.2379731
## PC53 > -2.128394
## PC71 > -0.5091391
## -> class 1\|1 [0.940]
##
## Rule 22/131: (11.7, lift 13.9)
## PC19 <= -1.326658
## PC99 <= -4.31197
## -> class 1\|1 [0.927]
##
## Rule 22/132: (11.4, lift 13.9)
## PC1 > 7.82627
## PC4 > -1.09963
## PC8 > -3.76792
## PC9 <= -0.4262954
## PC16 <= 0.8572028
## PC19 > -1.326658
## -> class 1\|1 [0.926]
##
## Rule 22/133: (6.9, lift 13.3)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC82 > 0.4797282
## -> class 1\|1 [0.887]
##
## Rule 22/134: (35.2/3.5, lift 13.2)
## PC1 > -0.430681
## PC9 > -0.1967146
## PC12 > 2.673064
## PC87 <= -0.4816411
## -> class 1\|1 [0.880]
##
## Rule 22/135: (28.6/2.8, lift 13.1)
## PC1 > -0.430681
## PC9 > -0.1967146
## PC12 > 2.673064
## PC19 <= 1.858538
## PC60 <= -0.5563228
## -> class 1\|1 [0.876]
##
## Rule 22/136: (29.5/3.4, lift 12.9)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC9 > -0.4262954
## PC10 <= -0.1638609
## PC16 <= 0.1224957
## PC68 > -1.830715
## PC78 > 0.166106
## -> class 1\|1 [0.859]
##
## Rule 22/137: (1380/585.6, lift 8.6)
## PC2 > 2.606483
## PC3 > 1.640775
## -> class 1\|1 [0.576]
##
## Rule 22/138: (257.9, lift 16.0)
## PC1 > -0.430681
## PC6 > -2.501723
## PC12 <= 1.329531
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC19 <= -1.326658
## PC49 > -1.559507
## PC53 > 0.1752658
## PC77 > -1.330353
## -> class 1\|2 [0.996]
##
## Rule 22/139: (155.9, lift 15.9)
## PC2 <= 2.606483
## PC5 > 2.990929
## PC12 <= 2.673064
## PC16 > 0.8572028
## PC18 <= 0.2243217
## PC65 <= 1.003645
## -> class 1\|2 [0.994]
##
## Rule 22/140: (120.3, lift 15.9)
## PC1 > 6.307305
## PC6 > -2.501723
## PC18 <= 0.2243217
## PC19 <= -1.326658
## PC20 > -0.2450628
## PC53 <= 0.1752658
## PC77 > -1.330353
## PC97 > -1.34584
## PC99 > -4.31197
## -> class 1\|2 [0.992]
##
## Rule 22/141: (127.5, lift 15.9)
## PC2 > 2.606483
## PC3 > 1.640775
## PC10 > 0.08266461
## PC15 <= -0.05319579
## PC32 <= 0.1903198
## PC35 > -0.2449052
## PC38 <= 0.2081287
## PC39 > -0.5496817
## -> class 1\|2 [0.992]
##
## Rule 22/142: (101.3/0.3, lift 15.8)
## PC1 > -0.430681
## PC6 > -2.501723
## PC11 <= -1.705041
## PC12 <= 2.673064
## PC13 <= -0.01005008
## PC16 > 0.8572028
## -> class 1\|2 [0.988]
##
## Rule 22/143: (204.7/2.1, lift 15.8)
## PC1 > -0.430681
## PC1 <= 6.307305
## PC2 <= 2.606483
## PC9 > -1.33398
## PC16 <= 0.8572028
## PC19 <= -1.326658
## PC20 > -0.2450628
## -> class 1\|2 [0.985]
##
## Rule 22/144: (60.2, lift 15.8)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 > -2.501723
## PC10 > -0.1638609
## PC12 <= 2.673064
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC57 > -1.562916
## PC68 > -1.830715
## PC74 > -2.024149
## PC92 > 0.308862
## -> class 1\|2 [0.984]
##
## Rule 22/145: (61.9, lift 15.8)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 > -2.501723
## PC10 > -0.1638609
## PC12 <= 2.673064
## PC18 <= 0.2243217
## PC19 > -1.326658
## PC57 > -1.562916
## PC90 > 0.6714778
## -> class 1\|2 [0.983]
##
## Rule 22/146: (164.4/1.8, lift 15.8)
## PC3 > 0.3151459
## PC12 <= 2.673064
## PC13 <= -0.01005008
## PC16 > 0.8572028
## PC18 <= 0.2243217
## PC22 <= 4.472173
## PC34 > -0.6858287
## PC59 <= 0.621244
## PC100 > 0.5062227
## -> class 1\|2 [0.983]
##
## Rule 22/147: (222.8/3.5, lift 15.7)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 > -2.501723
## PC9 > -0.4262954
## PC10 > -0.1638609
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC19 <= -1.14673
## PC90 <= 0.6714778
## -> class 1\|2 [0.980]
##
## Rule 22/148: (48.9, lift 15.7)
## PC3 > 9.530685
## PC15 <= -0.05319579
## PC35 > -0.2449052
## -> class 1\|2 [0.980]
##
## Rule 22/149: (47.1, lift 15.7)
## PC2 <= 2.606483
## PC3 > 0.3151459
## PC6 > -2.501723
## PC13 <= -0.01005008
## PC34 > -0.6858287
## PC56 <= -0.5880706
## PC100 <= 0.5062227
## -> class 1\|2 [0.979]
##
## Rule 22/150: (43, lift 15.7)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC8 > -3.76792
## PC98 <= -0.9144674
## -> class 1\|2 [0.978]
##
## Rule 22/151: (84.2/1.1, lift 15.7)
## PC1 > -0.430681
## PC6 > -2.501723
## PC12 <= 2.673064
## PC13 <= -0.01005008
## PC16 > 0.8572028
## PC34 > -0.6858287
## PC60 <= -0.6286402
## PC100 <= 0.5062227
## -> class 1\|2 [0.976]
##
## Rule 22/152: (37.2, lift 15.6)
## PC2 <= 2.606483
## PC3 > 0.3151459
## PC12 <= 2.673064
## PC13 <= -0.01005008
## PC16 > 0.8572028
## PC18 <= 0.2243217
## PC56 > 0.3922195
## PC100 <= 0.5062227
## -> class 1\|2 [0.975]
##
## Rule 22/153: (32.2, lift 15.6)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC3 <= 0.3151459
## PC6 > -2.501723
## PC16 > 0.8572028
## PC28 > 0.1283544
## -> class 1\|2 [0.971]
##
## Rule 22/154: (89.7/1.7, lift 15.6)
## PC2 <= 2.606483
## PC6 > -2.501723
## PC7 <= -2.36032
## PC12 <= 2.673064
## PC16 > 0.8572028
## PC18 <= 0.2243217
## PC56 > -0.5179325
## PC63 <= 0.2457976
## -> class 1\|2 [0.971]
##
## Rule 22/155: (29.5, lift 15.5)
## PC2 <= 2.606483
## PC7 <= -2.36032
## PC12 <= 2.673064
## PC13 <= -0.01005008
## PC16 > 0.8572028
## PC56 <= -0.5179325
## -> class 1\|2 [0.968]
##
## Rule 22/156: (20.5, lift 15.3)
## PC2 > 2.606483
## PC3 > 1.640775
## PC15 <= -0.05319579
## PC35 > -0.2449052
## PC80 > 0.5106223
## -> class 1\|2 [0.955]
##
## Rule 22/157: (17.6, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 > -2.501723
## PC9 > -0.4262954
## PC18 <= 0.2243217
## PC57 > -1.562916
## PC59 > 0.9940436
## PC66 <= 0.6801729
## -> class 1\|2 [0.949]
##
## Rule 22/158: (46.9/1.6, lift 15.2)
## PC2 <= 2.606483
## PC7 <= -7.168568
## PC12 <= 2.673064
## PC18 <= 0.2243217
## PC19 > -1.326658
## -> class 1\|2 [0.946]
##
## Rule 22/159: (55.9/3.1, lift 14.9)
## PC2 <= 2.606483
## PC3 > 0.3151459
## PC12 <= 2.673064
## PC13 <= -0.01005008
## PC16 > 0.8572028
## PC16 <= 1.118512
## PC79 <= 0.671106
## -> class 1\|2 [0.930]
##
## Rule 22/160: (33/1.8, lift 14.8)
## PC1 > -0.430681
## PC13 <= -0.154866
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC68 <= -1.830715
## -> class 1\|2 [0.921]
##
## Rule 22/161: (19.3/1.1, lift 14.5)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC8 <= -3.76792
## PC84 <= -0.4041851
## -> class 1\|2 [0.902]
##
## Rule 22/162: (87.8/8.4, lift 14.4)
## PC2 > 3.098823
## PC3 > 1.640775
## PC11 <= 1.332941
## PC15 > -0.05319579
## PC16 > -0.8953013
## PC22 <= 0.5196216
## PC49 <= 0.1963117
## PC51 <= 0.5926122
## -> class 1\|2 [0.895]
##
## Rule 22/163: (6.8/0.3, lift 13.7)
## PC2 <= 2.606483
## PC6 > -2.501723
## PC7 <= -2.36032
## PC16 > 0.8572028
## PC18 <= 0.2243217
## PC51 <= -1.305306
## -> class 1\|2 [0.855]
##
## Rule 22/164: (162.3, lift 14.7)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC3 > 0.3151459
## PC5 <= 2.990929
## PC7 > -2.36032
## PC12 <= 2.673064
## PC13 <= -0.01005008
## PC16 > 1.118512
## PC56 > -0.5880706
## PC60 > -0.6286402
## PC79 <= 0.671106
## PC100 <= 0.5062227
## -> class 1\|3 [0.994]
##
## Rule 22/165: (85, lift 14.6)
## PC2 <= 2.606483
## PC3 > 0.9603878
## PC15 <= -0.6049531
## PC18 > 0.2243217
## -> class 1\|3 [0.989]
##
## Rule 22/166: (59.1, lift 14.5)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC8 > -3.76792
## PC13 > -0.154866
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC19 > -1.326658
## PC68 <= -1.830715
## -> class 1\|3 [0.984]
##
## Rule 22/167: (60.8/0.2, lift 14.5)
## PC1 > -0.430681
## PC1 <= 6.307305
## PC9 <= -1.33398
## PC16 <= 0.8572028
## PC17 <= 0.4262569
## PC19 <= -1.326658
## PC20 > -0.2450628
## PC53 <= 0.1752658
## -> class 1\|3 [0.981]
##
## Rule 22/168: (113.2/1.7, lift 14.4)
## PC2 > 2.606483
## PC3 > 1.640775
## PC3 <= 9.530685
## PC15 <= -0.05319579
## PC38 > 0.2081287
## PC80 <= 0.5106223
## -> class 1\|3 [0.977]
##
## Rule 22/169: (68.4/1.3, lift 14.3)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC3 > 0.3151459
## PC5 <= 2.990929
## PC16 > 0.8572028
## PC34 <= -0.6858287
## PC79 <= 0.671106
## PC98 > -0.9144674
## -> class 1\|3 [0.967]
##
## Rule 22/170: (21.6, lift 14.1)
## PC1 > -0.430681
## PC16 <= 0.8572028
## PC19 <= -1.326658
## PC77 <= -1.330353
## -> class 1\|3 [0.958]
##
## Rule 22/171: (211.3/9.9, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC3 > 0.3151459
## PC5 <= 2.990929
## PC13 > -0.01005008
## PC16 > 0.8572028
## PC18 <= 0.2243217
## -> class 1\|3 [0.949]
##
## Rule 22/172: (21.2/0.2, lift 14.0)
## PC2 <= 2.606483
## PC16 <= 0.8572028
## PC19 <= -1.326658
## PC53 <= 0.1752658
## PC97 <= -1.34584
## -> class 1\|3 [0.947]
##
## Rule 22/173: (149/8.1, lift 13.9)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC5 <= 2.990929
## PC11 > -1.705041
## PC12 <= 2.673064
## PC13 <= -0.01005008
## PC16 > 0.8572028
## PC51 > -1.305306
## PC56 > -0.5179325
## PC56 <= 0.3922195
## PC63 > 0.2457976
## PC100 <= 0.5062227
## -> class 1\|3 [0.940]
##
## Rule 22/174: (29.3/1.2, lift 13.7)
## PC2 > 2.606483
## PC3 > 1.640775
## PC15 <= -0.05319579
## PC32 > 0.1903198
## PC35 > -0.2449052
## -> class 1\|3 [0.930]
##
## Rule 22/175: (10, lift 13.5)
## PC1 > -0.430681
## PC12 > 2.673064
## PC68 <= -1.635412
## -> class 1\|3 [0.917]
##
## Rule 22/176: (9.1, lift 13.4)
## PC1 > -0.430681
## PC6 > 7.634698
## PC18 > 0.2243217
## PC45 <= 0.07133837
## -> class 1\|3 [0.910]
##
## Rule 22/177: (40.5/3, lift 13.4)
## PC1 > -0.430681
## PC19 <= -1.326658
## PC49 <= -1.559507
## -> class 1\|3 [0.907]
##
## Rule 22/178: (7.1, lift 13.1)
## PC2 <= 2.606483
## PC3 > 0.3151459
## PC16 > 0.8572028
## PC65 > 1.003645
## -> class 1\|3 [0.890]
##
## Rule 22/179: (29.8/3.9, lift 12.5)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC7 > -7.168568
## PC9 > -0.4262954
## PC10 <= -0.1638609
## PC16 > 0.1224957
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## -> class 1\|3 [0.844]
##
## Rule 22/180: (22.1/3.5, lift 12.0)
## PC1 > -0.430681
## PC5 <= 2.990929
## PC6 > -2.501723
## PC22 > 4.472173
## PC98 > -0.9144674
## -> class 1\|3 [0.814]
##
## Rule 22/181: (5/0.3, lift 12.0)
## PC2 > 2.606483
## PC3 > 1.640775
## PC10 <= 0.08266461
## PC15 <= -0.05319579
## PC38 <= 0.2081287
## -> class 1\|3 [0.813]
##
## Rule 22/182: (148.3/47.1, lift 10.0)
## PC3 > 0.3151459
## PC5 <= 2.990929
## PC16 > 0.8572028
## PC59 > 0.621244
## -> class 1\|3 [0.680]
##
## Rule 22/183: (568.6/8, lift 12.4)
## PC6 <= 2.986521
## PC8 > 3.5485
## PC12 > -1.80891
## PC21 > -0.007157144
## PC41 <= 1.423273
## PC46 <= 1.245292
## PC60 > -0.4925209
## PC62 <= 0.6668216
## PC99 <= 1.25083
## -> class 2\|0 [0.984]
##
## Rule 22/184: (704/13, lift 12.4)
## PC6 <= 2.986521
## PC8 > 2.291764
## PC10 <= 0.3313117
## PC11 > -0.8708835
## PC12 > -1.80891
## PC21 > -0.007157144
## PC30 <= 0.4288014
## PC33 <= 0.4998525
## PC41 <= 1.423273
## PC46 <= 1.245292
## PC60 > -0.4925209
## PC62 <= 0.6668216
## PC97 <= 0.4680718
## PC99 > -0.6262476
## PC100 > -0.8626093
## -> class 2\|0 [0.980]
##
## Rule 22/185: (42.2/0.2, lift 12.3)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC83 > 0.272599
## -> class 2\|0 [0.972]
##
## Rule 22/186: (28.3, lift 12.2)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 <= -2.501723
## PC53 <= -2.128394
## PC71 > -0.5091391
## -> class 2\|0 [0.967]
##
## Rule 22/187: (417.8/14.6, lift 12.2)
## PC1 <= -0.430681
## PC6 <= 2.986521
## PC8 > 2.291764
## PC12 > -1.80891
## PC21 > -0.007157144
## PC33 <= 0.4998525
## PC41 <= 1.423273
## PC46 <= 1.245292
## PC62 <= 0.6668216
## PC70 <= -0.03428612
## PC99 <= 1.25083
## -> class 2\|0 [0.963]
##
## Rule 22/188: (56.6/3.3, lift 11.7)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC68 > -0.3155394
## -> class 2\|0 [0.927]
##
## Rule 22/189: (11.8, lift 11.7)
## PC1 > -0.430681
## PC6 > -2.501723
## PC8 > -3.76792
## PC16 <= 0.8572028
## PC19 <= -1.326658
## PC20 <= -0.2450628
## -> class 2\|0 [0.927]
##
## Rule 22/190: (168.8/13, lift 11.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 > -0.007157144
## PC34 <= -0.5888309
## -> class 2\|0 [0.918]
##
## Rule 22/191: (15.5/0.8, lift 11.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 > -0.007157144
## PC46 > 1.245292
## PC62 <= 0.6668216
## PC92 <= -0.02892708
## -> class 2\|0 [0.900]
##
## Rule 22/192: (9.4/0.4, lift 11.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= -0.007157144
## PC86 > 0.9319338
## -> class 2\|0 [0.877]
##
## Rule 22/193: (65.1/8.4, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC22 > -0.7614354
## PC44 <= 0.6114218
## PC69 > 0.3431964
## -> class 2\|0 [0.859]
##
## Rule 22/194: (4.6/0.1, lift 10.5)
## PC8 > 2.291764
## PC21 > -0.007157144
## PC34 > -0.5888309
## PC62 > 0.6668216
## PC94 <= -0.7604073
## -> class 2\|0 [0.829]
##
## Rule 22/195: (219/45.2, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC22 > -0.7614354
## PC30 <= 0.362455
## PC44 > 0.6114218
## PC56 <= -0.05116384
## -> class 2\|0 [0.791]
##
## Rule 22/196: (1493.8/975.8, lift 4.4)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC18 > 0.2243217
## -> class 2\|0 [0.347]
##
## Rule 22/197: (145.6, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC6 <= 1.879764
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC24 <= 1.530555
## PC43 <= 0.4682116
## PC44 <= 0.6114218
## PC69 <= 0.3431964
## PC75 <= 0.8621051
## PC79 <= -0.04100212
## -> class 2\|1 [0.993]
##
## Rule 22/198: (132.2, lift 9.9)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC68 <= -0.3155394
## PC82 <= 0.4797282
## PC83 <= 0.272599
## -> class 2\|1 [0.993]
##
## Rule 22/199: (199/0.7, lift 9.9)
## PC1 <= -0.430681
## PC2 <= -1.345962
## PC8 > 2.291764
## PC21 <= -0.007157144
## PC24 <= 0.5713404
## PC86 <= 0.9319338
## -> class 2\|1 [0.992]
##
## Rule 22/200: (107, lift 9.9)
## PC2 <= -1.025067
## PC3 > -1.059742
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7494326
## PC29 > -0.09694475
## PC43 <= 0.4682116
## PC61 > -1.088731
## PC62 > -1.319855
## PC65 > -0.2604113
## PC66 <= 0.5910538
## PC69 <= 0.3431964
## PC79 > -0.04100212
## PC81 <= 0.2515733
## PC92 > -0.02652732
## -> class 2\|1 [0.991]
##
## Rule 22/201: (131.6/0.2, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC50 > 0.2084884
## PC52 > 0.02102934
## PC61 <= 0.2116496
## -> class 2\|1 [0.991]
##
## Rule 22/202: (75.4, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 <= -1.80891
## PC62 <= 0.6668216
## -> class 2\|1 [0.987]
##
## Rule 22/203: (68, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC8 <= 3.5485
## PC10 > 0.3313117
## PC24 <= 0.5713404
## -> class 2\|1 [0.986]
##
## Rule 22/204: (65.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC28 <= -0.2528225
## -> class 2\|1 [0.985]
##
## Rule 22/205: (92.1/0.5, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC6 <= 1.879764
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7494326
## PC31 > -1.130938
## PC43 <= 0.4682116
## PC66 <= -0.06809536
## PC69 <= 0.3431964
## PC81 <= 0.2515733
## PC96 <= 0.8229534
## -> class 2\|1 [0.984]
##
## Rule 22/206: (65, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC6 <= 2.986521
## PC8 > 0.06156064
## PC41 <= 1.423273
## PC62 <= 0.6668216
## PC99 > 1.25083
## -> class 2\|1 [0.984]
##
## Rule 22/207: (122.2/1.5, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC32 <= 1.077431
## PC59 > 0.654796
## -> class 2\|1 [0.980]
##
## Rule 22/208: (59.1/0.3, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC10 > -0.1951685
## PC12 > 0.4599915
## PC16 <= 0.3364123
## PC45 > 0.2825942
## PC67 > -0.3560135
## -> class 2\|1 [0.979]
##
## Rule 22/209: (37.6, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 <= 3.5485
## PC12 > -1.80891
## PC21 > -0.007157144
## PC24 <= 0.5713404
## PC30 <= 0.4288014
## PC41 <= 1.423273
## PC46 <= 1.245292
## PC97 > 0.4680718
## PC99 > -0.6262476
## PC99 <= 1.25083
## PC100 > -0.8626093
## -> class 2\|1 [0.974]
##
## Rule 22/210: (34.4, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC8 <= 3.5485
## PC11 <= -0.8708835
## -> class 2\|1 [0.973]
##
## Rule 22/211: (43.1/0.2, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 > -0.007157144
## PC46 > 1.245292
## PC92 > -0.02892708
## -> class 2\|1 [0.973]
##
## Rule 22/212: (32.5, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC33 > 0.4998525
## -> class 2\|1 [0.971]
##
## Rule 22/213: (162.6/4.8, lift 9.7)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 1.53143
## PC8 <= 2.291764
## PC20 <= 0.4882125
## PC22 <= -0.7614354
## PC33 > -0.2940664
## PC36 > -0.4333519
## -> class 2\|1 [0.965]
##
## Rule 22/214: (24.5, lift 9.6)
## PC1 <= -0.430681
## PC6 > 2.986521
## PC8 > 0.06156064
## PC12 > -1.80891
## PC62 <= 0.6668216
## -> class 2\|1 [0.962]
##
## Rule 22/215: (24.5, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC4 <= -0.3568845
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC29 > 0.2790949
## -> class 2\|1 [0.962]
##
## Rule 22/216: (275.6/10.5, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC34 > -0.5888309
## PC62 > 0.6668216
## PC94 > -0.7604073
## -> class 2\|1 [0.959]
##
## Rule 22/217: (22.8, lift 9.6)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC8 > 0.169534
## PC9 <= 0.4976352
## PC15 > -0.6049531
## PC18 > 0.2243217
## PC45 > 0.07133837
## -> class 2\|1 [0.957]
##
## Rule 22/218: (147.1/6, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.253406
## PC8 <= 2.291764
## PC22 <= -0.7614354
## PC32 <= 1.077431
## PC61 <= 0.2116496
## PC65 > -0.3548799
## -> class 2\|1 [0.953]
##
## Rule 22/219: (70.4/2.9, lift 9.5)
## PC2 <= -9.307465
## -> class 2\|1 [0.946]
##
## Rule 22/220: (243.7/12.9, lift 9.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC24 <= 0.5713404
## PC60 <= -0.4925209
## PC70 > -0.03428612
## -> class 2\|1 [0.943]
##
## Rule 22/221: (15.1, lift 9.4)
## PC6 <= 2.986521
## PC8 > 2.291764
## PC8 <= 3.5485
## PC24 <= 0.5713404
## PC30 > 0.4288014
## -> class 2\|1 [0.942]
##
## Rule 22/222: (14.1, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC22 > 1.178517
## PC54 <= -2.423501
## -> class 2\|1 [0.938]
##
## Rule 22/223: (217.8/13.8, lift 9.3)
## PC2 <= -1.025067
## PC3 > -1.059742
## PC6 <= 1.879764
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC10 > -0.3937212
## PC19 <= 2.42655
## PC22 > -0.7494326
## PC29 > -0.09694475
## PC43 <= 0.4682116
## PC44 <= 0.6114218
## PC61 > -1.088731
## PC62 > -1.319855
## PC65 > -0.2604113
## PC66 <= 0.5910538
## PC69 <= 0.3431964
## PC81 <= 0.2515733
## -> class 2\|1 [0.933]
##
## Rule 22/224: (41.1/1.9, lift 9.3)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC24 <= 1.530555
## PC44 > 0.6114218
## PC56 > -0.05116384
## -> class 2\|1 [0.933]
##
## Rule 22/225: (53.9/3, lift 9.3)
## PC2 <= -1.025067
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC30 > 0.362455
## PC44 > 0.6114218
## -> class 2\|1 [0.929]
##
## Rule 22/226: (10.9, lift 9.2)
## PC1 > -0.430681
## PC4 > -1.09963
## PC6 > -2.501723
## PC8 > -3.76792
## PC9 <= -0.4262954
## PC16 <= 0.8572028
## PC19 > -1.326658
## PC62 > 0.4552628
## -> class 2\|1 [0.922]
##
## Rule 22/227: (17.7/0.7, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC99 > -0.6262476
## PC100 <= -0.8626093
## -> class 2\|1 [0.916]
##
## Rule 22/228: (171.5/14.5, lift 9.1)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC6 <= 1.879764
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC31 > -1.130938
## PC44 <= 0.6114218
## PC62 > -1.319855
## PC81 <= 0.2515733
## PC89 <= -0.1884487
## -> class 2\|1 [0.911]
##
## Rule 22/229: (76.8/6.1, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 <= -0.7614354
## PC52 <= 0.02102934
## PC61 <= 0.2116496
## PC65 > -0.3548799
## PC93 > 0.04083148
## -> class 2\|1 [0.909]
##
## Rule 22/230: (47/3.7, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC6 <= -0.7073435
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC9 > -2.270696
## PC44 <= 0.6114218
## PC62 <= -1.319855
## -> class 2\|1 [0.903]
##
## Rule 22/231: (52.4/4.3, lift 9.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC24 > 0.5713404
## PC40 > -1.444251
## -> class 2\|1 [0.903]
##
## Rule 22/232: (39.8/3.1, lift 9.0)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 <= -2.501723
## PC8 > -3.76792
## PC12 <= 2.673064
## PC18 <= 0.2243217
## PC43 > 0.7139086
## PC71 <= -0.5091391
## -> class 2\|1 [0.903]
##
## Rule 22/233: (36.5/4.1, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC22 <= -0.7614354
## PC65 > -0.3548799
## PC83 <= -0.504073
## -> class 2\|1 [0.868]
##
## Rule 22/234: (57.8/12.3, lift 7.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC41 > 1.423273
## -> class 2\|1 [0.777]
##
## Rule 22/235: (191.8/62.1, lift 6.8)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC8 <= 3.5485
## PC12 > -1.80891
## PC21 > -0.007157144
## PC41 <= 1.423273
## PC46 <= 1.245292
## PC99 <= -0.6262476
## -> class 2\|1 [0.675]
##
## Rule 22/236: (22.4/6.9, lift 6.8)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC100 > 3.830744
## -> class 2\|1 [0.675]
##
## Rule 22/237: (46/21.9, lift 5.2)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC19 > -3.372376
## PC22 <= 1.178517
## PC29 <= -0.2440588
## -> class 2\|1 [0.524]
##
## Rule 22/238: (106, lift 11.6)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC3 > -1.594909
## PC8 > 0.06156064
## PC8 <= 1.53143
## PC22 <= -0.7614354
## PC32 <= 1.077431
## PC61 > 0.2116496
## -> class 2\|2 [0.991]
##
## Rule 22/239: (196.1/0.9, lift 11.6)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.06156064
## PC8 <= 1.253406
## PC22 <= -0.7614354
## PC50 <= 0.2084884
## PC52 > 0.02102934
## PC83 > -0.504073
## -> class 2\|2 [0.990]
##
## Rule 22/240: (107.7/0.4, lift 11.5)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC3 > -1.594909
## PC8 > 0.06156064
## PC8 <= 1.53143
## PC22 <= -0.7614354
## PC59 <= 0.654796
## PC65 <= -0.3548799
## -> class 2\|2 [0.987]
##
## Rule 22/241: (51.6, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC24 > 0.5713404
## PC40 <= -1.444251
## -> class 2\|2 [0.981]
##
## Rule 22/242: (92.9/1, lift 11.5)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC11 > 4.365633
## PC22 <= 1.178517
## PC29 > -0.2440588
## PC100 <= 3.830744
## -> class 2\|2 [0.979]
##
## Rule 22/243: (62.2/0.4, lift 11.4)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC11 <= 4.365633
## PC19 > -3.372376
## PC27 > -0.2334193
## PC40 <= -0.7124605
## PC45 <= 0.2825942
## PC68 > -0.3969449
## -> class 2\|2 [0.978]
##
## Rule 22/244: (40.8, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC22 <= 1.178517
## PC27 > -0.2334193
## PC44 <= 0.3277484
## PC52 <= -0.2678694
## -> class 2\|2 [0.977]
##
## Rule 22/245: (40.5, lift 11.4)
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC9 > 7.479563
## PC28 > -0.2528225
## PC29 > -0.2440588
## PC44 <= 0.3277484
## PC100 <= 3.830744
## -> class 2\|2 [0.976]
##
## Rule 22/246: (38, lift 11.4)
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC22 <= 1.178517
## PC28 > -0.2528225
## PC29 > -0.2440588
## PC45 <= 0.2825942
## PC65 <= -1.424684
## -> class 2\|2 [0.975]
##
## Rule 22/247: (33.1, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC27 > -0.2334193
## PC44 <= 0.3277484
## PC57 <= -0.588321
## PC68 > -0.3969449
## PC75 > -2.181023
## -> class 2\|2 [0.972]
##
## Rule 22/248: (25.7, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC19 > -3.372376
## PC22 <= 1.178517
## PC29 <= -0.1702821
## PC44 > 0.3277484
## PC65 > -1.424684
## -> class 2\|2 [0.964]
##
## Rule 22/249: (207/7.8, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC22 <= -0.343372
## PC45 <= 0.2825942
## PC68 <= -0.9236496
## PC100 <= 3.830744
## -> class 2\|2 [0.958]
##
## Rule 22/250: (346.3/14, lift 11.2)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.606483
## PC7 > -1.042448
## PC8 <= 0.06156064
## PC19 > -3.372376
## PC22 <= 1.178517
## PC26 <= 3.062633
## PC29 <= 0.2790949
## PC35 > -1.805727
## PC44 <= 0.3277484
## PC45 <= 0.2825942
## PC68 <= -0.3969449
## -> class 2\|2 [0.957]
##
## Rule 22/251: (39.9/0.9, lift 11.2)
## PC1 <= -0.430681
## PC6 <= 1.879764
## PC8 <= 2.291764
## PC10 > -0.3937212
## PC19 > 2.42655
## PC22 > -0.7614354
## PC44 <= 0.6114218
## PC66 > -0.06809536
## PC66 <= 0.5910538
## PC69 <= 0.3431964
## PC79 > -0.04100212
## PC92 <= -0.02652732
## -> class 2\|2 [0.956]
##
## Rule 22/252: (185.6/8.5, lift 11.1)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC16 <= 0.4658126
## PC27 <= -0.2334193
## PC29 <= 0.2790949
## PC44 <= 0.3277484
## PC45 <= 0.2825942
## PC56 > -1.060511
## PC68 > -0.3969449
## PC68 <= 2.210908
## PC74 <= 1.209315
## PC76 > -0.3005864
## PC100 <= 3.830744
## -> class 2\|2 [0.949]
##
## Rule 22/253: (17.6, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC44 <= 0.6114218
## PC65 <= -0.2604113
## PC66 > -0.06809536
## PC79 > -0.04100212
## PC81 <= 0.2515733
## -> class 2\|2 [0.948]
##
## Rule 22/254: (17.5, lift 11.1)
## PC2 <= -1.025067
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC29 <= -0.09694475
## PC44 <= 0.6114218
## PC66 > -0.06809536
## PC79 > -0.04100212
## PC89 > -0.1884487
## -> class 2\|2 [0.945]
##
## Rule 22/255: (16, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 <= 0.06156064
## PC16 > 0.3364123
## PC22 <= 1.178517
## PC45 > 0.2825942
## PC56 > 0.001180591
## -> class 2\|2 [0.944]
##
## Rule 22/256: (125.6/6.3, lift 11.0)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC3 > -1.594909
## PC8 > 0.06156064
## PC8 <= 1.253406
## PC22 <= -0.7614354
## PC32 <= 1.077431
## PC59 <= 0.654796
## PC83 > -0.504073
## PC93 <= 0.04083148
## -> class 2\|2 [0.943]
##
## Rule 22/257: (226/12.1, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC19 > -3.372376
## PC22 <= 1.178517
## PC29 <= 0.2790949
## PC37 <= 0.2905055
## PC44 <= 0.3277484
## PC45 <= 0.2825942
## PC46 <= 1.184859
## PC57 > -0.588321
## PC63 > 0.08632769
## PC75 > -2.181023
## -> class 2\|2 [0.943]
##
## Rule 22/258: (40.3/1.5, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC3 <= -1.059742
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC44 <= 0.6114218
## PC62 > -1.319855
## PC66 > -0.06809536
## PC79 > -0.04100212
## PC89 > -0.1884487
## -> class 2\|2 [0.941]
##
## Rule 22/259: (15.4, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC22 <= -0.7494326
## PC31 > -1.130938
## PC44 <= 0.6114218
## PC69 <= 0.3431964
## -> class 2\|2 [0.939]
##
## Rule 22/260: (14.2, lift 11.0)
## PC1 <= -0.430681
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC31 <= -1.130938
## PC44 <= 0.6114218
## PC62 > -1.319855
## -> class 2\|2 [0.938]
##
## Rule 22/261: (27.1/1, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC22 <= 1.178517
## PC44 > 0.3277484
## PC49 <= -0.4474329
## PC100 <= 3.830744
## -> class 2\|2 [0.930]
##
## Rule 22/262: (9, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 <= 0.06156064
## PC20 > 0.810442
## PC46 > 0.4325333
## -> class 2\|2 [0.909]
##
## Rule 22/263: (18.4/0.9, lift 10.6)
## PC1 <= -0.430681
## PC3 > -1.059742
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC44 <= 0.6114218
## PC61 <= -1.088731
## PC66 > -0.06809536
## PC79 > -0.04100212
## PC89 > -0.1884487
## -> class 2\|2 [0.908]
##
## Rule 22/264: (8.4, lift 10.6)
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC9 <= -2.270696
## PC44 <= 0.6114218
## PC62 <= -1.319855
## -> class 2\|2 [0.904]
##
## Rule 22/265: (16.1/0.8, lift 10.5)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.606483
## PC8 <= 0.06156064
## PC12 <= 0.4599915
## PC16 <= 0.3364123
## PC29 > -0.2440588
## PC29 <= 0.2790949
## PC45 > 0.2825942
## -> class 2\|2 [0.900]
##
## Rule 22/266: (8, lift 10.5)
## PC1 <= -0.430681
## PC8 > 1.53143
## PC8 <= 2.291764
## PC22 <= -0.7614354
## PC36 <= -0.4333519
## -> class 2\|2 [0.899]
##
## Rule 22/267: (7.8, lift 10.5)
## PC1 <= -0.430681
## PC8 > 1.53143
## PC8 <= 2.291764
## PC20 > 0.4882125
## -> class 2\|2 [0.898]
##
## Rule 22/268: (50.6/5.3, lift 10.3)
## PC1 > -0.430681
## PC1 <= 7.82627
## PC2 <= 2.606483
## PC4 > -1.09963
## PC6 > -2.501723
## PC8 > -3.76792
## PC9 <= -0.4262954
## PC16 <= 0.8572028
## PC18 <= 0.2243217
## PC19 > -1.326658
## PC62 <= 0.4552628
## PC87 > -0.3763801
## PC98 > -0.08092864
## -> class 2\|2 [0.880]
##
## Rule 22/269: (33.2/3.7, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC4 > -0.3568845
## PC8 > -2.684477
## PC28 > -0.2528225
## PC29 > 0.2790949
## PC64 > 0.0402719
## -> class 2\|2 [0.865]
##
## Rule 22/270: (4.6, lift 9.9)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC28 > 0.1774388
## PC68 > -0.002589414
## -> class 2\|2 [0.849]
##
## Rule 22/271: (19.5/2.5, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC43 <= 0.4682116
## PC44 <= 0.6114218
## PC79 > -0.04100212
## PC81 > 0.2515733
## -> class 2\|2 [0.836]
##
## Rule 22/272: (20.9/3, lift 9.7)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 <= -0.7614354
## PC33 <= -0.2940664
## -> class 2\|2 [0.826]
##
## Rule 22/273: (37.1/6.2, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC20 <= -0.1837789
## PC22 <= 1.178517
## PC27 > -0.2334193
## PC29 > -0.2440588
## PC44 <= 0.3277484
## PC46 <= 1.184859
## PC63 <= 0.08632769
## PC68 > -0.3969449
## -> class 2\|2 [0.815]
##
## Rule 22/274: (17.8/3.4, lift 9.1)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC6 > 1.879764
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## -> class 2\|2 [0.775]
##
## Rule 22/275: (37.2/8.5, lift 8.9)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC46 > 0.4325333
## PC68 <= -0.002589414
## -> class 2\|2 [0.759]
##
## Rule 22/276: (26.4/6.3, lift 8.7)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC6 <= -2.501723
## PC8 > -3.76792
## PC12 <= 2.673064
## PC43 <= 0.7139086
## PC71 <= -0.5091391
## -> class 2\|2 [0.742]
##
## Rule 22/277: (12.8/3.1, lift 8.4)
## PC1 > -0.8805534
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 <= 0.06156064
## PC28 > -0.2528225
## PC44 > 0.3277484
## PC68 > -0.9236496
## -> class 2\|2 [0.720]
##
## Rule 22/278: (12.4/3.1, lift 8.4)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.06156064
## PC8 <= 2.291764
## PC22 > -0.7614354
## PC62 > -1.319855
## PC66 > 0.5910538
## PC89 > -0.1884487
## -> class 2\|2 [0.715]
##
## Rule 22/279: (21/8.2, lift 7.1)
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC10 <= -0.1951685
## PC19 > -3.372376
## PC22 <= 1.178517
## PC28 > -0.2528225
## PC45 > 0.2825942
## -> class 2\|2 [0.603]
##
## Rule 22/280: (34.2, lift 8.1)
## PC8 <= -2.684477
## PC16 <= 0.1167601
## PC31 <= -0.9772325
## PC46 <= -0.4944274
## PC86 > -0.3427624
## -> class 2\|3 [0.972]
##
## Rule 22/281: (53.7/1.3, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC85 > 0.3236245
## PC86 <= -0.3427624
## -> class 2\|3 [0.959]
##
## Rule 22/282: (21.5, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= -2.511429
## PC23 <= 2.314873
## PC28 > -0.2528225
## PC68 <= -0.3969449
## -> class 2\|3 [0.957]
##
## Rule 22/283: (160.2/7.1, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC11 > -4.669395
## PC46 > -0.4944274
## PC46 <= 0.4325333
## PC49 > 0.1459025
## -> class 2\|3 [0.950]
##
## Rule 22/284: (277.7/14.7, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC19 > -3.372376
## PC20 > -0.1837789
## PC27 > -0.2334193
## PC40 > -0.7124605
## PC44 <= 0.3277484
## PC45 <= 0.2825942
## PC52 > -0.2678694
## PC57 > -0.588321
## PC63 <= 0.08632769
## PC68 > -0.3969449
## PC99 <= 0.6702268
## -> class 2\|3 [0.944]
##
## Rule 22/285: (15.4, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC24 > 1.530555
## -> class 2\|3 [0.943]
##
## Rule 22/286: (33.9/3.5, lift 7.3)
## PC2 > -9.307465
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC11 <= 4.365633
## PC22 <= 1.178517
## PC23 <= 2.314873
## PC28 > -0.2528225
## PC29 > -0.2440588
## PC75 <= -2.181023
## -> class 2\|3 [0.875]
##
## Rule 22/287: (34.7/9, lift 6.1)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC8 <= 0.169534
## PC9 <= 0.4976352
## PC15 > -0.6049531
## PC18 > 0.2243217
## PC45 > 0.07133837
## -> class 2\|3 [0.729]
##
## Rule 22/288: (12229.6/9848.6, lift 1.6)
## PC2 <= 2.606483
## -> class 2\|3 [0.195]
##
## Rule 22/289: (119.4, lift 21.6)
## PC1 <= -0.430681
## PC11 <= -4.669395
## -> class 2\|4 [0.992]
##
## Rule 22/290: (113.4, lift 21.6)
## PC2 <= 2.606483
## PC8 <= -2.684477
## PC11 <= 4.843151
## PC16 <= 0.1167601
## PC17 <= 0.9555426
## PC31 > -0.9772325
## PC46 <= -0.4944274
## PC62 <= 0.9130637
## PC85 > 0.3236245
## -> class 2\|4 [0.991]
##
## Rule 22/291: (109.3/0.8, lift 21.5)
## PC1 <= -0.430681
## PC4 <= 0.0297179
## PC8 <= -2.684477
## PC19 <= -1.229097
## PC46 <= 0.4325333
## PC53 <= 1.357876
## PC72 > 0.07028144
## PC85 <= 0.3236245
## PC87 > 0.2562399
## PC90 > -0.8241405
## -> class 2\|4 [0.984]
##
## Rule 22/292: (129.1/1.3, lift 21.4)
## PC8 <= -2.684477
## PC11 <= 4.843151
## PC29 <= 0.2995083
## PC46 <= 0.4325333
## PC85 > 0.8051302
## -> class 2\|4 [0.983]
##
## Rule 22/293: (56.1, lift 21.5)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC19 <= -1.229097
## PC46 <= -0.517983
## PC72 <= 0.07028144
## -> class 2\|4 [0.983]
##
## Rule 22/294: (77.3/0.7, lift 21.4)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC19 <= -1.229097
## PC46 > -0.517983
## PC46 <= 0.4325333
## PC56 <= -0.2409004
## -> class 2\|4 [0.978]
##
## Rule 22/295: (248.7/11.7, lift 20.7)
## PC8 <= -2.684477
## PC16 <= 0.1167601
## PC17 <= 0.9555426
## PC25 <= 0.2943478
## PC39 <= 0.2315461
## PC46 <= 0.4325333
## PC49 <= 0.1459025
## PC57 > -0.08951001
## PC62 <= 0.9130637
## PC85 > 0.3236245
## PC86 > -0.3427624
## PC93 <= 0.4525987
## -> class 2\|4 [0.949]
##
## Rule 22/296: (17.8, lift 20.6)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC19 <= -3.372376
## PC73 > 0.2751132
## -> class 2\|4 [0.945]
##
## Rule 22/297: (42.9/2, lift 20.4)
## PC2 <= 2.606483
## PC8 <= -2.684477
## PC18 <= -0.08539058
## PC27 > -0.2710112
## PC46 <= 0.4325333
## PC57 > 0.4796015
## -> class 2\|4 [0.934]
##
## Rule 22/298: (119.1/8.9, lift 20.1)
## PC1 > -0.430681
## PC2 <= 2.606483
## PC8 <= -3.76792
## PC14 <= 1.576791
## PC35 <= 0.844696
## PC43 > -0.1397224
## -> class 2\|4 [0.919]
##
## Rule 22/299: (9.1, lift 19.9)
## PC1 <= -0.430681
## PC19 <= -3.372376
## PC96 > 0.3121356
## -> class 2\|4 [0.910]
##
## Rule 22/300: (19.5/2.7, lift 18.0)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC19 > -1.229097
## PC46 <= 0.4325333
## PC85 > 0.1983153
## PC85 <= 0.2130913
## -> class 2\|4 [0.826]
##
## Rule 22/301: (43.3/7.2, lift 17.9)
## PC1 <= -0.430681
## PC2 <= 2.606483
## PC4 > -0.3568845
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC29 > 0.2790949
## PC49 <= 0.1124635
## PC64 <= 0.0402719
## -> class 2\|4 [0.820]
##
## Rule 22/302: (12.7/1.9, lift 17.4)
## PC2 <= 2.606483
## PC8 > -2.711292
## PC8 <= -2.684477
## PC19 > -1.229097
## PC27 > -0.2710112
## PC85 <= 0.3236245
## -> class 2\|4 [0.799]
##
## Rule 22/303: (21.8/4, lift 17.2)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.606483
## PC8 > -2.684477
## PC8 <= 0.06156064
## PC22 > 1.178517
## PC67 <= -0.08501021
## PC100 <= 3.830744
## -> class 2\|4 [0.790]
##
## Rule 22/304: (23.1/5.5, lift 16.2)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC46 <= 0.4325333
## PC93 <= -3.13408
## -> class 2\|4 [0.743]
##
## Rule 22/305: (54.8/14.2, lift 16.0)
## PC8 <= -2.684477
## PC27 <= -0.2710112
## PC48 <= -0.5512698
## -> class 2\|4 [0.732]
##
## Default class: 2\|3
##
## ----- Trial 23: -----
##
## Rules:
##
## Rule 23/1: (108.3, lift 15.9)
## PC2 > 2.5099
## PC7 > -1.020679
## PC11 > -0.08823227
## PC15 > -0.1832734
## PC18 > 1.27392
## PC24 <= -2.765275
## PC56 <= 1.207356
## PC80 <= 0.5240754
## -> class 0\|0 [0.991]
##
## Rule 23/2: (85.8, lift 15.9)
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC15 > -0.1832734
## PC18 > 1.27392
## PC31 > -0.2922627
## PC56 <= 1.207356
## PC59 > -1.597364
## PC63 > -1.871282
## PC63 <= -0.8731353
## -> class 0\|0 [0.988]
##
## Rule 23/3: (75.4, lift 15.9)
## PC8 > 0.2398475
## PC11 > -0.08823227
## PC18 > 1.27392
## PC63 > -1.871282
## -> class 0\|0 [0.987]
##
## Rule 23/4: (340.4/5.7, lift 15.8)
## PC2 <= 6.533372
## PC6 > -0.9053789
## PC11 > -0.08823227
## PC14 > -0.4357702
## PC15 > -0.1832734
## PC16 > -1.229006
## PC17 > -0.264261
## PC18 > 1.27392
## PC31 > -0.2922627
## PC42 <= 1.595961
## PC54 <= 1.148667
## PC56 > -1.775742
## PC56 <= 1.207356
## PC60 <= -0.1089395
## PC71 <= 0.2866257
## PC78 > -0.7774209
## PC80 <= 0.5240754
## PC87 <= 0.3123436
## PC93 <= 1.218549
## PC97 <= 0.3849054
## PC100 > -0.5678491
## -> class 0\|0 [0.980]
##
## Rule 23/5: (78.5/0.8, lift 15.7)
## PC2 <= 6.710935
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC15 > -0.1832734
## PC18 > 1.27392
## PC31 > -0.2922627
## PC63 > -1.871282
## PC79 <= -1.937226
## -> class 0\|0 [0.977]
##
## Rule 23/6: (27.1, lift 15.5)
## PC11 > -0.08823227
## PC13 > -0.7790086
## PC15 <= -0.1832734
## PC18 > 1.27392
## -> class 0\|0 [0.966]
##
## Rule 23/7: (264/9.3, lift 15.5)
## PC5 <= 1.858863
## PC9 > -0.3333247
## PC18 > 1.27392
## PC21 <= 0.4791392
## PC22 > -0.4960029
## PC53 <= -0.8814516
## PC56 <= 1.207356
## -> class 0\|0 [0.961]
##
## Rule 23/8: (352.1/14.7, lift 15.4)
## PC2 <= 6.533372
## PC4 > -9.250724
## PC6 > -0.9053789
## PC11 > -0.07424274
## PC15 > 0.1011759
## PC16 > -1.229006
## PC17 > -0.264261
## PC18 > 1.27392
## PC29 > -1.342226
## PC31 > -0.2922627
## PC42 <= 1.595961
## PC54 <= 1.148667
## PC56 > -1.775742
## PC59 > -1.597364
## PC65 <= 0.03449475
## PC71 <= 0.2866257
## PC78 > -0.7774209
## PC80 <= 0.5240754
## PC87 <= 0.3123436
## PC93 <= 1.218549
## PC97 <= 0.3849054
## -> class 0\|0 [0.956]
##
## Rule 23/9: (18.4, lift 15.3)
## PC1 > -0.6699082
## PC9 <= -0.3333247
## PC18 > 3.491351
## PC56 <= -0.4501625
## -> class 0\|0 [0.951]
##
## Rule 23/10: (18, lift 15.3)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > 1.27392
## PC44 > 1.810453
## PC56 <= 1.207356
## PC63 > -1.871282
## -> class 0\|0 [0.950]
##
## Rule 23/11: (16.6, lift 15.2)
## PC4 <= 11.99069
## PC18 > 7.737849
## -> class 0\|0 [0.946]
##
## Rule 23/12: (19.5/0.3, lift 15.1)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > 1.27392
## PC31 <= -0.2922627
## PC56 <= 1.207356
## PC63 > -1.871282
## PC98 <= -0.6274429
## -> class 0\|0 [0.941]
##
## Rule 23/13: (12.3, lift 15.0)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC14 > 0.4389991
## PC17 <= -0.264261
## PC18 > 1.27392
## PC40 > -2.105604
## PC56 <= 1.207356
## PC63 > -1.871282
## -> class 0\|0 [0.930]
##
## Rule 23/14: (41.9/2.1, lift 14.9)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > 1.27392
## PC21 > 0.4791392
## PC56 <= 1.207356
## -> class 0\|0 [0.929]
##
## Rule 23/15: (50/4.1, lift 14.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.1706467
## PC18 > -0.4683644
## PC18 <= 1.27392
## PC71 <= 0.06872494
## -> class 0\|0 [0.901]
##
## Rule 23/16: (7.4, lift 14.4)
## PC1 > -0.5786658
## PC9 <= -0.3333247
## PC18 > 3.491351
## -> class 0\|0 [0.893]
##
## Rule 23/17: (56.6/8.8, lift 13.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > -0.4683644
## PC18 <= 1.27392
## PC47 <= -0.9183904
## -> class 0\|0 [0.832]
##
## Rule 23/18: (5.8/0.4, lift 13.2)
## PC4 <= -9.250724
## PC18 > 1.27392
## PC72 > 0.3665488
## -> class 0\|0 [0.818]
##
## Rule 23/19: (40.5/7.6, lift 12.8)
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC16 <= -0.1437079
## PC18 > -0.4683644
## PC40 <= -2.105604
## -> class 0\|0 [0.798]
##
## Rule 23/20: (9.2/1.8, lift 12.1)
## PC4 <= 11.99069
## PC9 <= -0.3333247
## PC18 > 3.491351
## PC98 <= -2.962877
## -> class 0\|0 [0.751]
##
## Rule 23/21: (21.8/9.3, lift 9.1)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC11 <= -0.08823227
## PC17 > -0.264261
## PC100 <= -0.4387482
## -> class 0\|0 [0.568]
##
## Rule 23/22: (177.9/0.3, lift 11.7)
## PC6 > -0.9053789
## PC8 <= 0.2398475
## PC15 <= 0.1011759
## PC18 > 1.27392
## PC21 <= 0.4791392
## PC24 > -2.765275
## PC40 > -2.105604
## PC53 > -0.8814516
## PC56 > -1.775742
## PC59 > -1.597364
## PC60 > -0.1089395
## PC63 > -1.871282
## -> class 0\|1 [0.993]
##
## Rule 23/23: (117.4, lift 11.7)
## PC8 <= 0.2398475
## PC9 > -0.3333247
## PC13 <= -0.7790086
## PC15 <= -0.1832734
## PC18 > 1.27392
## PC21 <= 0.4791392
## PC53 > -0.8814516
## PC59 > -1.597364
## -> class 0\|1 [0.992]
##
## Rule 23/24: (107, lift 11.6)
## PC1 <= -0.5786658
## PC9 <= -0.3333247
## PC13 <= 11.33877
## PC18 > 3.491351
## PC18 <= 7.737849
## PC56 > -0.4501625
## PC98 > -2.962877
## -> class 0\|1 [0.991]
##
## Rule 23/25: (96.5, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > -0.3333247
## PC18 > -0.4683644
## PC18 <= 1.27392
## PC21 > -0.8847952
## PC46 <= -0.3204695
## PC47 > -0.9183904
## -> class 0\|1 [0.990]
##
## Rule 23/26: (101.5, lift 11.6)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC14 <= 0.4389991
## PC17 <= -0.264261
## PC18 > 1.27392
## PC53 > -0.8814516
## -> class 0\|1 [0.990]
##
## Rule 23/27: (80.4, lift 11.6)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > 1.27392
## PC31 <= -0.2922627
## PC53 > -0.8814516
## PC98 > -0.6274429
## -> class 0\|1 [0.988]
##
## Rule 23/28: (105.3/0.4, lift 11.6)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC17 > -0.264261
## PC18 > -0.4683644
## PC24 > -2.765275
## PC53 > -0.8814516
## PC79 > -1.937226
## PC80 <= 0.5240754
## PC87 > 0.3123436
## PC100 > -0.5678491
## -> class 0\|1 [0.987]
##
## Rule 23/29: (69.1, lift 11.6)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC14 <= -0.4357702
## PC18 > 1.27392
## PC24 > -2.765275
## PC63 > -1.871282
## PC71 <= 0.2866257
## PC79 > -1.937226
## -> class 0\|1 [0.986]
##
## Rule 23/30: (79.9/0.2, lift 11.6)
## PC2 > 6.533372
## PC4 > -9.250724
## PC9 > -0.3333247
## PC17 > -0.264261
## PC18 > 1.27392
## PC24 > -2.765275
## PC29 > -1.342226
## PC53 > -0.8814516
## PC63 > -0.8731353
## -> class 0\|1 [0.985]
##
## Rule 23/31: (53.9, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC46 <= -1.318277
## PC53 <= -0.07785356
## -> class 0\|1 [0.982]
##
## Rule 23/32: (51.4, lift 11.5)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > 1.27392
## PC56 > 1.207356
## -> class 0\|1 [0.981]
##
## Rule 23/33: (67.2/0.4, lift 11.5)
## PC8 <= 0.2398475
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC16 > -1.229006
## PC18 > 1.27392
## PC21 <= 0.4791392
## PC24 > -2.765275
## PC53 > -0.8814516
## PC65 > 0.03449475
## PC79 > -1.937226
## PC97 <= 0.3849054
## -> class 0\|1 [0.980]
##
## Rule 23/34: (41.9, lift 11.5)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > 1.27392
## PC40 > -2.105604
## PC53 > -0.8814516
## PC63 <= -1.871282
## -> class 0\|1 [0.977]
##
## Rule 23/35: (40, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -1.020679
## PC8 <= 0.2398475
## PC11 > -0.08823227
## PC53 > -0.8814516
## PC63 > -1.871282
## -> class 0\|1 [0.976]
##
## Rule 23/36: (56.7/0.4, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -9.250724
## PC9 > -0.3333247
## PC18 > -0.4683644
## PC53 > -0.8814516
## PC54 > 1.148667
## PC59 > -1.597364
## PC80 <= 0.5240754
## PC93 <= 1.218549
## -> class 0\|1 [0.976]
##
## Rule 23/37: (36.1, lift 11.4)
## PC2 > 2.5099
## PC2 <= 6.710935
## PC3 <= 1.640775
## PC11 > -0.07424274
## PC18 > -0.4683644
## PC29 > -1.342226
## PC40 > -2.105604
## PC56 <= 1.207356
## PC63 > -0.8731353
## PC65 <= 0.03449475
## PC78 <= -0.7774209
## PC79 > -1.937226
## -> class 0\|1 [0.974]
##
## Rule 23/38: (35.2, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -0.9053789
## PC8 <= 0.2398475
## PC11 > -0.08823227
## PC17 > -0.264261
## PC18 > -0.4683644
## PC21 <= 0.4791392
## PC40 > -2.105604
## PC56 <= 1.207356
## PC59 > -1.597364
## PC80 <= 0.5240754
## -> class 0\|1 [0.973]
##
## Rule 23/39: (35, lift 11.4)
## PC9 > -0.3333247
## PC17 > -0.264261
## PC18 > 1.27392
## PC42 > 1.595961
## PC63 > -0.8731353
## -> class 0\|1 [0.973]
##
## Rule 23/40: (54.2/0.6, lift 11.4)
## PC9 <= -0.3333247
## PC30 > 4.755065
## PC47 <= 4.410915
## -> class 0\|1 [0.971]
##
## Rule 23/41: (91.9/2.1, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.06120756
## PC15 > -1.081157
## PC18 > -1.136285
## PC18 <= -0.4683644
## PC39 > -0.8925726
## PC42 <= 0.4535916
## PC59 > 0.2469788
## PC71 > -0.2257536
## -> class 0\|1 [0.967]
##
## Rule 23/42: (53.4/1, lift 11.3)
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC18 > 1.27392
## PC21 <= 0.4791392
## PC44 <= 1.810453
## PC53 > -0.8814516
## PC59 <= -1.597364
## -> class 0\|1 [0.965]
##
## Rule 23/43: (24.5, lift 11.3)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > -0.4683644
## PC18 <= 1.27392
## PC40 > -2.105604
## PC42 > 1.160031
## PC63 <= -1.070446
## -> class 0\|1 [0.962]
##
## Rule 23/44: (22.2, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.04928153
## PC9 <= -0.3333247
## PC18 > -0.4683644
## PC18 <= 3.491351
## PC40 > -0.0231578
## -> class 0\|1 [0.959]
##
## Rule 23/45: (21.7, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > 1.858863
## PC9 > -0.3333247
## PC18 > -0.4683644
## PC21 <= 0.4791392
## PC53 <= -0.8814516
## -> class 0\|1 [0.958]
##
## Rule 23/46: (37.3/0.7, lift 11.3)
## PC8 <= 0.2398475
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC18 > 1.27392
## PC21 <= 0.4791392
## PC40 > -2.105604
## PC53 > -0.8814516
## PC80 > 0.5240754
## -> class 0\|1 [0.958]
##
## Rule 23/47: (21.5, lift 11.2)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > -0.4683644
## PC82 <= -2.757949
## -> class 0\|1 [0.957]
##
## Rule 23/48: (143.3/5.5, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1706467
## PC16 > 0.398473
## PC18 > -0.4683644
## PC18 <= 1.27392
## PC21 > -0.8847952
## PC39 <= 0.6287152
## PC42 <= 1.160031
## PC47 <= 0.7507997
## PC58 <= 1.329784
## PC67 > -0.2780699
## -> class 0\|1 [0.956]
##
## Rule 23/49: (121.5/4.4, lift 11.2)
## PC2 > 6.710935
## PC9 > -0.3333247
## PC17 > -0.264261
## PC18 > 1.27392
## PC24 > -2.765275
## PC53 > -0.8814516
## PC80 <= 0.5240754
## -> class 0\|1 [0.956]
##
## Rule 23/50: (28.2/0.5, lift 11.2)
## PC9 > -0.3333247
## PC18 > 1.27392
## PC31 > -0.2922627
## PC44 <= 1.810453
## PC53 > -0.8814516
## PC93 > 1.218549
## -> class 0\|1 [0.950]
##
## Rule 23/51: (55.4/1.9, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.2398475
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC11 <= -0.07424274
## PC17 > -0.264261
## PC24 > -2.765275
## PC56 > -1.775742
## PC79 > -1.937226
## -> class 0\|1 [0.949]
##
## Rule 23/52: (286.8/15.1, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1706467
## PC9 > -0.3333247
## PC18 > 0.1406333
## PC18 <= 1.27392
## PC21 > -0.8847952
## PC42 <= 1.160031
## PC47 > -0.9183904
## PC47 <= 0.7507997
## PC73 > -1.933237
## PC97 <= 2.668597
## -> class 0\|1 [0.944]
##
## Rule 23/53: (163.3/12.3, lift 10.8)
## PC2 <= 6.710935
## PC8 <= 0.2398475
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC18 > -0.4683644
## PC24 > -2.765275
## PC29 <= -1.342226
## PC59 > -1.597364
## PC79 > -1.937226
## PC87 <= 0.3123436
## -> class 0\|1 [0.920]
##
## Rule 23/54: (20.1/1.1, lift 10.6)
## PC2 > 2.5099
## PC9 > -0.3333247
## PC18 > 1.27392
## PC24 > -2.765275
## PC53 > -0.8814516
## PC56 <= -1.775742
## PC100 > -0.5678491
## -> class 0\|1 [0.906]
##
## Rule 23/55: (134.8/12.5, lift 10.6)
## PC1 <= -0.6699082
## PC9 <= -0.3333247
## PC13 <= 11.33877
## PC18 > 3.491351
## PC18 <= 7.737849
## PC47 > -1.647109
## PC98 > -2.962877
## -> class 0\|1 [0.901]
##
## Rule 23/56: (68/6, lift 10.6)
## PC9 > -0.3333247
## PC11 <= -0.08823227
## PC18 > 1.27392
## PC40 > -2.105604
## PC53 > -0.8814516
## PC100 > -0.4387482
## -> class 0\|1 [0.900]
##
## Rule 23/57: (54.6/5.1, lift 10.5)
## PC2 > 2.5099
## PC2 <= 6.710935
## PC3 <= 1.640775
## PC4 > -9.250724
## PC9 > -0.3333247
## PC15 > -0.1832734
## PC16 > -1.229006
## PC18 > -0.4683644
## PC24 > -2.765275
## PC42 <= 1.595961
## PC53 > -0.8814516
## PC56 <= 1.207356
## PC71 > 0.2866257
## PC79 > -1.937226
## PC97 <= 0.3849054
## -> class 0\|1 [0.892]
##
## Rule 23/58: (41/3.9, lift 10.4)
## PC9 > -0.3333247
## PC18 > 1.27392
## PC22 <= -0.4960029
## PC53 <= -0.8814516
## -> class 0\|1 [0.886]
##
## Rule 23/59: (197.8/21.8, lift 10.4)
## PC2 > 2.5099
## PC8 <= 0.2398475
## PC9 > -0.3333247
## PC11 > -0.08823227
## PC17 > -0.264261
## PC18 > -0.4683644
## PC24 > -2.765275
## PC53 > -0.8814516
## PC59 > -1.597364
## PC79 > -1.937226
## PC80 <= 0.5240754
## PC97 > 0.3849054
## -> class 0\|1 [0.886]
##
## Rule 23/60: (6.2, lift 10.3)
## PC4 <= -7.83144
## PC35 <= -0.5198501
## -> class 0\|1 [0.878]
##
## Rule 23/61: (53/6.4, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.2398475
## PC9 > -0.3333247
## PC16 <= -1.229006
## PC18 > -0.4683644
## PC24 > -2.765275
## PC53 > -0.8814516
## PC63 > -1.871282
## PC79 > -1.937226
## -> class 0\|1 [0.866]
##
## Rule 23/62: (28.6/4.7, lift 9.6)
## PC18 <= -1.136285
## PC46 > -1.318277
## PC78 > 2.841389
## PC79 > -0.2786686
## -> class 0\|1 [0.814]
##
## Rule 23/63: (71.9, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.2312515
## PC18 > -2.15512
## PC18 <= -1.136285
## PC22 > 0.04149825
## PC38 <= 1.113855
## PC44 <= 0.7025727
## PC78 <= 2.841389
## PC80 > -0.2531276
## -> class 0\|2 [0.985]
##
## Rule 23/64: (49.5, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.83144
## PC16 <= 1.104762
## PC18 <= -1.136285
## PC20 > -2.752749
## PC41 > 0.0955352
## PC80 <= -0.2531276
## -> class 0\|2 [0.981]
##
## Rule 23/65: (85.4/1.1, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -1.136285
## PC20 > -2.752749
## PC31 <= 0.1819614
## PC44 > 0.7025727
## PC60 > -0.886814
## PC73 <= 2.638134
## PC76 <= 2.143636
## PC80 > -0.2531276
## -> class 0\|2 [0.976]
##
## Rule 23/66: (63.4/0.7, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > 0.5260199
## PC18 <= -0.4683644
## PC39 > -1.122948
## PC76 > 0.7086684
## PC78 <= 2.841389
## -> class 0\|2 [0.974]
##
## Rule 23/67: (40.8/0.1, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.4683644
## PC42 <= 0.4535916
## PC49 <= 1.352244
## PC59 > 0.2469788
## PC71 <= -0.2257536
## -> class 0\|2 [0.974]
##
## Rule 23/68: (30.2, lift 10.0)
## PC4 > -7.83144
## PC16 <= 1.104762
## PC18 <= -1.136285
## PC20 > 2.091965
## PC49 <= 1.352244
## PC76 <= 2.143636
## PC80 <= -0.2531276
## -> class 0\|2 [0.969]
##
## Rule 23/69: (34/0.2, lift 10.0)
## PC3 > -6.006393
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -1.136285
## PC20 > -2.752749
## PC28 <= -1.436036
## PC40 > -2.798079
## PC73 <= 2.638134
## PC80 <= -0.2531276
## -> class 0\|2 [0.966]
##
## Rule 23/70: (24.9, lift 9.9)
## PC2 > 2.5099
## PC6 <= 0.1706467
## PC18 > -0.4683644
## PC18 <= 0.1406333
## PC39 > 0.6287152
## PC42 <= 1.160031
## PC46 > -0.3204695
## -> class 0\|2 [0.963]
##
## Rule 23/71: (57.9/2.3, lift 9.8)
## PC10 <= -5.616605
## PC18 <= -2.15512
## PC46 > -1.318277
## PC73 <= 2.638134
## PC92 <= 1.144037
## -> class 0\|2 [0.945]
##
## Rule 23/72: (16.1, lift 9.8)
## PC12 > -0.1216799
## PC18 <= -1.136285
## PC36 <= 1.146734
## PC39 > -1.122948
## PC51 <= 0.7101347
## PC63 > 1.173145
## PC76 <= 0.7086684
## PC78 <= 2.841389
## PC93 <= 0.9257153
## -> class 0\|2 [0.945]
##
## Rule 23/73: (22.4/0.4, lift 9.7)
## PC18 <= -2.15512
## PC36 <= 1.146734
## PC39 > -1.122948
## PC46 > -1.318277
## PC57 > 1.65417
## PC93 <= 0.9257153
## -> class 0\|2 [0.943]
##
## Rule 23/74: (33.1/1.3, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > 0.4035416
## PC17 > 1.426843
## PC18 <= 3.491351
## PC36 > -1.486655
## -> class 0\|2 [0.936]
##
## Rule 23/75: (12.5, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -1.136285
## PC20 > -2.752749
## PC31 > 0.1819614
## PC46 > -1.318277
## PC46 <= -0.2589219
## -> class 0\|2 [0.931]
##
## Rule 23/76: (8.8, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -0.4683644
## PC20 > -2.752749
## PC31 <= 0.1819614
## PC62 <= -1.402499
## PC76 <= 2.143636
## -> class 0\|2 [0.908]
##
## Rule 23/77: (23.3/1.4, lift 9.3)
## PC2 <= 3.357545
## PC18 <= -2.15512
## PC39 > -1.122948
## PC46 > -1.318277
## PC76 > 0.7086684
## -> class 0\|2 [0.905]
##
## Rule 23/78: (321/32.7, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.2312515
## PC18 > -2.15512
## PC18 <= -1.136285
## PC20 > -2.752749
## PC31 <= 0.1819614
## PC38 <= 1.113855
## PC40 > -2.798079
## PC41 <= 0.2175477
## PC60 > -0.886814
## PC76 <= 2.143636
## PC78 <= 2.841389
## PC80 > -0.2531276
## PC100 <= 0.5168617
## -> class 0\|2 [0.896]
##
## Rule 23/79: (8.3/0.1, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC76 > 0.7086684
## PC76 <= 0.7121614
## -> class 0\|2 [0.892]
##
## Rule 23/80: (15.9/1.1, lift 9.1)
## PC3 <= 1.640775
## PC5 <= -0.7144042
## PC18 <= -2.15512
## PC46 > -1.318277
## PC78 <= 2.841389
## PC93 <= 0.9257153
## -> class 0\|2 [0.884]
##
## Rule 23/81: (9.3/0.4, lift 9.1)
## PC18 > -2.15512
## PC18 <= -0.4683644
## PC20 <= -2.752749
## PC49 <= 1.352244
## PC60 <= -0.6743603
## PC78 <= 2.841389
## -> class 0\|2 [0.879]
##
## Rule 23/82: (5.5, lift 8.9)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC18 <= 1.27392
## PC47 > -0.9183904
## PC97 > 2.668597
## -> class 0\|2 [0.866]
##
## Rule 23/83: (24.1/3.1, lift 8.7)
## PC18 <= -2.15512
## PC33 <= 4.403874
## PC46 > -1.318277
## PC67 <= -0.4942729
## PC73 <= 2.638134
## PC78 <= 2.841389
## -> class 0\|2 [0.842]
##
## Rule 23/84: (111.8/22.8, lift 8.2)
## PC4 > -7.83144
## PC18 <= -2.15512
## PC39 > -1.122948
## PC40 > -2.798079
## PC51 > 0.7101347
## PC93 <= 0.9257153
## -> class 0\|2 [0.791]
##
## Rule 23/85: (11.8/1.9, lift 8.1)
## PC18 > -2.15512
## PC18 <= -1.136285
## PC20 <= -2.752749
## PC49 <= 1.352244
## PC65 > 0.4639324
## PC78 <= 2.841389
## -> class 0\|2 [0.789]
##
## Rule 23/86: (46/9.9, lift 8.0)
## PC18 <= -2.15512
## PC34 <= -2.33633
## PC39 > -1.122948
## PC40 > -2.798079
## -> class 0\|2 [0.772]
##
## Rule 23/87: (52.1/17.8, lift 6.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC46 <= -1.318277
## PC53 > -0.07785356
## -> class 0\|2 [0.652]
##
## Rule 23/88: (7935.3/6004.2, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.243]
##
## Rule 23/89: (78.9, lift 11.1)
## PC2 > 2.5099
## PC4 <= 9.305666
## PC10 > -5.616605
## PC18 <= -2.15512
## PC39 <= -1.122948
## PC46 > -1.318277
## PC95 > -3.301922
## -> class 0\|3 [0.988]
##
## Rule 23/90: (59.5, lift 11.0)
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -1.136285
## PC20 > -2.752749
## PC31 > 0.1819614
## PC46 > -0.2589219
## PC89 <= 0.1030307
## -> class 0\|3 [0.984]
##
## Rule 23/91: (59.9, lift 11.0)
## PC4 <= 9.305666
## PC17 <= 0.8093952
## PC18 <= -1.136285
## PC73 > 2.638134
## PC78 <= 2.841389
## -> class 0\|3 [0.984]
##
## Rule 23/92: (87.2/0.5, lift 11.0)
## PC2 > 2.5099
## PC4 <= 9.305666
## PC18 > -2.15512
## PC18 <= -1.136285
## PC20 <= -2.752749
## PC60 > -0.6743603
## PC65 <= 0.4639324
## -> class 0\|3 [0.983]
##
## Rule 23/93: (55.8, lift 11.0)
## PC3 <= 1.640775
## PC4 > -7.83144
## PC4 <= 9.305666
## PC18 > -2.15512
## PC18 <= -1.136285
## PC22 <= 0.04149825
## PC34 > -3.30041
## PC78 <= 2.841389
## PC100 > 0.5168617
## -> class 0\|3 [0.982]
##
## Rule 23/94: (49.1, lift 11.0)
## PC2 > 2.5099
## PC18 <= -0.4683644
## PC46 > -1.318277
## PC49 > 1.352244
## -> class 0\|3 [0.980]
##
## Rule 23/95: (45.9, lift 11.0)
## PC4 <= 9.305666
## PC18 <= -1.136285
## PC40 <= -2.798079
## PC46 > -1.318277
## -> class 0\|3 [0.979]
##
## Rule 23/96: (48.6/0.1, lift 11.0)
## PC2 > 2.5099
## PC4 > -7.83144
## PC18 <= -1.136285
## PC41 > 0.2175477
## PC44 <= 0.7025727
## PC46 > -1.318277
## PC80 > -0.2531276
## -> class 0\|3 [0.978]
##
## Rule 23/97: (117.6/1.7, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.83144
## PC4 <= 9.305666
## PC18 <= -2.15512
## PC33 <= 4.403874
## PC36 <= 1.146734
## PC73 <= 2.638134
## PC78 <= 2.841389
## PC93 > 0.9257153
## -> class 0\|3 [0.977]
##
## Rule 23/98: (35.3, lift 10.9)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC36 > -1.486655
## PC83 <= -3.943858
## -> class 0\|3 [0.973]
##
## Rule 23/99: (32.1, lift 10.9)
## PC4 > -7.83144
## PC4 <= -7.023084
## PC7 <= 0.5260199
## PC18 <= -2.15512
## PC86 > 0.03629697
## -> class 0\|3 [0.971]
##
## Rule 23/100: (31.4, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC47 > 4.410915
## -> class 0\|3 [0.970]
##
## Rule 23/101: (35.7/0.2, lift 10.9)
## PC3 <= -6.006393
## PC4 <= 9.305666
## PC18 <= -1.136285
## -> class 0\|3 [0.969]
##
## Rule 23/102: (30.3, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC33 <= -0.4589941
## PC49 <= 1.352244
## PC78 > 2.841389
## -> class 0\|3 [0.969]
##
## Rule 23/103: (181.4/4.9, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC7 > -0.7461469
## PC16 <= 1.104762
## PC18 <= -1.136285
## PC20 <= 2.091965
## PC28 > -1.436036
## PC41 <= 0.0955352
## PC62 > -1.402499
## PC79 > -2.141715
## PC80 <= -0.2531276
## -> class 0\|3 [0.968]
##
## Rule 23/104: (62.5/1.1, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.9408
## PC10 > -0.8472368
## PC18 > -1.136285
## PC18 <= -0.4683644
## PC41 > -0.1143722
## PC42 > 0.4535916
## PC78 <= 0.9895724
## PC79 <= 1.226561
## -> class 0\|3 [0.967]
##
## Rule 23/105: (138.3/3.9, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.04928153
## PC9 <= -0.3333247
## PC17 <= 1.426843
## PC18 > -0.4683644
## PC34 <= -0.4583307
## PC36 > -1.486655
## PC44 <= 0.3442192
## -> class 0\|3 [0.965]
##
## Rule 23/106: (22.3, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC16 > -0.1437079
## PC18 > -0.4683644
## PC40 <= -2.105604
## PC79 <= -0.3304855
## -> class 0\|3 [0.959]
##
## Rule 23/107: (17.4, lift 10.6)
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC57 <= -4.987637
## PC79 <= -0.2786686
## -> class 0\|3 [0.949]
##
## Rule 23/108: (495.5/32.5, lift 10.5)
## PC4 > -7.83144
## PC4 <= 9.305666
## PC5 > -0.7144042
## PC7 <= 2.374857
## PC10 > -5.616605
## PC17 <= 0.63545
## PC18 <= -2.15512
## PC28 <= 3.004325
## PC33 <= 4.403874
## PC34 > -2.33633
## PC36 <= 1.146734
## PC43 <= 2.497728
## PC46 > -1.318277
## PC51 <= 0.7101347
## PC57 <= 1.65417
## PC63 <= 1.173145
## PC76 <= 0.7086684
## PC78 <= 2.841389
## -> class 0\|3 [0.933]
##
## Rule 23/109: (11.8, lift 10.4)
## PC18 <= -0.4683644
## PC33 > 4.403874
## PC46 > -1.318277
## PC71 <= -0.9018018
## -> class 0\|3 [0.928]
##
## Rule 23/110: (33.2/1.7, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2312515
## PC18 <= -0.4683644
## -> class 0\|3 [0.923]
##
## Rule 23/111: (49.9/3.3, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.081157
## PC18 > -1.136285
## PC18 <= -0.4683644
## -> class 0\|3 [0.917]
##
## Rule 23/112: (9.2, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.4683644
## PC42 <= 0.4535916
## PC98 <= -1.626541
## -> class 0\|3 [0.911]
##
## Rule 23/113: (8.3, lift 10.1)
## PC18 > -1.136285
## PC18 <= -0.4683644
## PC28 > 3.778366
## -> class 0\|3 [0.903]
##
## Rule 23/114: (206.5/22.1, lift 10.0)
## PC2 > 3.357545
## PC4 > -7.023084
## PC7 <= 0.5260199
## PC18 <= -2.15512
## PC28 <= 3.004325
## PC36 <= 1.146734
## PC43 <= 2.497728
## PC51 <= 0.7101347
## PC57 <= 1.65417
## PC67 > -0.4942729
## PC76 > 0.7121614
## -> class 0\|3 [0.889]
##
## Rule 23/115: (34.8/4.1, lift 9.7)
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC18 > -2.15512
## PC18 <= -1.136285
## PC34 > -3.30041
## PC76 > 2.143636
## PC78 <= 2.841389
## -> class 0\|3 [0.862]
##
## Rule 23/116: (12.5/1.3, lift 9.5)
## PC2 > 2.5099
## PC8 <= 0.04928153
## PC18 > -0.4683644
## PC18 <= 3.491351
## PC35 <= -0.8042532
## PC36 > -1.486655
## -> class 0\|3 [0.845]
##
## Rule 23/117: (173.4/28.8, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.04928153
## PC9 <= -0.3333247
## PC18 <= 3.491351
## PC22 <= -1.016577
## PC36 > -1.486655
## -> class 0\|3 [0.830]
##
## Rule 23/118: (5.6/0.3, lift 9.3)
## PC9 <= -0.3333247
## PC18 > -0.4683644
## PC18 <= 3.491351
## PC36 <= -1.486655
## PC57 > 3.338506
## -> class 0\|3 [0.825]
##
## Rule 23/119: (27/4.4, lift 9.1)
## PC4 <= 9.305666
## PC10 <= -5.616605
## PC18 <= -1.136285
## PC43 <= 2.497728
## PC46 > -1.318277
## PC92 > 1.144037
## -> class 0\|3 [0.813]
##
## Rule 23/120: (29.1/7.9, lift 8.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC42 <= 0.4535916
## PC47 > 2.017782
## -> class 0\|3 [0.713]
##
## Rule 23/121: (1225/479.6, lift 6.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC18 <= -1.136285
## PC35 > -0.5198501
## PC46 > -1.318277
## PC78 <= 2.841389
## PC87 <= 0.02911435
## -> class 0\|3 [0.608]
##
## Rule 23/122: (32.2/13.9, lift 6.3)
## PC1 > -0.3832309
## PC8 > -1.301106
## PC10 <= -0.678562
## PC83 <= -0.5299272
## -> class 0\|3 [0.564]
##
## Rule 23/123: (108/0.2, lift 21.9)
## PC3 > 0.7432103
## PC14 <= -1.84377
## PC82 <= 0.1751347
## -> class 1\|0 [0.989]
##
## Rule 23/124: (64.8, lift 21.8)
## PC3 > 1.640775
## PC8 > -3.572983
## PC16 <= -0.8953013
## PC33 > -0.5413352
## PC46 > -0.6492637
## PC93 <= -0.4063965
## -> class 1\|0 [0.984]
##
## Rule 23/125: (75.7/0.4, lift 21.7)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC10 > -0.678562
## PC14 > -1.84377
## PC17 <= -0.9507393
## PC49 > -1.84221
## PC68 <= -0.6957402
## PC96 > 0.04961824
## -> class 1\|0 [0.982]
##
## Rule 23/126: (104/0.9, lift 21.7)
## PC1 > -0.282883
## PC2 > 2.5099
## PC8 > -3.572983
## PC16 <= -0.8953013
## PC33 > -0.5413352
## PC46 > -0.6492637
## PC47 > -0.2824988
## PC52 <= -0.008377787
## PC65 > -0.1389549
## PC88 > -0.3307451
## PC92 <= 0.4954863
## PC94 <= 0.04495868
## -> class 1\|0 [0.982]
##
## Rule 23/127: (33, lift 21.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC37 > 0.6575305
## PC46 > -0.6492637
## -> class 1\|0 [0.971]
##
## Rule 23/128: (43.6/1, lift 21.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC21 > -0.2093299
## PC46 > -0.6492637
## PC47 > 1.128175
## -> class 1\|0 [0.957]
##
## Rule 23/129: (17.8, lift 21.0)
## PC1 > -0.3832309
## PC9 > 0.255966
## PC10 > -0.678562
## PC21 > 0.9193565
## -> class 1\|0 [0.949]
##
## Rule 23/130: (50.7/2.5, lift 20.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.572983
## PC12 <= -0.05653552
## PC18 <= 0.7304769
## PC46 > -0.6492637
## PC62 <= -1.061222
## PC88 > -0.3307451
## PC92 <= 0.4289787
## -> class 1\|0 [0.933]
##
## Rule 23/131: (9.9, lift 20.3)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC5 <= 9.646945
## PC16 <= 0.8672903
## PC17 > -0.9507393
## PC19 > -1.326658
## PC59 <= 0.9671425
## PC69 > -0.6790085
## PC92 > 0.4989451
## -> class 1\|0 [0.916]
##
## Rule 23/132: (17.8/1.6, lift 19.2)
## PC3 > 0.7432103
## PC5 <= 9.646945
## PC8 > -1.301106
## PC16 <= 0.8672903
## PC19 > -1.326658
## PC69 > -0.6790085
## PC73 > -0.6866665
## PC75 > 1.034728
## -> class 1\|0 [0.867]
##
## Rule 23/133: (23.1/3.7, lift 18.0)
## PC3 > 0.7432103
## PC8 > -1.301106
## PC14 > -1.84377
## PC15 <= -2.370731
## PC16 <= 0.8672903
## -> class 1\|0 [0.812]
##
## Rule 23/134: (891.8/454.4, lift 10.9)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 > -1.301106
## PC10 > -0.678562
## PC21 <= 0.9193565
## -> class 1\|0 [0.491]
##
## Rule 23/135: (99, lift 15.6)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC8 > -1.301106
## PC17 <= -0.9507393
## PC68 > -0.6957402
## PC73 > -0.3373958
## -> class 1\|1 [0.990]
##
## Rule 23/136: (120.3/0.2, lift 15.6)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC5 <= 9.646945
## PC8 > -0.6358801
## PC10 > -0.678562
## PC14 > -1.84377
## PC15 > -2.370731
## PC16 <= 0.8672903
## PC17 > -0.9507393
## PC19 > -1.326658
## PC59 <= 0.9671425
## PC69 > -0.6790085
## PC73 > -0.6866665
## PC75 <= 1.034728
## PC92 <= 0.4989451
## -> class 1\|1 [0.990]
##
## Rule 23/137: (50.8, lift 15.5)
## PC1 > -0.3832309
## PC3 <= 0.7432103
## PC8 > -1.301106
## PC9 <= 0.5606682
## PC10 > -0.678562
## PC21 <= 0.9193565
## PC25 <= -0.1210449
## PC29 <= 0.1959157
## PC42 <= 0.5507628
## -> class 1\|1 [0.981]
##
## Rule 23/138: (99.4/2, lift 15.3)
## PC1 > -0.3832309
## PC3 <= 0.7432103
## PC9 > 0.5606682
## PC10 > 0.9532421
## PC44 > -1.972712
## -> class 1\|1 [0.971]
##
## Rule 23/139: (27.5/0.3, lift 15.1)
## PC1 > -0.3832309
## PC3 <= 0.6834592
## PC9 > 0.5606682
## PC10 > -0.678562
## PC44 > -1.972712
## PC50 <= -0.3260382
## -> class 1\|1 [0.957]
##
## Rule 23/140: (18.9, lift 15.0)
## PC1 > -0.3832309
## PC3 <= 0.7432103
## PC8 > -1.301106
## PC50 > -0.3260382
## PC79 <= -0.2451161
## -> class 1\|1 [0.952]
##
## Rule 23/141: (18, lift 15.0)
## PC1 > -0.3832309
## PC3 <= 0.7432103
## PC9 > 0.5606682
## PC11 > 1.249153
## PC44 > -1.972712
## PC86 <= 0.2299839
## -> class 1\|1 [0.950]
##
## Rule 23/142: (18, lift 15.0)
## PC3 > 0.7432103
## PC14 <= -1.84377
## PC82 > 0.1751347
## PC89 <= 0.7568847
## -> class 1\|1 [0.950]
##
## Rule 23/143: (12.3, lift 14.7)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC10 > -0.678562
## PC14 > -1.84377
## PC17 <= -0.9507393
## PC49 > -1.84221
## PC68 <= -0.6957402
## PC96 <= 0.04961824
## -> class 1\|1 [0.930]
##
## Rule 23/144: (10.9, lift 14.6)
## PC1 > -0.3832309
## PC3 <= 0.7432103
## PC10 > -0.678562
## PC10 <= 0.9532421
## PC50 > -0.3260382
## PC68 > 0.9789073
## PC86 > 0.2299839
## -> class 1\|1 [0.922]
##
## Rule 23/145: (12.5/0.5, lift 14.2)
## PC2 <= 2.5099
## PC6 <= -3.131424
## PC8 <= -1.301106
## PC19 <= -1.175106
## -> class 1\|1 [0.900]
##
## Rule 23/146: (7.7, lift 14.2)
## PC1 > 13.61654
## PC7 <= 2.95808
## PC8 <= -1.301106
## PC19 > -1.175106
## -> class 1\|1 [0.897]
##
## Rule 23/147: (6.9, lift 14.0)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 > -1.301106
## PC10 > -0.678562
## PC10 <= 0.9532421
## PC48 > 0.2408725
## PC86 > 0.2299839
## -> class 1\|1 [0.887]
##
## Rule 23/148: (18.2/1.9, lift 13.5)
## PC1 > -0.3832309
## PC3 <= 0.7432103
## PC4 <= 0.4698969
## PC9 > 0.5606682
## PC44 > -1.972712
## PC86 > 0.2299839
## -> class 1\|1 [0.857]
##
## Rule 23/149: (10.8/2.4, lift 11.6)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC37 > 1.185706
## -> class 1\|1 [0.732]
##
## Rule 23/150: (48.6/13.6, lift 11.2)
## PC2 <= 2.5099
## PC3 > 0.6834592
## PC3 <= 0.7432103
## PC8 > -1.301106
## PC10 <= 0.9532421
## PC44 > -1.972712
## -> class 1\|1 [0.711]
##
## Rule 23/151: (24.2/7.4, lift 10.7)
## PC2 <= 2.5099
## PC7 > 2.95808
## PC8 <= -1.301106
## PC25 > -0.2509966
## -> class 1\|1 [0.680]
##
## Rule 23/152: (1381.7/659.8, lift 8.3)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.522]
##
## Rule 23/153: (85.3, lift 16.1)
## PC3 > 0.7432103
## PC16 > 0.8672903
## PC21 <= 0.9193565
## PC35 <= -0.4796488
## -> class 1\|2 [0.989]
##
## Rule 23/154: (145.6/1.1, lift 16.1)
## PC3 > 0.7432103
## PC5 > 2.990929
## PC8 > -1.301106
## PC10 > -0.678562
## PC14 > -1.84377
## PC16 > 0.8672903
## -> class 1\|2 [0.986]
##
## Rule 23/155: (160/2, lift 16.0)
## PC2 > 2.926744
## PC3 > 1.640775
## PC16 > 0.5655206
## PC33 <= 1.385221
## PC38 <= 0.2084411
## PC58 > -0.7329288
## -> class 1\|2 [0.982]
##
## Rule 23/156: (97.4/1.1, lift 16.0)
## PC5 > 9.646945
## PC14 > -1.84377
## PC17 > -0.9507393
## -> class 1\|2 [0.979]
##
## Rule 23/157: (44.3, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC41 > 0.3344701
## -> class 1\|2 [0.978]
##
## Rule 23/158: (35.4, lift 15.9)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC9 <= 0.5606682
## PC10 > -0.678562
## PC29 > 0.1959157
## -> class 1\|2 [0.973]
##
## Rule 23/159: (115.6/2.5, lift 15.8)
## PC3 > 10.44773
## PC16 > 0.5655206
## -> class 1\|2 [0.971]
##
## Rule 23/160: (166.2/4.5, lift 15.8)
## PC1 > -0.3832309
## PC6 > -3.131424
## PC8 <= -1.301106
## PC19 <= -1.175106
## PC82 > 0.01711957
## PC100 <= 3.701552
## -> class 1\|2 [0.967]
##
## Rule 23/161: (24.9, lift 15.7)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 > -1.301106
## PC44 <= -1.972712
## -> class 1\|2 [0.963]
##
## Rule 23/162: (24.4, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC38 > 0.2084411
## PC48 <= 0.2118803
## -> class 1\|2 [0.962]
##
## Rule 23/163: (195.6/6.8, lift 15.7)
## PC2 <= 2.5099
## PC5 <= 2.825875
## PC6 > -1.776048
## PC8 > -1.301106
## PC14 > -1.84377
## PC15 <= 4.080368
## PC16 > 0.8672903
## PC18 <= 0.2204432
## PC42 <= 0.6146999
## PC43 > -0.4592849
## PC56 > -0.4289844
## PC75 <= 1.599801
## PC100 > -0.004760643
## -> class 1\|2 [0.961]
##
## Rule 23/164: (87.8/3.1, lift 15.6)
## PC1 > 8.906639
## PC3 > 0.7432103
## PC14 > -1.84377
## PC17 > -0.9507393
## PC21 <= 0.9193565
## -> class 1\|2 [0.954]
##
## Rule 23/165: (51/1.5, lift 15.6)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC8 > -1.301106
## PC10 > -0.678562
## PC17 > -0.9507393
## PC87 > 0.2476458
## PC100 > -0.004760643
## -> class 1\|2 [0.954]
##
## Rule 23/166: (79.3/3, lift 15.5)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 > -1.301106
## PC9 <= 0.5606682
## PC10 > -0.678562
## PC21 <= 0.9193565
## PC42 > 0.5507628
## -> class 1\|2 [0.951]
##
## Rule 23/167: (29.1/0.5, lift 15.5)
## PC3 > 0.7432103
## PC8 > -1.301106
## PC14 > -1.84377
## PC16 <= 0.8672903
## PC17 > -0.9507393
## PC69 > -0.6790085
## PC73 <= -0.6866665
## -> class 1\|2 [0.951]
##
## Rule 23/168: (153.3/7.6, lift 15.4)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC8 > -1.301106
## PC16 <= 0.8672903
## PC17 > -0.9507393
## PC19 <= -1.326658
## PC21 <= 0.9193565
## -> class 1\|2 [0.945]
##
## Rule 23/169: (115.4/5.4, lift 15.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -0.1366078
## PC16 > 0.5655206
## PC33 <= 1.385221
## PC38 <= 0.1254243
## -> class 1\|2 [0.945]
##
## Rule 23/170: (15.6, lift 15.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 0.5655206
## PC36 > 0.4326895
## -> class 1\|2 [0.943]
##
## Rule 23/171: (15.1, lift 15.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 0.5655206
## PC83 <= -0.5257682
## -> class 1\|2 [0.941]
##
## Rule 23/172: (101.9/7, lift 15.1)
## PC1 > -0.3832309
## PC8 <= -1.301106
## PC19 <= -1.175106
## PC56 <= -0.3019252
## -> class 1\|2 [0.923]
##
## Rule 23/173: (12.5/0.3, lift 14.9)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC14 > -1.84377
## PC16 <= 0.8672903
## PC17 > -0.9507393
## PC59 > 0.9671425
## PC69 > -0.6790085
## -> class 1\|2 [0.911]
##
## Rule 23/174: (8.6, lift 14.8)
## PC1 > -0.3832309
## PC8 <= -1.301106
## PC19 <= -1.175106
## PC68 > 1.126404
## PC82 <= 0.01711957
## -> class 1\|2 [0.906]
##
## Rule 23/175: (90.5/8, lift 14.7)
## PC3 > 0.7432103
## PC8 > -1.301106
## PC10 > -0.678562
## PC14 > -1.84377
## PC16 > 0.8672903
## PC60 <= -0.9345402
## -> class 1\|2 [0.903]
##
## Rule 23/176: (7, lift 14.5)
## PC1 > -0.3832309
## PC14 <= -1.84377
## PC89 > 0.7568847
## -> class 1\|2 [0.889]
##
## Rule 23/177: (58.5/15.4, lift 11.9)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC6 > -1.776048
## PC8 > -1.301106
## PC14 > -1.84377
## PC15 <= 4.080368
## PC100 > -0.004760643
## PC100 <= 0.08870764
## -> class 1\|2 [0.729]
##
## Rule 23/178: (98.8/0.1, lift 13.9)
## PC3 > 0.7432103
## PC5 <= 2.990929
## PC16 > 0.8672903
## PC18 <= 0.2204432
## PC42 > 0.6146999
## PC43 > -0.4592849
## -> class 1\|3 [0.989]
##
## Rule 23/179: (78.4, lift 13.8)
## PC3 > 0.7432103
## PC8 > -1.301106
## PC15 > 4.080368
## PC17 > -0.9507393
## -> class 1\|3 [0.988]
##
## Rule 23/180: (131.3/1.4, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 10.44773
## PC16 > 0.5655206
## PC38 > 0.2084411
## PC41 <= 0.3344701
## PC48 > 0.2118803
## -> class 1\|3 [0.982]
##
## Rule 23/181: (98.1/4, lift 13.3)
## PC2 > 2.5099
## PC2 <= 2.926744
## PC3 > 1.640775
## PC38 > 0.1254243
## -> class 1\|3 [0.950]
##
## Rule 23/182: (4638/3362.8, lift 3.9)
## PC1 > -0.3832309
## PC2 <= 2.5099
## -> class 1\|3 [0.275]
##
## Rule 23/183: (6.2, lift 11.6)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC19 > -3.03778
## PC25 <= -0.1240451
## PC32 > 1.11812
## -> class 2\|0 [0.878]
##
## Rule 23/184: (12.6/3.5, lift 9.2)
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC20 > 0.1710321
## PC28 <= 0.102115
## PC44 > 0.4799442
## PC48 > -0.4450734
## PC59 <= -0.1106787
## -> class 2\|0 [0.694]
##
## Rule 23/185: (9.8/2.7, lift 9.0)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 > -1.301106
## PC38 > 0.3697996
## PC42 <= 0.5507628
## -> class 2\|0 [0.686]
##
## Rule 23/186: (189.2/61.1, lift 8.9)
## PC1 > -0.3832309
## PC7 > -1.98811
## PC8 > -1.301106
## PC21 > 0.9193565
## -> class 2\|0 [0.675]
##
## Rule 23/187: (2236.2/1241.7, lift 5.9)
## PC1 <= -0.3832309
## PC8 > 1.277736
## -> class 2\|0 [0.445]
##
## Rule 23/188: (118.6, lift 10.4)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC62 > 1.286232
## -> class 2\|1 [0.992]
##
## Rule 23/189: (108.1, lift 10.4)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC11 > -0.5750355
## PC21 > -0.2469342
## PC63 > 0.1876343
## PC68 <= -0.1170649
## -> class 2\|1 [0.991]
##
## Rule 23/190: (98.3, lift 10.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC10 > 0.1281532
## PC24 <= -0.7443133
## -> class 2\|1 [0.990]
##
## Rule 23/191: (91.2, lift 10.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC10 <= 0.2933043
## PC11 > -0.313034
## PC19 > -2.040919
## PC21 > -0.2469342
## PC21 <= 0.9659102
## PC28 > 0.0373279
## PC41 > -0.6169693
## PC70 > -0.05567941
## PC75 > 0.3091071
## -> class 2\|1 [0.989]
##
## Rule 23/192: (140.7/0.6, lift 10.3)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC8 <= 5.10851
## PC10 > 0.2933043
## PC11 > -0.5750355
## PC21 > -0.2469342
## -> class 2\|1 [0.989]
##
## Rule 23/193: (78, lift 10.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC11 > -0.5750355
## PC21 > -0.2469342
## PC28 > 0.1610542
## -> class 2\|1 [0.987]
##
## Rule 23/194: (71.8, lift 10.3)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC21 <= 0.9659102
## PC37 <= -0.6005946
## PC59 <= 0.3063912
## PC70 > -0.05567941
## -> class 2\|1 [0.986]
##
## Rule 23/195: (104.1/0.6, lift 10.3)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC40 > -0.9540211
## PC54 <= 1.089913
## PC59 > 0.3063912
## PC63 <= 0.1876343
## PC70 > -0.05567941
## -> class 2\|1 [0.985]
##
## Rule 23/196: (63.2, lift 10.3)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC21 > -0.2469342
## PC46 > 1.601715
## -> class 2\|1 [0.985]
##
## Rule 23/197: (52.4, lift 10.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC28 <= -0.1979612
## PC63 > -0.02401649
## -> class 2\|1 [0.982]
##
## Rule 23/198: (49.3, lift 10.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC5 > 1.909454
## PC8 > -0.5495703
## -> class 2\|1 [0.979]
##
## Rule 23/199: (43.3, lift 10.2)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC11 > -0.5750355
## PC11 <= -0.313034
## PC21 > -0.2469342
## PC21 <= 0.9659102
## -> class 2\|1 [0.978]
##
## Rule 23/200: (41.6, lift 10.2)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC21 > -0.2469342
## PC57 <= -0.75685
## PC63 <= 0.1876343
## PC70 <= -0.05567941
## -> class 2\|1 [0.977]
##
## Rule 23/201: (49.5/0.3, lift 10.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > 0.1464841
## PC66 <= 1.662249
## PC98 <= -0.8860294
## -> class 2\|1 [0.976]
##
## Rule 23/202: (39.1, lift 10.2)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC9 > 3.152035
## PC63 <= 0.1876343
## -> class 2\|1 [0.976]
##
## Rule 23/203: (38.3, lift 10.2)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC27 <= -0.7059725
## PC70 > -0.05567941
## -> class 2\|1 [0.975]
##
## Rule 23/204: (36, lift 10.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC30 > 0.5005881
## PC44 <= 0.4799442
## -> class 2\|1 [0.974]
##
## Rule 23/205: (35.5, lift 10.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC28 > 0.102115
## PC44 > 0.4799442
## -> class 2\|1 [0.973]
##
## Rule 23/206: (94.2/1.7, lift 10.2)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC10 <= 0.2933043
## PC21 > -0.2469342
## PC21 <= 0.9659102
## PC56 > 0.003246585
## PC59 <= 0.3063912
## PC70 > -0.05567941
## -> class 2\|1 [0.972]
##
## Rule 23/207: (42.9/0.3, lift 10.1)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > 0.1464841
## PC8 <= 1.277736
## PC12 > -1.498985
## PC88 <= -0.2492264
## -> class 2\|1 [0.971]
##
## Rule 23/208: (31.8, lift 10.1)
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC37 <= 1.185706
## PC44 <= 0.4799442
## PC83 > 1.016131
## -> class 2\|1 [0.970]
##
## Rule 23/209: (31.4, lift 10.1)
## PC1 > -0.3832309
## PC7 > -1.98811
## PC8 > -1.301106
## PC9 <= 0.255966
## PC21 > 0.9193565
## PC62 > 0.08397391
## -> class 2\|1 [0.970]
##
## Rule 23/210: (59/1, lift 10.1)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC25 > -0.1240451
## PC32 > 1.11812
## PC37 <= 1.185706
## -> class 2\|1 [0.968]
##
## Rule 23/211: (48.7/0.8, lift 10.1)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC36 > 0.3951139
## PC63 <= 0.1876343
## -> class 2\|1 [0.965]
##
## Rule 23/212: (25.8, lift 10.1)
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 0.1464841
## PC12 > -1.498985
## PC24 > -0.7443133
## PC32 <= 1.11812
## PC34 > 0.8724672
## PC55 > -1.113829
## -> class 2\|1 [0.962]
##
## Rule 23/213: (22.6, lift 10.0)
## PC1 <= -0.3832309
## PC7 > 0.004760268
## PC8 > 0.1464841
## PC8 <= 1.277736
## PC10 > 0.1281532
## PC12 > -1.498985
## PC50 <= -0.5725842
## -> class 2\|1 [0.959]
##
## Rule 23/214: (20.3, lift 10.0)
## PC1 > -0.3832309
## PC3 <= 0.7432103
## PC8 > 0.5831117
## PC9 <= 0.5606682
## PC21 <= 0.9193565
## PC25 > -0.1210449
## PC38 <= 0.3697996
## -> class 2\|1 [0.955]
##
## Rule 23/215: (19.6, lift 10.0)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC37 <= 1.185706
## PC44 <= 0.4799442
## PC55 <= -1.113829
## -> class 2\|1 [0.954]
##
## Rule 23/216: (44.6/1.2, lift 10.0)
## PC1 <= -0.3832309
## PC7 > 0.004760268
## PC8 > 0.1464841
## PC8 <= 1.277736
## PC12 > -1.498985
## PC24 > -0.7443133
## PC44 <= 0.4799442
## PC72 <= -0.2597508
## -> class 2\|1 [0.953]
##
## Rule 23/217: (23/0.2, lift 9.9)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC66 > 1.662249
## PC83 <= 1.016131
## -> class 2\|1 [0.951]
##
## Rule 23/218: (324.9/17.8, lift 9.9)
## PC1 <= -0.3832309
## PC2 <= -0.4021941
## PC8 > 1.277736
## PC11 <= -0.5750355
## PC18 <= 0.8235216
## PC20 > -0.1624147
## PC21 > -0.2469342
## PC55 > -1.105198
## PC90 > -0.574609
## -> class 2\|1 [0.943]
##
## Rule 23/219: (246/15.7, lift 9.8)
## PC1 <= -0.3832309
## PC6 <= -0.402606
## PC8 > 1.277736
## PC21 <= -0.2469342
## PC24 <= 1.382277
## PC40 > -1.644845
## PC67 <= 0.380585
## -> class 2\|1 [0.933]
##
## Rule 23/220: (54/2.9, lift 9.7)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC10 <= 0.1281532
## PC28 > 0.07969564
## -> class 2\|1 [0.931]
##
## Rule 23/221: (38.5/1.9, lift 9.7)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC21 > -0.2469342
## PC40 <= -0.9540211
## PC70 > -0.05567941
## -> class 2\|1 [0.928]
##
## Rule 23/222: (37.6/1.8, lift 9.7)
## PC1 <= -0.3832309
## PC7 > 0.004760268
## PC8 > 0.1464841
## PC10 > 0.1281532
## PC12 > -1.498985
## PC32 <= 1.11812
## PC44 <= 0.4799442
## PC55 > -1.113829
## PC72 > -0.2597508
## PC78 > 0.5088601
## -> class 2\|1 [0.928]
##
## Rule 23/223: (11.7, lift 9.7)
## PC1 > -0.3832309
## PC8 > -1.301106
## PC10 > -0.678562
## PC21 > 0.9193565
## PC89 > 0.5840145
## -> class 2\|1 [0.927]
##
## Rule 23/224: (9.5, lift 9.5)
## PC1 <= -0.3832309
## PC7 > 0.004760268
## PC8 > 0.1464841
## PC8 <= 1.277736
## PC10 > 0.1281532
## PC72 > -0.2597508
## PC87 > 0.6537696
## -> class 2\|1 [0.913]
##
## Rule 23/225: (51.7/5.4, lift 9.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC32 <= 1.11812
## PC66 <= 1.662249
## PC80 > 1.371051
## -> class 2\|1 [0.881]
##
## Rule 23/226: (21.2/1.8, lift 9.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC44 > 0.4799442
## PC48 <= -0.4450734
## -> class 2\|1 [0.879]
##
## Rule 23/227: (240.2/29, lift 9.2)
## PC1 <= -0.3832309
## PC3 > -0.8888453
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC10 <= 0.1281532
## PC12 > -2.386546
## PC22 > -1.186088
## PC25 > -0.2558109
## PC29 <= 0.1681496
## PC37 <= 1.185706
## PC38 <= 0.9341283
## PC44 <= 0.4799442
## PC63 > -0.2796803
## PC68 > -2.084058
## PC73 <= 0.1497796
## PC74 <= 0.2106125
## PC83 > -1.136258
## -> class 2\|1 [0.876]
##
## Rule 23/228: (71.1/12.9, lift 8.5)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC14 <= 2.654099
## PC24 <= 0.989116
## PC28 <= 0.0751535
## PC33 <= -0.5434552
## PC43 > -0.5019754
## PC55 <= 0.4749086
## -> class 2\|1 [0.810]
##
## Rule 23/229: (23.8/7.5, lift 7.0)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC28 > 0.0751535
## PC43 > -0.5019754
## PC79 <= -0.05940647
## -> class 2\|1 [0.672]
##
## Rule 23/230: (212.1/0.4, lift 11.5)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC5 <= 1.909454
## PC8 > -0.5495703
## PC8 <= 0.1464841
## PC10 > 0.1281532
## PC24 > -0.7443133
## PC32 <= 1.11812
## PC34 <= 0.8724672
## PC44 <= 0.4799442
## PC55 > -1.113829
## PC66 <= 1.662249
## PC80 <= 1.371051
## -> class 2\|2 [0.994]
##
## Rule 23/231: (136.6, lift 11.4)
## PC2 <= 2.5099
## PC5 > -0.1308613
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC10 > -0.2282536
## PC19 > -2.848473
## PC31 <= 1.467823
## PC43 <= -0.5019754
## PC47 > -0.770551
## PC60 <= 1.167663
## PC89 <= -0.0355992
## -> class 2\|2 [0.993]
##
## Rule 23/232: (260.3/3.6, lift 11.3)
## PC1 <= -0.6306881
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC10 > 0.1281532
## PC12 <= -1.498985
## PC24 > -0.7443133
## PC32 <= 1.11812
## PC44 <= 0.4799442
## PC80 <= 1.371051
## PC83 <= 1.016131
## -> class 2\|2 [0.983]
##
## Rule 23/233: (118.1/1, lift 11.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC10 > -0.2282536
## PC14 > -3.512203
## PC19 > -2.848473
## PC43 <= -0.5019754
## PC60 <= 1.167663
## PC63 > 0.1583778
## -> class 2\|2 [0.983]
##
## Rule 23/234: (50.4, lift 11.3)
## PC8 <= -0.5495703
## PC18 > 0.5195135
## PC28 <= 0.0751535
## PC43 > -0.5019754
## PC49 <= 0.1360006
## PC50 <= -0.7597777
## PC74 <= 0.2671531
## -> class 2\|2 [0.980]
##
## Rule 23/235: (45.7, lift 11.3)
## PC1 <= -0.3832309
## PC5 <= 1.909454
## PC7 <= 0.004760268
## PC8 > 0.1464841
## PC10 > 0.1281532
## PC24 > -0.7443133
## PC30 <= 0.5005881
## PC32 <= 1.11812
## PC44 <= 0.4799442
## PC83 <= 1.016131
## PC88 > -0.2492264
## PC98 > -0.8860294
## -> class 2\|2 [0.979]
##
## Rule 23/236: (152.3/2.4, lift 11.3)
## PC1 <= -0.3832309
## PC5 > -0.1308613
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC10 > -0.2282536
## PC19 > -2.848473
## PC30 > -0.1678423
## PC31 <= 1.467823
## PC43 <= -0.5019754
## PC60 <= 1.167663
## PC84 <= 0.4407003
## PC93 > -0.09216413
## -> class 2\|2 [0.978]
##
## Rule 23/237: (55.4/0.5, lift 11.2)
## PC1 > -0.3832309
## PC3 <= 0.7432103
## PC8 <= 0.5831117
## PC9 <= -0.406364
## PC10 > -0.678562
## PC12 > -0.1754197
## PC17 <= 1.072929
## PC21 <= 0.9193565
## PC33 <= 0.356077
## PC38 <= 0.3697996
## PC42 <= 0.5507628
## -> class 2\|2 [0.974]
##
## Rule 23/238: (35.7, lift 11.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC3 <= -0.8888453
## PC8 <= 1.277736
## PC10 <= 0.1281532
## PC32 <= 1.11812
## PC44 <= 0.4799442
## PC74 <= 0.2106125
## -> class 2\|2 [0.973]
##
## Rule 23/239: (141/3.2, lift 11.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC12 <= -2.386546
## PC32 <= 1.11812
## PC44 <= 0.4799442
## PC74 <= 0.2106125
## PC83 <= 1.016131
## -> class 2\|2 [0.970]
##
## Rule 23/240: (77.4/1.4, lift 11.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC19 > -2.848473
## PC28 > -0.1979612
## PC56 > 0.1553355
## PC68 <= -0.918465
## -> class 2\|2 [0.970]
##
## Rule 23/241: (29.1, lift 11.1)
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC9 <= -1.895743
## PC28 > -0.1979612
## PC29 <= 0.2792483
## PC43 > -0.5019754
## PC55 <= 0.4749086
## PC83 <= -0.6321945
## -> class 2\|2 [0.967]
##
## Rule 23/242: (227.7/10.6, lift 10.9)
## PC1 <= -0.3832309
## PC5 > -0.1308613
## PC8 > -2.141644
## PC8 <= -0.5495703
## PC10 > -0.2282536
## PC14 > -3.512203
## PC30 > -0.1678423
## PC43 <= -0.5019754
## PC47 > -0.770551
## PC60 <= 1.167663
## PC64 <= 1.152178
## PC84 <= 0.4407003
## -> class 2\|2 [0.950]
##
## Rule 23/243: (46/1.6, lift 10.9)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC10 <= 0.1281532
## PC35 <= 0.811042
## PC73 > 0.1497796
## PC74 <= 0.2106125
## -> class 2\|2 [0.945]
##
## Rule 23/244: (40.3/1.7, lift 10.8)
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC9 <= -1.895743
## PC11 > -3.816464
## PC19 > 3.147063
## PC50 > -0.7597777
## -> class 2\|2 [0.935]
##
## Rule 23/245: (77.4/4.3, lift 10.8)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC5 <= 1.909454
## PC8 <= 1.277736
## PC22 > -1.186088
## PC29 > 0.1681496
## PC35 <= 0.811042
## PC44 <= 0.4799442
## PC63 > -0.2796803
## PC73 <= 0.1497796
## PC74 <= 0.2106125
## -> class 2\|2 [0.934]
##
## Rule 23/246: (38.8/1.8, lift 10.7)
## PC1 <= -0.3832309
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC9 <= -1.895743
## PC28 > -0.1979612
## PC29 <= 0.2792483
## PC50 > -0.7597777
## PC98 > 0.5087953
## -> class 2\|2 [0.930]
##
## Rule 23/247: (42.4/2.1, lift 10.7)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC28 > -0.1979612
## PC43 <= -0.5019754
## PC47 > -0.770551
## PC53 > -1.799245
## PC77 <= -1.279028
## -> class 2\|2 [0.929]
##
## Rule 23/248: (124.9/9.7, lift 10.6)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC29 <= 0.2792483
## PC30 > 0.2204484
## PC45 <= 0.3250748
## PC64 > -0.01773463
## -> class 2\|2 [0.916]
##
## Rule 23/249: (13.1/0.4, lift 10.5)
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC35 <= 0.811042
## PC37 <= 1.185706
## PC44 <= 0.4799442
## PC83 <= -1.136258
## -> class 2\|2 [0.910]
##
## Rule 23/250: (19.3/1, lift 10.4)
## PC2 <= 2.5099
## PC8 > -3.393956
## PC43 <= -0.5019754
## PC53 > -1.799245
## PC56 > 0.660567
## PC60 > 1.167663
## -> class 2\|2 [0.906]
##
## Rule 23/251: (347.2/32.9, lift 10.4)
## PC1 <= -0.6306881
## PC2 <= 2.5099
## PC5 <= 1.909454
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC10 > 0.1281532
## PC30 <= 0.5005881
## PC32 <= 1.11812
## PC44 <= 0.4799442
## PC45 <= 0.3784327
## PC72 > -0.2597508
## PC78 <= 0.5088601
## PC83 <= 1.016131
## PC87 <= 0.6537696
## PC88 > -0.2492264
## PC98 > -0.8860294
## -> class 2\|2 [0.903]
##
## Rule 23/252: (8, lift 10.4)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC10 <= 0.1281532
## PC44 <= 0.4799442
## PC63 <= -0.2796803
## PC74 <= 0.2106125
## PC83 > -1.136258
## -> class 2\|2 [0.900]
##
## Rule 23/253: (48.2/4.1, lift 10.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC5 > -0.6301011
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC14 > 2.654099
## -> class 2\|2 [0.897]
##
## Rule 23/254: (206.1/21.3, lift 10.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC3 > -0.8888453
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC22 <= -1.186088
## PC32 <= 1.11812
## PC44 <= 0.4799442
## -> class 2\|2 [0.893]
##
## Rule 23/255: (6.5, lift 10.2)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC10 <= -0.2282536
## PC68 <= 1.671141
## PC90 <= -0.4889252
## -> class 2\|2 [0.883]
##
## Rule 23/256: (6.1, lift 10.1)
## PC2 <= 2.5099
## PC8 <= -0.5495703
## PC10 <= -0.2282536
## PC43 <= -0.5019754
## PC68 > 1.671141
## -> class 2\|2 [0.877]
##
## Rule 23/257: (5.7, lift 10.0)
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC38 > 0.9341283
## PC73 <= 0.1497796
## PC99 <= -0.1148952
## -> class 2\|2 [0.871]
##
## Rule 23/258: (5.3, lift 10.0)
## PC1 <= -0.3832309
## PC8 > 1.277736
## PC11 <= -0.5750355
## PC55 <= -1.105198
## -> class 2\|2 [0.864]
##
## Rule 23/259: (106.4/15, lift 9.8)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC7 > -0.6784799
## PC8 <= -0.5495703
## PC11 > -3.816464
## PC55 > 0.4749086
## -> class 2\|2 [0.853]
##
## Rule 23/260: (136.9/19.9, lift 9.8)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC21 <= -0.2469342
## PC67 > 0.380585
## -> class 2\|2 [0.849]
##
## Rule 23/261: (64/9.2, lift 9.7)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC21 <= -0.2469342
## PC40 <= -1.644845
## -> class 2\|2 [0.845]
##
## Rule 23/262: (4.2, lift 9.7)
## PC8 > 1.277736
## PC11 <= -0.5750355
## PC18 > 0.8235216
## -> class 2\|2 [0.838]
##
## Rule 23/263: (22.2/3.2, lift 9.5)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC43 <= -0.5019754
## PC47 <= -0.770551
## PC53 > -1.799245
## PC80 > -0.3981489
## -> class 2\|2 [0.827]
##
## Rule 23/264: (22.1/3.6, lift 9.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC11 > -3.816464
## PC43 > -0.5019754
## PC45 <= 0.3250748
## PC50 > -0.7597777
## PC80 <= -2.014481
## -> class 2\|2 [0.809]
##
## Rule 23/265: (54/10.9, lift 9.1)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.277736
## PC28 <= 0.102115
## PC32 <= 1.11812
## PC44 > 0.4799442
## PC48 > -0.4450734
## PC48 <= 3.819473
## PC59 > -0.1106787
## -> class 2\|2 [0.787]
##
## Rule 23/266: (14.3/2.6, lift 8.9)
## PC1 <= -0.3832309
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC19 <= -2.848473
## PC60 <= -0.2318248
## -> class 2\|2 [0.776]
##
## Rule 23/267: (96.9/21.9, lift 8.9)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC19 > -2.848473
## PC24 > 0.989116
## PC28 > -0.1979612
## PC29 <= 0.2792483
## PC45 <= 0.3250748
## -> class 2\|2 [0.768]
##
## Rule 23/268: (51/15.7, lift 7.9)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC19 > -2.848473
## PC28 > 0.0751535
## PC43 > -0.5019754
## PC79 > -0.05940647
## -> class 2\|2 [0.684]
##
## Rule 23/269: (87.9/29.9, lift 7.6)
## PC1 <= -0.3832309
## PC2 <= -1.242138
## PC6 > -0.402606
## PC8 > -0.5495703
## PC21 <= -0.2469342
## -> class 2\|2 [0.657]
##
## Rule 23/270: (150.5, lift 8.0)
## PC1 <= -0.3832309
## PC8 <= -3.393956
## PC19 > -1.69142
## PC37 <= 2.206025
## PC96 > 0.2890086
## -> class 2\|3 [0.993]
##
## Rule 23/271: (115.6, lift 8.0)
## PC8 <= -3.393956
## PC11 > -1.431389
## PC37 <= 2.206025
## PC44 <= -0.8225569
## PC63 > -6.178812
## -> class 2\|3 [0.991]
##
## Rule 23/272: (187.5/4.1, lift 7.9)
## PC1 > -0.3832309
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC8 <= -1.301106
## PC19 > -1.175106
## PC25 > -0.2509966
## PC37 > -9.291889
## PC84 > -0.2286256
## PC90 <= 0.4942054
## PC98 > -0.910931
## -> class 2\|3 [0.973]
##
## Rule 23/273: (35.5, lift 7.9)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 <= -0.5495703
## PC11 > -4.708849
## PC17 > 0.9835293
## PC44 > -0.8225569
## -> class 2\|3 [0.973]
##
## Rule 23/274: (32.5, lift 7.8)
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC9 <= 0.5606682
## PC10 > -0.678562
## PC17 > 1.072929
## PC21 <= 0.9193565
## PC25 > -0.1210449
## -> class 2\|3 [0.971]
##
## Rule 23/275: (27.1, lift 7.8)
## PC2 <= 2.5099
## PC8 <= -0.5495703
## PC31 > 1.467823
## PC43 <= -0.5019754
## PC53 > -1.799245
## PC63 <= 0.1583778
## -> class 2\|3 [0.966]
##
## Rule 23/276: (46.6/1.2, lift 7.7)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC14 <= 2.654099
## PC30 > 0.2204484
## PC43 > -0.5019754
## PC45 <= 0.3250748
## PC64 <= -0.01773463
## -> class 2\|3 [0.955]
##
## Rule 23/277: (44.2/2.6, lift 7.4)
## PC1 > -0.3832309
## PC1 <= 13.61654
## PC8 <= -1.301106
## PC14 > 1.23054
## PC19 > -1.175106
## -> class 2\|3 [0.921]
##
## Rule 23/278: (14.2/0.6, lift 7.3)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC24 > 1.382277
## -> class 2\|3 [0.899]
##
## Rule 23/279: (4.9, lift 6.9)
## PC1 > -0.3832309
## PC8 <= -1.301106
## PC19 <= -1.175106
## PC100 > 3.701552
## -> class 2\|3 [0.856]
##
## Rule 23/280: (7363.7/5113.9, lift 2.5)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## -> class 2\|3 [0.306]
##
## Rule 23/281: (169.7, lift 22.9)
## PC1 <= -0.3832309
## PC8 <= -3.393956
## PC16 <= 0.3849339
## PC22 > -1.326359
## PC39 <= 0.3569398
## PC44 > 0.8348892
## PC71 > -0.06596821
## PC96 <= 0.2890086
## -> class 2\|4 [0.994]
##
## Rule 23/282: (121.9, lift 22.8)
## PC1 <= -0.3832309
## PC8 <= -3.393956
## PC19 <= -4.014434
## PC22 > -1.878322
## -> class 2\|4 [0.992]
##
## Rule 23/283: (91.6, lift 22.8)
## PC1 <= -0.3832309
## PC11 <= -4.708849
## -> class 2\|4 [0.989]
##
## Rule 23/284: (83.6/0.7, lift 22.6)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC8 <= -1.301106
## PC14 <= 1.23054
## PC19 > -1.175106
## PC44 > -0.4111455
## PC90 > 0.4942054
## -> class 2\|4 [0.980]
##
## Rule 23/285: (56.3/0.4, lift 22.5)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC16 <= 0.3849339
## PC17 <= 0.9835293
## PC44 > -0.8225569
## PC49 <= 0.08623306
## PC71 > -0.06596821
## PC96 <= -0.2953993
## -> class 2\|4 [0.975]
##
## Rule 23/286: (51.1/0.5, lift 22.4)
## PC1 <= -0.3832309
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC19 <= -2.848473
## PC60 > -0.2318248
## PC82 <= 0.1373334
## PC96 > 0.01124012
## -> class 2\|4 [0.972]
##
## Rule 23/287: (138.1/3.2, lift 22.3)
## PC8 <= -3.393956
## PC9 > 0.3911083
## PC16 <= 0.3849339
## PC39 <= 0.3569398
## PC44 > -0.8225569
## PC49 <= 0.08623306
## PC71 > -0.06596821
## PC89 <= 0.6017097
## PC96 <= 0.2890086
## -> class 2\|4 [0.970]
##
## Rule 23/288: (22.6, lift 22.1)
## PC2 <= 2.5099
## PC8 <= -0.5495703
## PC33 > -0.5434552
## PC43 > -0.5019754
## PC45 <= 0.3250748
## PC50 > -0.7597777
## PC55 <= 0.4749086
## PC62 <= -0.4880027
## PC80 > 0.7980793
## -> class 2\|4 [0.959]
##
## Rule 23/289: (104.8/3.5, lift 22.1)
## PC1 <= -0.3832309
## PC8 <= -3.393956
## PC16 <= 0.3849339
## PC17 <= 0.9835293
## PC21 > -0.4478826
## PC44 > 0.02325289
## PC49 <= 0.08623306
## PC57 <= 0.6973829
## PC66 > -0.2054445
## PC71 > -0.06596821
## PC78 <= -0.1153233
## PC89 <= 0.6017097
## PC96 <= 0.2890086
## -> class 2\|4 [0.958]
##
## Rule 23/290: (18.8, lift 21.9)
## PC1 > -0.3832309
## PC37 <= -9.291889
## -> class 2\|4 [0.952]
##
## Rule 23/291: (15, lift 21.7)
## PC1 <= -0.3832309
## PC8 <= -3.393956
## PC9 <= 0.3911083
## PC17 <= 0.9835293
## PC44 <= 0.02325289
## PC66 > 0.1047067
## PC71 > -0.06596821
## PC78 <= -0.1153233
## PC96 <= 0.2890086
## -> class 2\|4 [0.941]
##
## Rule 23/292: (13.6, lift 21.6)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC63 <= -6.178812
## -> class 2\|4 [0.936]
##
## Rule 23/293: (21/0.5, lift 21.5)
## PC1 <= -0.3832309
## PC2 <= 2.5099
## PC8 <= -0.5495703
## PC19 <= -1.69142
## PC96 > 0.2890086
## -> class 2\|4 [0.934]
##
## Rule 23/294: (17.4/1, lift 20.7)
## PC1 <= -0.3832309
## PC8 <= -3.393956
## PC37 > 2.206025
## -> class 2\|4 [0.898]
##
## Rule 23/295: (14.5/1.3, lift 19.9)
## PC1 > -0.3832309
## PC2 <= 2.5099
## PC8 <= -1.301106
## PC19 > -1.175106
## PC90 <= 0.4942054
## PC98 <= -0.910931
## -> class 2\|4 [0.863]
##
## Rule 23/296: (33.2/8.3, lift 17.0)
## PC1 <= -0.3832309
## PC8 <= -0.5495703
## PC9 > -1.895743
## PC33 > -0.5434552
## PC43 > -0.5019754
## PC54 > 0.979534
## PC55 <= 0.4749086
## PC62 <= -0.4880027
## -> class 2\|4 [0.736]
##
## Rule 23/297: (52.4/24.5, lift 12.2)
## PC1 <= -0.3832309
## PC8 > -3.393956
## PC8 <= -0.5495703
## PC28 > -0.1979612
## PC43 <= -0.5019754
## PC47 <= -0.770551
## PC80 <= -0.3981489
## -> class 2\|4 [0.531]
##
## Default class: 2\|3
##
## ----- Trial 24: -----
##
## Rules:
##
## Rule 24/1: (101.1, lift 16.0)
## PC13 <= 5.67339
## PC15 > -0.3743086
## PC18 > 1.799551
## PC26 <= 0.6769034
## PC27 > -1.915255
## PC47 <= 1.7071
## PC55 > -0.3523255
## PC70 <= -1.092124
## -> class 0\|0 [0.990]
##
## Rule 24/2: (96.8, lift 16.0)
## PC13 <= 5.075639
## PC18 > 1.799551
## PC25 <= 1.091612
## PC26 <= 0.6769034
## PC27 > -1.915255
## PC40 > -2.275283
## PC41 <= 0.5265976
## PC55 > -0.3523255
## PC63 <= -0.757161
## PC69 > -3.245122
## PC99 > -1.489295
## -> class 0\|0 [0.989]
##
## Rule 24/3: (77.8, lift 16.0)
## PC9 > -0.2490933
## PC12 <= 1.645578
## PC18 > 1.799551
## PC25 > -0.3493037
## PC26 <= 0.6769034
## PC62 <= -1.100342
## -> class 0\|0 [0.987]
##
## Rule 24/4: (68.5, lift 15.9)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC18 <= 1.799551
## PC49 <= 0.5759177
## PC78 > -0.04825771
## PC96 > -0.6176213
## PC97 <= 0.4561542
## PC98 <= 0.3683601
## -> class 0\|0 [0.986]
##
## Rule 24/5: (91.6/0.3, lift 15.9)
## PC13 <= 5.075639
## PC18 > 1.799551
## PC21 <= 0.4791392
## PC25 > -0.3493037
## PC26 <= 0.6769034
## PC55 > -0.3523255
## PC87 <= 0.7788222
## PC88 > -0.886555
## PC98 <= -0.3639236
## PC100 > -0.1115269
## -> class 0\|0 [0.986]
##
## Rule 24/6: (102.7/0.6, lift 15.9)
## PC13 <= 5.67339
## PC15 > -0.3743086
## PC18 > 1.799551
## PC21 <= 0.4791392
## PC25 <= 1.091612
## PC47 <= 1.7071
## PC69 > -3.245122
## PC75 > 0.3465766
## -> class 0\|0 [0.985]
##
## Rule 24/7: (74.7/0.3, lift 15.9)
## PC3 > -0.7387897
## PC18 > 1.799551
## PC21 <= 0.4791392
## PC41 <= 0.5265976
## -> class 0\|0 [0.983]
##
## Rule 24/8: (57.9, lift 15.9)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC18 <= 1.799551
## PC48 > 0.4174948
## -> class 0\|0 [0.982]
##
## Rule 24/9: (69.4/0.9, lift 15.7)
## PC2 > 2.5099
## PC13 <= 5.67339
## PC18 > 1.799551
## PC25 <= 1.091612
## PC26 <= 0.6769034
## PC30 > -3.208889
## PC40 > -2.275283
## PC99 <= -1.489295
## -> class 0\|0 [0.974]
##
## Rule 24/10: (31.1, lift 15.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2048321
## PC18 > -0.6070462
## PC78 <= -0.04825771
## PC98 <= 0.3683601
## -> class 0\|0 [0.970]
##
## Rule 24/11: (15.5, lift 15.2)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC18 <= 1.799551
## PC51 <= -0.2713818
## PC97 > 0.4561542
## -> class 0\|0 [0.943]
##
## Rule 24/12: (14.8, lift 15.2)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC18 <= 1.799551
## PC67 > 0.5516037
## -> class 0\|0 [0.940]
##
## Rule 24/13: (12.6, lift 15.0)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC18 > 1.351422
## -> class 0\|0 [0.932]
##
## Rule 24/14: (9.6, lift 14.8)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC60 > 1.198513
## -> class 0\|0 [0.914]
##
## Rule 24/15: (20.2/1.4, lift 14.4)
## PC3 <= -1.631858
## PC13 <= 5.67339
## PC18 > 0.7599854
## PC23 > -1.647037
## PC43 <= -2.217216
## PC90 > -1.764218
## -> class 0\|0 [0.893]
##
## Rule 24/16: (163/33.8, lift 12.7)
## PC11 > -0.265009
## PC18 > 3.388122
## PC30 > -3.208889
## PC47 <= 3.418332
## PC49 <= 0.9069402
## PC97 <= -0.6692719
## -> class 0\|0 [0.789]
##
## Rule 24/17: (66/16.1, lift 12.1)
## PC18 > 1.799551
## PC30 > -3.208889
## PC36 > 2.704227
## PC47 <= 3.418332
## PC62 > -2.178224
## -> class 0\|0 [0.748]
##
## Rule 24/18: (25.8/6.1, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.67339
## PC16 <= -0.5352915
## PC18 > -0.6070462
## PC30 > -3.208889
## PC40 <= -2.275283
## -> class 0\|0 [0.743]
##
## Rule 24/19: (966.9/252, lift 11.9)
## PC7 > -0.969892
## PC13 <= 5.075639
## PC15 > -0.3743086
## PC18 > 1.799551
## PC21 <= 0.4283473
## PC25 <= 1.091612
## PC26 <= 0.6769034
## PC27 > -1.915255
## PC42 <= 1.557549
## PC55 > -0.3523255
## PC87 <= 0.7788222
## PC88 > -0.886555
## -> class 0\|0 [0.739]
##
## Rule 24/20: (83.7/29.1, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.67339
## PC18 > -0.6070462
## PC23 > -1.647037
## PC30 > -3.208889
## PC40 > -2.275283
## PC47 <= 3.418332
## PC62 > -2.178224
## PC69 > -3.245122
## PC90 <= -1.764218
## -> class 0\|0 [0.648]
##
## Rule 24/21: (62.4, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC41 > 0.5213798
## PC54 > -0.5132085
## -> class 0\|1 [0.984]
##
## Rule 24/22: (85/0.4, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 <= 0.09943666
## PC18 > -0.6070462
## PC26 <= 0.6769034
## PC31 <= -0.2757411
## PC73 <= 0.7852738
## PC78 > -0.646745
## PC86 <= 4.013646
## PC99 > -1.489295
## -> class 0\|1 [0.984]
##
## Rule 24/23: (54.8, lift 11.9)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC6 <= 0.2048321
## PC10 <= -0.9981797
## PC18 > -0.6070462
## PC18 <= 1.799551
## PC78 <= -0.04825771
## PC98 <= 0.3683601
## -> class 0\|1 [0.982]
##
## Rule 24/24: (72.4/0.4, lift 11.9)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC6 <= 0.1047927
## PC18 > -0.6070462
## PC18 <= 1.799551
## PC42 <= 1.661112
## PC48 <= 0.4174948
## PC90 > -1.764218
## PC98 > 0.3683601
## -> class 0\|1 [0.982]
##
## Rule 24/25: (52.3, lift 11.9)
## PC3 <= -0.7387897
## PC7 <= -0.969892
## PC18 > 1.799551
## PC40 > -2.275283
## PC77 > -0.1659555
## -> class 0\|1 [0.982]
##
## Rule 24/26: (131.6/1.6, lift 11.9)
## PC2 > 2.5099
## PC3 > -1.631858
## PC10 <= -0.9981797
## PC18 > -0.6070462
## PC18 <= 1.799551
## PC48 <= 0.4174948
## PC51 > -0.2713818
## PC62 <= 1.776292
## PC67 <= 0.5516037
## PC90 > -1.764218
## PC97 > 0.4561542
## PC98 <= 0.3683601
## -> class 0\|1 [0.981]
##
## Rule 24/27: (42.9, lift 11.9)
## PC2 > 2.5099
## PC3 > -1.631858
## PC10 <= -0.9981797
## PC18 > -0.6070462
## PC23 > -1.647037
## PC48 <= 0.4174948
## PC49 > 0.5759177
## PC97 <= 0.4561542
## -> class 0\|1 [0.978]
##
## Rule 24/28: (43.4, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > -0.2490933
## PC18 > -0.6070462
## PC25 > -0.3493037
## PC25 <= 1.091612
## PC51 <= 0.4087343
## PC63 > -0.757161
## PC75 <= 0.3465766
## PC76 > 0.5645545
## PC99 > -1.489295
## PC100 <= -0.1115269
## -> class 0\|1 [0.978]
##
## Rule 24/29: (35.5, lift 11.8)
## PC2 > 2.5099
## PC3 <= -0.7387897
## PC18 > -0.6070462
## PC41 <= -0.203652
## PC47 <= 3.418332
## PC62 > -2.178224
## PC69 > -3.245122
## PC73 <= 0.7852738
## PC78 > -0.646745
## PC99 > -1.489295
## -> class 0\|1 [0.973]
##
## Rule 24/30: (34.5, lift 11.8)
## PC2 > 2.5099
## PC13 <= 5.075639
## PC18 > 1.799551
## PC30 <= 2.471616
## PC51 > 0.4087343
## PC70 > -1.092124
## PC99 > -1.489295
## PC100 <= -0.1115269
## -> class 0\|1 [0.973]
##
## Rule 24/31: (103.4/1.9, lift 11.8)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC13 <= 5.67339
## PC18 > -0.6070462
## PC18 <= 0.7599854
## PC24 <= 0.7809931
## PC40 > -0.5236889
## PC59 > -1.353035
## PC69 > -3.245122
## PC79 <= 0.3256723
## PC90 > -1.764218
## PC96 <= 1.594353
## PC99 <= 1.669171
## PC100 > -2.656917
## -> class 0\|1 [0.972]
##
## Rule 24/32: (49.6/0.8, lift 11.7)
## PC13 <= 5.67339
## PC18 > 1.799551
## PC25 > 1.091612
## PC30 > -3.208889
## PC47 <= 3.418332
## -> class 0\|1 [0.966]
##
## Rule 24/33: (24.6, lift 11.7)
## PC2 > 2.5099
## PC9 > -0.2490933
## PC13 <= 5.075639
## PC18 > 1.799551
## PC73 <= 0.7852738
## PC75 <= 0.3465766
## PC81 > 0.8341225
## -> class 0\|1 [0.962]
##
## Rule 24/34: (37.4/0.6, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.075639
## PC18 > -0.6070462
## PC25 > -0.3493037
## PC30 <= 2.471616
## PC40 > -2.275283
## PC42 > -2.148643
## PC67 > 0.1222108
## PC70 > -1.092124
## PC75 <= 0.3465766
## PC81 <= 0.8341225
## PC100 <= -0.1115269
## -> class 0\|1 [0.959]
##
## Rule 24/35: (133.1/4.5, lift 11.7)
## PC3 <= -0.7387897
## PC8 <= 0.2318293
## PC18 > 1.799551
## PC21 <= 0.4791392
## PC25 > -0.3493037
## PC57 > -0.5600397
## PC62 > -1.100342
## PC66 > -1.063055
## PC70 > -1.092124
## PC75 <= 0.3465766
## PC78 > -0.1406781
## PC98 > -0.3639236
## PC100 > -0.1115269
## -> class 0\|1 [0.959]
##
## Rule 24/36: (317.3/12.6, lift 11.6)
## PC3 <= -1.631858
## PC13 <= 5.67339
## PC18 > 0.7599854
## PC18 <= 1.799551
## PC40 > -2.275283
## PC43 > -2.217216
## PC62 > -2.178224
## PC69 > -3.245122
## PC83 > -2.461062
## PC83 <= 4.196342
## PC90 > -1.764218
## PC96 <= 1.594353
## PC100 > -2.656917
## -> class 0\|1 [0.957]
##
## Rule 24/37: (64.5/1.9, lift 11.6)
## PC2 > 2.5099
## PC13 <= 5.075639
## PC15 > -0.3743086
## PC18 > -0.6070462
## PC21 <= 0.4791392
## PC47 <= 1.7071
## PC55 > -0.3523255
## PC63 > -0.757161
## PC70 > -1.092124
## PC75 <= 0.3465766
## PC88 <= -0.886555
## -> class 0\|1 [0.957]
##
## Rule 24/38: (46.1/1.1, lift 11.6)
## PC10 <= -2.806745
## PC18 > -1.179344
## PC18 <= -0.6070462
## PC30 > -0.5015287
## -> class 0\|1 [0.956]
##
## Rule 24/39: (22.2, lift 11.6)
## PC2 > 2.5099
## PC13 <= 5.67339
## PC15 > -0.3743086
## PC18 > -0.6070462
## PC20 <= -3.292
## PC42 > -2.148643
## PC63 > -0.757161
## PC70 > -1.092124
## PC75 <= 0.3465766
## -> class 0\|1 [0.956]
##
## Rule 24/40: (18.5, lift 11.5)
## PC9 > -0.2490933
## PC13 <= 5.075639
## PC18 > 1.799551
## PC54 > 1.40532
## PC70 > -1.092124
## PC73 <= 0.7852738
## PC75 <= 0.3465766
## PC78 > -0.646745
## -> class 0\|1 [0.950]
##
## Rule 24/41: (102.4/4.2, lift 11.6)
## PC5 <= 2.909814
## PC13 <= 5.67339
## PC18 > 1.799551
## PC26 > 0.6769034
## PC36 <= 2.704227
## PC40 > -2.275283
## -> class 0\|1 [0.950]
##
## Rule 24/42: (16.4, lift 11.5)
## PC2 > 2.5099
## PC13 <= 5.67339
## PC18 > 1.799551
## PC25 <= 1.091612
## PC30 > -3.208889
## PC47 > 1.7071
## PC62 > -2.178224
## -> class 0\|1 [0.946]
##
## Rule 24/43: (37.9/1.3, lift 11.5)
## PC2 > 2.5099
## PC18 > 1.799551
## PC42 <= 1.557549
## PC62 > -2.178224
## PC63 > -0.757161
## PC75 <= 0.3465766
## PC87 > 0.7788222
## -> class 0\|1 [0.943]
##
## Rule 24/44: (14, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.67339
## PC18 > -0.6070462
## PC42 <= 1.557549
## PC63 > -0.757161
## PC78 > -0.646745
## PC78 <= -0.625707
## PC87 <= 0.7788222
## -> class 0\|1 [0.937]
##
## Rule 24/45: (77.2/4.2, lift 11.4)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC7 > -0.536456
## PC13 <= 5.67339
## PC18 > -0.6070462
## PC23 > -1.647037
## PC24 > 0.7809931
## PC40 > -2.275283
## PC47 <= 0.7839843
## PC79 <= 0.3256723
## PC90 > -1.764218
## PC94 <= -0.2261705
## PC96 <= 1.594353
## -> class 0\|1 [0.935]
##
## Rule 24/46: (33.4/1.8, lift 11.2)
## PC2 > 2.5099
## PC18 <= -1.179344
## PC27 > -8.771323
## PC41 <= 0.5213798
## PC57 > 0.2950377
## PC82 <= -1.904638
## PC97 > 0.4780304
## -> class 0\|1 [0.920]
##
## Rule 24/47: (56.8/4.2, lift 11.1)
## PC15 > -0.3743086
## PC18 > 1.799551
## PC21 <= 0.4283473
## PC40 > -2.275283
## PC55 <= -0.3523255
## PC75 <= 0.3465766
## PC99 > -1.489295
## -> class 0\|1 [0.912]
##
## Rule 24/48: (40.6/2.9, lift 11.1)
## PC4 <= -9.250724
## PC11 <= 0.09943666
## PC18 > -0.6070462
## PC54 <= 1.40532
## PC57 > -0.5600397
## PC70 > -1.092124
## PC73 <= 0.7852738
## PC76 <= 0.5645545
## -> class 0\|1 [0.909]
##
## Rule 24/49: (6.7, lift 10.7)
## PC18 > -1.179344
## PC18 <= -0.6070462
## PC34 > 4.702912
## -> class 0\|1 [0.881]
##
## Rule 24/50: (45.7/4.8, lift 10.7)
## PC2 > 2.5099
## PC13 <= 5.67339
## PC15 > -0.3743086
## PC18 > 1.799551
## PC26 <= 0.6769034
## PC40 > -2.275283
## PC42 > 1.557549
## PC63 > -0.757161
## -> class 0\|1 [0.878]
##
## Rule 24/51: (71.3/8.4, lift 10.6)
## PC3 <= -0.7387897
## PC13 <= 5.67339
## PC18 > 1.799551
## PC25 <= -0.3493037
## PC30 <= 2.471616
## PC42 > -2.148643
## PC42 <= 1.557549
## PC55 > -0.3523255
## PC63 > -0.757161
## PC70 > -1.092124
## PC75 <= 0.3465766
## PC87 <= 0.7788222
## PC99 > -1.489295
## -> class 0\|1 [0.872]
##
## Rule 24/52: (4.8, lift 10.4)
## PC4 <= -7.746524
## PC29 <= -3.782817
## -> class 0\|1 [0.853]
##
## Rule 24/53: (36.4/5, lift 10.3)
## PC13 > 5.075639
## PC13 <= 5.67339
## PC18 > 1.799551
## -> class 0\|1 [0.843]
##
## Rule 24/54: (37.8/6.2, lift 9.9)
## PC15 <= -0.3743086
## PC18 > 1.799551
## PC21 <= 0.4791392
## PC30 > -3.208889
## PC41 <= 0.5265976
## PC47 <= 3.418332
## PC62 > -2.178224
## PC69 > -3.245122
## PC99 > -1.489295
## -> class 0\|1 [0.818]
##
## Rule 24/55: (87.9/17, lift 9.7)
## PC11 > -0.265009
## PC13 > 5.67339
## PC18 > 3.388122
## PC47 <= 3.418332
## PC49 <= 0.9069402
## PC97 > -0.6692719
## -> class 0\|1 [0.800]
##
## Rule 24/56: (153, lift 9.9)
## PC13 > 5.67339
## PC15 > 0.3890451
## PC18 > -0.6070462
## PC18 <= 3.388122
## PC47 <= 3.418332
## PC63 <= 1.391591
## PC68 > -0.2097016
## PC70 <= 1.86289
## -> class 0\|2 [0.994]
##
## Rule 24/57: (68.3, lift 9.8)
## PC18 > -3.743626
## PC18 <= -1.179344
## PC20 > -3.808707
## PC27 > -2.484164
## PC32 <= 0.9928104
## PC45 > 1.347364
## PC45 <= 1.917032
## PC80 <= 0.9478375
## PC88 <= -0.4497831
## -> class 0\|2 [0.985]
##
## Rule 24/58: (55.7, lift 9.8)
## PC3 <= 1.640775
## PC18 <= -1.179344
## PC27 > -8.771323
## PC35 > -0.3761257
## PC38 <= 1.104251
## PC57 <= 0.2950377
## PC68 > -0.19714
## PC82 <= -1.904638
## -> class 0\|2 [0.983]
##
## Rule 24/59: (76.3/0.6, lift 9.8)
## PC2 > 2.5099
## PC12 <= 1.242729
## PC18 <= -0.6070462
## PC20 > -3.808707
## PC31 > -0.3008675
## PC47 <= 0.08180366
## PC76 > 1.059896
## PC87 <= -0.1430708
## PC93 > -1.104219
## -> class 0\|2 [0.980]
##
## Rule 24/60: (41.2, lift 9.7)
## PC10 <= -2.278349
## PC18 <= -1.179344
## PC20 > -3.808707
## PC41 <= 0.5213798
## PC45 <= 1.917032
## PC82 > -1.904638
## PC92 <= -0.5217429
## -> class 0\|2 [0.977]
##
## Rule 24/61: (42.9, lift 9.7)
## PC10 <= -2.278349
## PC18 <= -0.6070462
## PC20 > -3.808707
## PC43 > 0.8220217
## PC63 > -0.8515564
## PC87 > -0.1697736
## PC92 > -0.5217429
## -> class 0\|2 [0.977]
##
## Rule 24/62: (54.6/0.3, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC16 > -0.5352915
## PC18 > -0.6070462
## PC40 <= -2.275283
## PC75 <= -0.02416769
## -> class 0\|2 [0.977]
##
## Rule 24/63: (44.3/0.1, lift 9.7)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC7 <= -0.536456
## PC18 > -0.6070462
## PC18 <= 1.799551
## PC24 > 0.7809931
## PC47 <= 3.418332
## -> class 0\|2 [0.976]
##
## Rule 24/64: (37.8, lift 9.7)
## PC10 <= -2.278349
## PC18 <= -0.6070462
## PC22 <= -1.746829
## PC31 > -0.3008675
## PC82 > -1.904638
## -> class 0\|2 [0.975]
##
## Rule 24/65: (35.4, lift 9.7)
## PC3 <= 1.640775
## PC10 <= -2.278349
## PC18 <= -1.179344
## PC20 > -3.808707
## PC36 > 0.8773127
## PC87 > -0.1697736
## PC89 > -0.16803
## PC97 <= 0.5260856
## -> class 0\|2 [0.973]
##
## Rule 24/66: (35.1, lift 9.7)
## PC10 <= -2.278349
## PC18 <= -0.6070462
## PC20 > -3.808707
## PC31 > -0.3008675
## PC82 > -1.904638
## PC84 > 0.2153313
## PC87 > -0.1697736
## -> class 0\|2 [0.973]
##
## Rule 24/67: (33.5, lift 9.7)
## PC10 <= -2.278349
## PC18 <= -1.179344
## PC20 > -3.808707
## PC41 <= 0.5213798
## PC47 <= -0.3378623
## PC87 > -0.1697736
## -> class 0\|2 [0.972]
##
## Rule 24/68: (126.7/3.4, lift 9.6)
## PC4 <= -7.746524
## PC18 <= -1.179344
## PC29 > -3.782817
## PC43 <= 0.3290616
## PC77 > -0.3915705
## -> class 0\|2 [0.965]
##
## Rule 24/69: (52.4/1.1, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC34 > -3.30041
## PC45 <= 1.917032
## PC74 > 3.314489
## PC82 > -1.904638
## -> class 0\|2 [0.961]
##
## Rule 24/70: (25.7/0.1, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -2.278349
## PC18 > -3.743626
## PC18 <= -0.6070462
## PC30 <= 1.145533
## PC37 > -0.7613915
## PC47 > 0.08180366
## PC66 <= 3.829112
## PC76 > 1.059896
## PC80 <= 0.9478375
## PC93 > -1.104219
## -> class 0\|2 [0.959]
##
## Rule 24/71: (68.9/2.1, lift 9.5)
## PC3 <= 1.640775
## PC18 > -3.743626
## PC18 <= -0.6070462
## PC20 > -3.808707
## PC27 > -8.771323
## PC27 <= -2.484164
## PC45 <= 1.917032
## PC66 <= 3.829112
## PC82 > -1.904638
## -> class 0\|2 [0.957]
##
## Rule 24/72: (47.9/1.1, lift 9.5)
## PC12 <= 1.242729
## PC18 > -3.743626
## PC57 <= 1.254268
## PC76 > 1.059896
## PC79 > 1.064268
## PC82 > -1.904638
## PC89 > -0.5748603
## -> class 0\|2 [0.957]
##
## Rule 24/73: (22.3, lift 9.5)
## PC18 <= -1.179344
## PC34 <= -3.30041
## PC40 > -2.798079
## -> class 0\|2 [0.956]
##
## Rule 24/74: (23.5/0.2, lift 9.5)
## PC2 > 2.5099
## PC18 > -0.6070462
## PC47 <= 3.418332
## PC83 > 4.196342
## PC86 <= 4.013646
## -> class 0\|2 [0.955]
##
## Rule 24/75: (58.7/2, lift 9.5)
## PC4 > -7.746524
## PC10 <= -2.278349
## PC18 <= -0.6070462
## PC20 > -3.808707
## PC31 > -0.3008675
## PC34 > -3.30041
## PC45 <= 1.917032
## PC89 > -0.5748603
## PC89 <= -0.16803
## PC93 > -1.104219
## -> class 0\|2 [0.951]
##
## Rule 24/76: (16.1, lift 9.4)
## PC18 <= -0.6070462
## PC27 > -2.484164
## PC29 > 1.814559
## PC80 <= 0.9478375
## PC82 > -1.904638
## PC93 <= -1.104219
## -> class 0\|2 [0.945]
##
## Rule 24/77: (14.6, lift 9.4)
## PC10 <= -2.278349
## PC15 <= 0.787059
## PC19 > 0.1093912
## PC20 > -3.808707
## PC82 > -1.904638
## PC87 > -0.1697736
## -> class 0\|2 [0.940]
##
## Rule 24/78: (120.1/7.9, lift 9.2)
## PC2 > 2.5099
## PC13 <= 2.1146
## PC15 <= 0.787059
## PC18 > -3.743626
## PC18 <= -0.6070462
## PC30 > 1.145533
## PC40 > -2.798079
## PC41 <= 0.5213798
## PC50 > -0.3109321
## PC82 > -1.904638
## PC93 > -1.104219
## -> class 0\|2 [0.927]
##
## Rule 24/79: (15.5/0.3, lift 9.2)
## PC10 <= -2.278349
## PC15 <= 0.787059
## PC18 <= -0.6070462
## PC19 <= 0.1093912
## PC20 > -3.808707
## PC41 <= 0.5213798
## PC63 <= -0.8515564
## PC89 > -0.16803
## -> class 0\|2 [0.926]
##
## Rule 24/80: (71.7/5, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -2.278349
## PC12 <= 1.242729
## PC18 > -3.743626
## PC18 <= -0.6070462
## PC32 <= 0.9928104
## PC45 <= 1.347364
## PC65 <= -0.8405703
## PC66 <= 3.829112
## PC80 <= 0.9478375
## PC89 > -0.5748603
## -> class 0\|2 [0.919]
##
## Rule 24/81: (28.7/1.6, lift 9.1)
## PC6 > -0.8090619
## PC18 > -3.743626
## PC18 <= -1.179344
## PC20 > -3.808707
## PC76 > 1.059896
## PC79 <= -0.6519772
## PC93 > -1.104219
## -> class 0\|2 [0.915]
##
## Rule 24/82: (52.5/3.7, lift 9.1)
## PC3 <= 1.640775
## PC10 > -2.278349
## PC12 <= 1.242729
## PC18 > -3.743626
## PC18 <= -1.179344
## PC20 > -3.808707
## PC30 <= 1.145533
## PC31 > -0.3008675
## PC45 <= 1.347364
## PC57 > 1.254268
## PC74 <= 3.314489
## PC80 <= 0.9478375
## -> class 0\|2 [0.914]
##
## Rule 24/83: (189.2/15.6, lift 9.1)
## PC2 > 2.5099
## PC3 <= -1.728764
## PC6 <= -0.1801312
## PC10 > -2.806745
## PC15 > -1.308368
## PC18 > -1.179344
## PC18 <= -0.6070462
## PC20 > -4.323125
## PC22 > -2.581185
## PC29 <= 2.630119
## PC34 <= 4.702912
## PC40 > -1.879521
## PC41 <= 0.5213798
## -> class 0\|2 [0.913]
##
## Rule 24/84: (29.5/1.8, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -2.278349
## PC12 <= 1.242729
## PC18 <= -1.179344
## PC20 > -3.808707
## PC30 <= 1.145533
## PC32 <= 0.9928104
## PC37 <= -0.7613915
## PC40 > -2.798079
## PC45 <= 1.917032
## PC82 > -1.904638
## PC89 > -0.5748603
## PC93 > -1.104219
## -> class 0\|2 [0.910]
##
## Rule 24/85: (45.1/3.5, lift 9.0)
## PC10 <= -2.278349
## PC18 <= -1.179344
## PC20 > -3.808707
## PC41 <= 0.5213798
## PC45 <= 1.347364
## PC52 > 1.168942
## PC69 > 0.0382539
## PC87 > -0.1697736
## -> class 0\|2 [0.905]
##
## Rule 24/86: (24.4/1.5, lift 9.0)
## PC10 <= -2.278349
## PC18 > -3.743626
## PC18 <= -0.6070462
## PC20 > -3.808707
## PC31 > -0.3008675
## PC69 <= 0.0382539
## PC97 > 0.5260856
## -> class 0\|2 [0.904]
##
## Rule 24/87: (89.9/8.2, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -0.8090619
## PC18 > -3.743626
## PC18 <= -0.6070462
## PC20 > -3.808707
## PC27 > -8.771323
## PC34 > -3.30041
## PC40 > -2.798079
## PC41 <= 0.5213798
## PC45 <= 1.917032
## PC66 <= 3.829112
## PC82 > -1.904638
## PC93 > -1.104219
## -> class 0\|2 [0.900]
##
## Rule 24/88: (7.4, lift 8.9)
## PC18 <= -1.179344
## PC87 > -0.1697736
## PC87 <= -0.1685117
## -> class 0\|2 [0.894]
##
## Rule 24/89: (143.6/14.6, lift 8.9)
## PC3 <= 1.640775
## PC15 > 0.787059
## PC18 <= -1.179344
## PC41 <= 0.5213798
## PC53 <= 1.954918
## PC82 > -1.904638
## PC90 <= 2.315367
## -> class 0\|2 [0.893]
##
## Rule 24/90: (60.3/6.5, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC15 <= 0.787059
## PC18 <= -1.179344
## PC27 > -8.771323
## PC31 <= -0.3008675
## PC45 <= 1.917032
## PC66 <= 3.829112
## PC68 > -1.283946
## PC80 <= 0.9478375
## PC82 > -1.904638
## -> class 0\|2 [0.879]
##
## Rule 24/91: (39.1/4.5, lift 8.6)
## PC4 > -7.746524
## PC18 <= -1.179344
## PC33 > 4.506266
## PC82 > -1.904638
## -> class 0\|2 [0.867]
##
## Rule 24/92: (6.5/0.2, lift 8.5)
## PC10 > -2.278349
## PC12 <= 1.242729
## PC18 <= -0.6070462
## PC20 > -3.808707
## PC20 <= -3.759189
## PC45 <= 1.917032
## -> class 0\|2 [0.855]
##
## Rule 24/93: (87.1/12.7, lift 8.4)
## PC2 > 2.5099
## PC12 <= 1.242729
## PC18 > -3.743626
## PC18 <= -1.179344
## PC20 > -3.808707
## PC30 <= 1.145533
## PC31 > -0.3008675
## PC32 > 0.9928104
## PC74 <= 3.314489
## PC80 <= 0.9478375
## -> class 0\|2 [0.847]
##
## Rule 24/94: (59.4/9.7, lift 8.2)
## PC3 <= 1.640775
## PC10 <= -2.806745
## PC18 > -1.179344
## PC18 <= -0.6070462
## PC30 <= -0.5015287
## -> class 0\|2 [0.826]
##
## Rule 24/95: (7742.5/5743.2, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.258]
##
## Rule 24/96: (125.4/1.1, lift 11.3)
## PC13 > 5.67339
## PC15 <= 0.3890451
## PC17 <= 0.8061186
## PC18 <= 3.388122
## PC65 > -0.9334315
## -> class 0\|3 [0.983]
##
## Rule 24/97: (57.7, lift 11.3)
## PC4 > -7.746524
## PC6 > -0.8090619
## PC18 <= -1.179344
## PC20 > -3.808707
## PC30 <= 1.145533
## PC33 <= 4.506266
## PC34 > -3.30041
## PC45 > 1.347364
## PC51 <= 0.8082614
## PC80 <= 0.7724206
## PC88 > -0.4497831
## -> class 0\|3 [0.982]
##
## Rule 24/98: (29.9/0.6, lift 10.9)
## PC2 > 2.5099
## PC16 > -0.5352915
## PC18 > -0.6070462
## PC40 <= -2.275283
## PC75 > -0.02416769
## -> class 0\|3 [0.951]
##
## Rule 24/99: (25.8/1.3, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC47 > 3.418332
## -> class 0\|3 [0.916]
##
## Rule 24/100: (11.8/0.6, lift 10.1)
## PC13 > 5.67339
## PC15 > 0.3890451
## PC18 > -0.6070462
## PC18 <= 3.388122
## PC30 > -3.208889
## PC63 > 1.391591
## PC70 <= 1.86289
## -> class 0\|3 [0.884]
##
## Rule 24/101: (100.3/11.5, lift 10.1)
## PC13 > 5.67339
## PC18 <= 3.388122
## PC68 <= -0.2097016
## PC70 <= 1.86289
## -> class 0\|3 [0.878]
##
## Rule 24/102: (28.5/7.9, lift 8.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.6070462
## PC62 > -2.178224
## PC86 > 4.013646
## -> class 0\|3 [0.708]
##
## Rule 24/103: (3037.4/1502.1, lift 5.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.6070462
## -> class 0\|3 [0.505]
##
## Rule 24/104: (115.5, lift 23.0)
## PC1 > -0.3900895
## PC14 <= -1.848327
## PC94 <= -0.114962
## -> class 1\|0 [0.991]
##
## Rule 24/105: (87, lift 22.9)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC9 > -1.089828
## PC16 <= -1.941889
## PC51 <= 0.3681227
## PC77 > 0.05769231
## PC79 > 0.06052511
## -> class 1\|0 [0.989]
##
## Rule 24/106: (54.2, lift 22.8)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC19 > -0.19704
## PC46 > -0.6492637
## PC48 <= 0.002664346
## PC65 > 0.2768084
## PC77 <= 0.7041603
## -> class 1\|0 [0.982]
##
## Rule 24/107: (375.7/8.4, lift 22.6)
## PC1 > -0.2019541
## PC3 <= 0.6345929
## PC6 <= 5.1094
## PC9 > 0.3046936
## PC10 <= 1.060808
## PC19 > -0.6420646
## PC91 > -0.507357
## -> class 1\|0 [0.975]
##
## Rule 24/108: (38.5, lift 22.6)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC25 > 0.6703465
## PC68 > 1.190678
## -> class 1\|0 [0.975]
##
## Rule 24/109: (135.6/3.3, lift 22.4)
## PC1 > -0.3900895
## PC3 <= 0.775887
## PC8 > -3.691019
## PC15 <= -3.933971
## -> class 1\|0 [0.969]
##
## Rule 24/110: (88.7/2.1, lift 22.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC19 <= -0.19704
## PC21 > -0.2093299
## PC22 > 0.1221173
## PC46 > -0.6492637
## PC77 <= 0.7041603
## PC94 <= 0.1432274
## -> class 1\|0 [0.966]
##
## Rule 24/111: (21.5, lift 22.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC39 > 0.6040915
## PC46 > -0.6492637
## PC94 <= 0.1432274
## -> class 1\|0 [0.957]
##
## Rule 24/112: (93.5/5.1, lift 21.7)
## PC3 > 1.640775
## PC8 > -3.620445
## PC12 <= -0.07186928
## PC16 <= -0.8953013
## PC19 > -0.19704
## PC21 > -0.2093299
## PC33 > -0.545204
## PC46 > -0.6492637
## PC48 <= -0.1479321
## PC50 <= 0.4399258
## PC88 > -0.327463
## -> class 1\|0 [0.936]
##
## Rule 24/113: (12.8, lift 21.6)
## PC3 <= 0.775887
## PC6 > 5.1094
## PC10 <= 0.09323498
## -> class 1\|0 [0.932]
##
## Rule 24/114: (10.6, lift 21.3)
## PC1 > -0.2019541
## PC3 <= 0.775887
## PC6 > 5.1094
## PC8 > 0.9348119
## PC19 > -0.6420646
## -> class 1\|0 [0.921]
##
## Rule 24/115: (5, lift 19.8)
## PC3 > 0.775887
## PC9 > -1.089828
## PC17 <= 0.4833319
## PC77 <= 0.05769231
## PC85 <= -0.63322
## PC99 <= 1.594266
## -> class 1\|0 [0.857]
##
## Rule 24/116: (5.4/0.2, lift 19.3)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC16 <= -1.941889
## PC17 > 0.4833319
## -> class 1\|0 [0.835]
##
## Rule 24/117: (3.7, lift 19.1)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC8 > -3.691019
## PC50 > 0.5827398
## -> class 1\|0 [0.825]
##
## Rule 24/118: (202.6/0.3, lift 16.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC19 > -0.19704
## PC39 <= 0.6040915
## PC50 > 0.4399258
## -> class 1\|1 [0.993]
##
## Rule 24/119: (77.4, lift 16.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC22 <= 0.1221173
## -> class 1\|1 [0.987]
##
## Rule 24/120: (212.7/2.1, lift 16.2)
## PC1 > -0.3900895
## PC6 > 5.1094
## PC8 <= 0.9348119
## PC9 > 0.3046936
## PC10 > 0.09323498
## PC15 > -3.933971
## PC19 > -0.6420646
## PC72 <= 0.3253488
## -> class 1\|1 [0.986]
##
## Rule 24/121: (61.7, lift 16.2)
## PC1 > 8.817184
## PC3 <= 0.775887
## PC8 > -3.691019
## PC9 <= 0.3046936
## PC19 > -1.330249
## PC50 <= 0.5827398
## PC53 > -1.87135
## -> class 1\|1 [0.984]
##
## Rule 24/122: (61.5, lift 16.2)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC10 > 1.060808
## PC19 > -0.6420646
## -> class 1\|1 [0.984]
##
## Rule 24/123: (59, lift 16.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC21 <= -0.2093299
## -> class 1\|1 [0.984]
##
## Rule 24/124: (55.2, lift 16.2)
## PC1 > 12.59666
## PC6 <= -2.217718
## PC8 > -3.691019
## PC19 <= -1.330249
## PC53 > -1.87135
## -> class 1\|1 [0.983]
##
## Rule 24/125: (58.3, lift 16.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC33 <= -0.545204
## -> class 1\|1 [0.983]
##
## Rule 24/126: (36.4, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC77 > 0.7041603
## -> class 1\|1 [0.974]
##
## Rule 24/127: (24.9, lift 15.9)
## PC1 > -0.3900895
## PC3 <= 0.775887
## PC9 > 0.3046936
## PC19 <= -0.6420646
## PC42 <= 1.108237
## -> class 1\|1 [0.963]
##
## Rule 24/128: (22.2, lift 15.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.07186928
## PC19 > -0.19704
## PC46 > -0.6492637
## PC48 <= 0.002664346
## PC94 <= 0.1432274
## -> class 1\|1 [0.959]
##
## Rule 24/129: (71.9/2.6, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC17 <= 1.548725
## PC47 > -0.4425208
## PC50 > -0.2174873
## PC83 > -0.4965701
## PC91 > -1.013942
## -> class 1\|1 [0.951]
##
## Rule 24/130: (31.5/0.7, lift 15.6)
## PC3 > 1.640775
## PC51 > -0.7567238
## PC96 > 3.243744
## -> class 1\|1 [0.949]
##
## Rule 24/131: (24.1/0.7, lift 15.4)
## PC1 > -0.2019541
## PC1 <= 8.817184
## PC3 <= 0.775887
## PC8 > -3.691019
## PC9 <= 0.3046936
## PC21 <= 0.9485729
## PC53 > -1.87135
## PC73 <= -0.2491612
## -> class 1\|1 [0.933]
##
## Rule 24/132: (28.9/1.4, lift 15.2)
## PC1 > -0.2019541
## PC16 > -1.941889
## PC68 > 1.190678
## PC82 <= -0.7648436
## -> class 1\|1 [0.924]
##
## Rule 24/133: (16.9/0.7, lift 15.0)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC34 > -0.6941806
## PC35 > -1.212324
## PC43 > 0.1691158
## PC79 > 0.2891971
## PC94 > -0.6047262
## -> class 1\|1 [0.911]
##
## Rule 24/134: (4.9, lift 14.1)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC13 > 0.1925189
## PC68 > 1.190678
## -> class 1\|1 [0.854]
##
## Rule 24/135: (153.1/21.6, lift 14.1)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC19 > -0.19704
## PC48 > -0.1479321
## PC65 <= 0.2768084
## PC77 <= 0.7041603
## PC94 <= 0.1432274
## -> class 1\|1 [0.854]
##
## Rule 24/136: (725.8/275.8, lift 10.2)
## PC1 > -0.2019541
## PC3 > 0.775887
## PC16 <= -1.941889
## -> class 1\|1 [0.620]
##
## Rule 24/137: (59.1/22.6, lift 10.1)
## PC2 <= 2.5099
## PC3 > 0.6345929
## PC3 <= 0.775887
## PC6 <= 5.1094
## PC19 > -0.6420646
## -> class 1\|1 [0.614]
##
## Rule 24/138: (45.3/22.3, lift 8.3)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.775887
## PC5 > -6.396301
## PC25 > 0.3525581
## PC43 <= 0.1691158
## PC68 <= 1.190678
## -> class 1\|1 [0.506]
##
## Rule 24/139: (122.5/0.4, lift 16.9)
## PC1 > 6.280995
## PC3 <= 0.775887
## PC6 > -2.217718
## PC9 <= 0.3046936
## PC19 <= -1.330249
## PC53 > -1.87135
## PC79 <= 0.4797541
## -> class 1\|2 [0.989]
##
## Rule 24/140: (62.3, lift 16.8)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC13 <= 0.1925189
## PC16 > -1.941889
## PC25 <= 0.6703465
## PC68 > 1.190678
## PC82 > -0.7648436
## -> class 1\|2 [0.984]
##
## Rule 24/141: (94.5/0.6, lift 16.8)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC5 <= -6.396301
## PC16 > -1.941889
## PC94 > -0.7493104
## -> class 1\|2 [0.983]
##
## Rule 24/142: (53.9, lift 16.8)
## PC3 > 0.775887
## PC35 <= -1.212324
## -> class 1\|2 [0.982]
##
## Rule 24/143: (238.7/3.9, lift 16.7)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.775887
## PC14 > -1.848327
## PC20 <= 0.1080293
## PC34 > -0.6941806
## PC43 > 0.1691158
## PC56 > -0.6419484
## PC68 <= 1.190678
## PC79 <= 0.2891971
## PC81 > -1.426867
## PC94 > -0.6047262
## -> class 1\|2 [0.979]
##
## Rule 24/144: (38.1, lift 16.7)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC8 > -3.691019
## PC14 > -1.848327
## PC16 > -1.941889
## PC73 <= -1.576879
## -> class 1\|2 [0.975]
##
## Rule 24/145: (38.7, lift 16.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC17 > 1.548725
## PC51 > -0.7567238
## -> class 1\|2 [0.975]
##
## Rule 24/146: (29.9, lift 16.6)
## PC3 > 0.775887
## PC24 > 2.195375
## PC25 <= 0.3525581
## PC100 > 0.6179775
## -> class 1\|2 [0.969]
##
## Rule 24/147: (27.1, lift 16.5)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.775887
## PC14 > -1.848327
## PC24 > 2.195375
## PC36 > -0.8575499
## PC62 > 0.130533
## PC97 <= 0.6857011
## -> class 1\|2 [0.966]
##
## Rule 24/148: (84/2, lift 16.5)
## PC2 <= 2.312328
## PC3 > 0.775887
## PC5 <= 9.042237
## PC13 <= -0.2615881
## PC14 > -1.848327
## PC16 > -1.941889
## PC23 <= 1.762541
## PC29 > -0.1709118
## PC38 > -0.1110906
## -> class 1\|2 [0.965]
##
## Rule 24/149: (25.8, lift 16.5)
## PC1 > -0.2019541
## PC24 > 2.195375
## PC68 <= -2.25446
## -> class 1\|2 [0.964]
##
## Rule 24/150: (30.7/0.2, lift 16.4)
## PC1 > -0.3900895
## PC9 > 0.3046936
## PC19 <= -0.6420646
## PC42 > 1.108237
## -> class 1\|2 [0.962]
##
## Rule 24/151: (22.3, lift 16.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC51 > -0.7567238
## PC83 <= -0.4965701
## PC96 <= 3.243744
## -> class 1\|2 [0.959]
##
## Rule 24/152: (57.4/1.5, lift 16.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC17 <= 1.548725
## PC47 <= -0.4425208
## PC91 > -1.013942
## PC96 <= 3.243744
## -> class 1\|2 [0.958]
##
## Rule 24/153: (18.7, lift 16.3)
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC5 <= -4.8876
## PC84 <= -0.3415009
## -> class 1\|2 [0.952]
##
## Rule 24/154: (133.7/6.4, lift 16.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC50 <= -0.2174873
## PC51 > -0.7567238
## PC96 <= 3.243744
## -> class 1\|2 [0.946]
##
## Rule 24/155: (89.7/4.7, lift 16.0)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC12 <= 1.947212
## PC13 > -0.2615881
## PC16 > -1.941889
## PC16 <= 7.091576
## PC25 > -0.2335461
## PC40 > 0.0993054
## PC97 > 0.6857011
## -> class 1\|2 [0.938]
##
## Rule 24/156: (110.1/6.2, lift 16.0)
## PC2 > 2.964675
## PC3 > 1.640775
## PC15 > -1.690133
## PC16 > -0.8953013
## PC51 <= -0.7567238
## -> class 1\|2 [0.936]
##
## Rule 24/157: (30.9/1.3, lift 15.9)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC73 <= -1.669134
## PC99 <= 1.594266
## -> class 1\|2 [0.929]
##
## Rule 24/158: (64.3/4.7, lift 15.6)
## PC5 > 9.042237
## PC14 > -1.848327
## PC16 > -1.941889
## PC68 <= 1.190678
## -> class 1\|2 [0.914]
##
## Rule 24/159: (49.7/3.5, lift 15.6)
## PC1 > -0.2019541
## PC3 <= 0.775887
## PC6 > -2.217718
## PC9 <= 0.3046936
## PC14 <= 0.7324552
## PC19 <= -1.330249
## PC53 > -1.87135
## -> class 1\|2 [0.913]
##
## Rule 24/160: (38/2.6, lift 15.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC51 > -0.7567238
## PC91 <= -1.013942
## PC96 <= 3.243744
## -> class 1\|2 [0.909]
##
## Rule 24/161: (62.3/6.1, lift 15.2)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC20 <= -1.39075
## PC97 <= 0.6857011
## -> class 1\|2 [0.890]
##
## Rule 24/162: (25.7/2.2, lift 15.1)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC14 > -1.848327
## PC16 > -1.941889
## PC36 <= -0.8575499
## PC68 <= 1.190678
## -> class 1\|2 [0.883]
##
## Rule 24/163: (6.3, lift 15.0)
## PC1 > -0.3900895
## PC8 > -3.691019
## PC11 > 3.414823
## PC53 <= -1.87135
## PC71 > -0.7803868
## -> class 1\|2 [0.879]
##
## Rule 24/164: (6.2/0.1, lift 14.7)
## PC2 > 2.5099
## PC2 <= 2.964675
## PC6 <= -3.988598
## PC16 > -0.8953013
## PC51 <= -0.7567238
## -> class 1\|2 [0.860]
##
## Rule 24/165: (14.2/2.7, lift 13.2)
## PC3 > 0.775887
## PC16 <= -1.941889
## PC77 <= 0.05769231
## PC99 > 1.594266
## -> class 1\|2 [0.769]
##
## Rule 24/166: (29.5/8.6, lift 11.9)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC8 > -3.691019
## PC9 <= -1.089828
## PC16 <= -1.941889
## -> class 1\|2 [0.695]
##
## Rule 24/167: (27.1/10.4, lift 10.4)
## PC1 > -0.3900895
## PC8 <= -3.691019
## PC19 <= -1.380552
## -> class 1\|2 [0.608]
##
## Rule 24/168: (111.9, lift 14.5)
## PC2 > 2.5099
## PC2 <= 2.964675
## PC3 > 1.640775
## PC6 > -3.988598
## PC16 > -0.8953013
## PC51 <= -0.7567238
## -> class 1\|3 [0.991]
##
## Rule 24/169: (29.5, lift 14.2)
## PC1 > -0.3900895
## PC1 <= 6.280995
## PC3 <= 0.775887
## PC8 > -3.691019
## PC14 > 0.7324552
## PC19 <= -1.330249
## -> class 1\|3 [0.968]
##
## Rule 24/170: (23.2, lift 14.0)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC5 <= 9.042237
## PC68 <= 1.190678
## PC81 <= -1.426867
## -> class 1\|3 [0.958]
##
## Rule 24/171: (14.1, lift 13.7)
## PC1 > -0.3900895
## PC3 <= 0.775887
## PC19 <= -1.330249
## PC79 > 0.4797541
## -> class 1\|3 [0.938]
##
## Rule 24/172: (98.2/5.4, lift 13.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -1.690133
## PC51 <= -0.7567238
## -> class 1\|3 [0.936]
##
## Rule 24/173: (1565/823.5, lift 6.9)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC8 > -3.691019
## PC16 > -1.941889
## -> class 1\|3 [0.474]
##
## Rule 24/174: (313.7/1.8, lift 13.9)
## PC8 > -0.2284522
## PC19 <= -0.03561153
## PC20 <= 0.03732822
## PC21 > 1.224154
## PC46 <= 1.406275
## PC74 > -0.4451961
## PC82 <= 0.5706487
## PC98 > -0.7051479
## -> class 2\|0 [0.991]
##
## Rule 24/175: (78, lift 13.9)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC9 <= 0.3046936
## PC11 <= 3.414823
## PC53 <= -1.87135
## PC71 > -0.7803868
## -> class 2\|0 [0.988]
##
## Rule 24/176: (106.8/0.5, lift 13.8)
## PC8 > 1.983468
## PC11 > -0.3772537
## PC11 <= 0.4267919
## PC21 > 0.01905439
## PC30 <= 0.4274837
## PC37 <= -0.1162327
## PC46 <= 1.406275
## PC56 <= 0.2675404
## PC74 > -0.4451961
## PC77 <= 0.06182602
## PC84 > -0.07662261
## -> class 2\|0 [0.986]
##
## Rule 24/177: (41.7, lift 13.7)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC20 <= 0.03732822
## PC21 > 0.01905439
## PC25 <= 0.324371
## PC57 > -0.7836637
## PC69 > 0.31135
## PC82 <= 0.5706487
## -> class 2\|0 [0.977]
##
## Rule 24/178: (344/8.4, lift 13.7)
## PC5 <= 1.554856
## PC8 > 1.983468
## PC11 > 0.4267919
## PC19 <= -0.03561153
## PC20 > -0.4453688
## PC20 <= 0.03732822
## PC21 > 0.01905439
## PC46 <= 1.406275
## PC56 <= 0.2675404
## PC66 > -0.219927
## PC74 > -0.4451961
## PC77 <= 0.06182602
## PC98 > -0.7051479
## -> class 2\|0 [0.973]
##
## Rule 24/179: (155.1/4, lift 13.6)
## PC8 > 1.983468
## PC11 > -0.834318
## PC20 <= 0.03732822
## PC21 > 2.092438
## PC25 <= 0.324371
## PC46 <= 1.406275
## PC57 > -0.7836637
## PC82 <= 0.5706487
## PC98 > -0.7051479
## -> class 2\|0 [0.968]
##
## Rule 24/180: (24.3, lift 13.5)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC32 > 1.071236
## PC45 > 0.163273
## -> class 2\|0 [0.962]
##
## Rule 24/181: (17.6, lift 13.3)
## PC7 > 0.1284205
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC14 <= -0.04337166
## PC31 <= -0.5880031
## PC44 > 0.6094521
## -> class 2\|0 [0.949]
##
## Rule 24/182: (95/5.2, lift 13.1)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC11 > -0.834318
## PC32 > 1.677745
## PC94 > -0.5930428
## -> class 2\|0 [0.936]
##
## Rule 24/183: (12.5, lift 13.1)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC7 > 1.45466
## PC11 > -0.834318
## PC20 <= 0.03732822
## PC74 <= -0.4451961
## PC82 <= 0.5706487
## PC96 > -0.1801059
## -> class 2\|0 [0.931]
##
## Rule 24/184: (7.7, lift 12.6)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC11 > -0.834318
## PC20 > 0.03732822
## PC21 > 0.01905439
## PC55 <= -0.5641191
## PC57 > -0.7836637
## PC82 <= 0.5706487
## -> class 2\|0 [0.897]
##
## Rule 24/185: (8.4/0.6, lift 11.8)
## PC8 > 1.983468
## PC11 > -0.834318
## PC20 > 0.03732822
## PC21 > 0.01905439
## PC65 > 0.3543542
## -> class 2\|0 [0.843]
##
## Rule 24/186: (42.5/7.1, lift 11.5)
## PC2 <= 2.5099
## PC7 > 0.1284205
## PC8 > -0.2284522
## PC14 <= -0.04337166
## PC44 > 0.6094521
## PC78 > 0.3384681
## -> class 2\|0 [0.819]
##
## Rule 24/187: (168.3/33.8, lift 11.2)
## PC5 <= 1.554856
## PC8 > 1.983468
## PC11 > -0.834318
## PC20 <= 0.03732822
## PC21 > 0.01905439
## PC25 <= 0.324371
## PC57 > -0.7836637
## PC82 <= 0.5706487
## PC96 <= -0.1801059
## -> class 2\|0 [0.796]
##
## Rule 24/188: (15.6/2.7, lift 11.1)
## PC1 <= -0.3900895
## PC5 <= 1.554856
## PC8 > 1.983468
## PC21 <= 0.01905439
## PC94 <= -0.5930428
## -> class 2\|0 [0.790]
##
## Rule 24/189: (30.1/5.9, lift 11.0)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC25 <= -0.1151094
## PC32 > 1.071236
## -> class 2\|0 [0.784]
##
## Rule 24/190: (6/0.9, lift 10.7)
## PC1 <= -0.3900895
## PC5 <= 1.554856
## PC8 > 1.983468
## PC21 <= 0.01905439
## PC100 <= -0.597743
## -> class 2\|0 [0.762]
##
## Rule 24/191: (1355.9/845.1, lift 5.3)
## PC1 > -0.3900895
## PC1 <= -0.2019541
## PC2 <= 2.5099
## -> class 2\|0 [0.377]
##
## Rule 24/192: (148.3, lift 10.1)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC21 <= 1.224154
## PC25 <= 0.324371
## PC56 > 0.2675404
## -> class 2\|1 [0.993]
##
## Rule 24/193: (280.2/1, lift 10.1)
## PC1 <= -0.3900895
## PC5 <= 1.554856
## PC8 > 1.983468
## PC11 > -0.834318
## PC19 > -0.03561153
## PC21 <= 2.092438
## PC69 <= 0.31135
## -> class 2\|1 [0.993]
##
## Rule 24/194: (115, lift 10.1)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC20 > 0.03732822
## PC21 > 0.01905439
## PC55 > -0.5641191
## PC65 <= 0.3543542
## -> class 2\|1 [0.991]
##
## Rule 24/195: (93.2/0.2, lift 10.1)
## PC5 <= 1.554856
## PC8 > 1.983468
## PC25 <= 0.324371
## PC57 <= -0.7836637
## -> class 2\|1 [0.987]
##
## Rule 24/196: (77.8, lift 10.1)
## PC2 <= 2.5099
## PC5 <= 1.554856
## PC8 > 1.983468
## PC11 > -0.834318
## PC11 <= 0.4267919
## PC21 <= 1.224154
## PC37 <= -0.1162327
## PC84 <= -0.07662261
## -> class 2\|1 [0.987]
##
## Rule 24/197: (223.7/2.1, lift 10.1)
## PC5 <= 1.554856
## PC8 > 1.983468
## PC11 > -0.834318
## PC21 <= 0.01905439
## PC25 <= 0.324371
## PC32 <= 1.677745
## PC94 > -0.5930428
## PC100 > -0.597743
## -> class 2\|1 [0.986]
##
## Rule 24/198: (64.1, lift 10.0)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC82 > 0.5706487
## -> class 2\|1 [0.985]
##
## Rule 24/199: (158.9/1.5, lift 10.0)
## PC1 <= -0.3900895
## PC2 > -2.151245
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC19 <= 2.441333
## PC32 <= 1.071236
## PC37 > -0.04320961
## PC47 > -0.6559676
## PC56 > -0.2960288
## PC68 <= 1.367021
## PC72 > -0.7340996
## -> class 2\|1 [0.984]
##
## Rule 24/200: (57.1, lift 10.0)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC11 > -0.834318
## PC11 <= -0.3772537
## PC21 <= 1.224154
## -> class 2\|1 [0.983]
##
## Rule 24/201: (51.8, lift 10.0)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC6 <= 1.414958
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC19 > -2.317307
## PC40 > 0.06275465
## PC46 > -0.3454094
## PC55 > -0.5340667
## PC68 <= 1.367021
## PC81 > -0.406998
## PC84 <= 0.1063721
## -> class 2\|1 [0.981]
##
## Rule 24/202: (143/2.3, lift 10.0)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC11 <= -0.834318
## PC40 > -0.6991138
## -> class 2\|1 [0.977]
##
## Rule 24/203: (38.9, lift 10.0)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC6 <= 1.414958
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC25 <= 0.3311149
## PC32 <= 1.071236
## PC44 <= 0.6094521
## PC46 <= -0.3454094
## PC68 <= 1.367021
## -> class 2\|1 [0.976]
##
## Rule 24/204: (70.2/1.1, lift 9.9)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC6 <= 1.414958
## PC8 > 0.02357382
## PC8 <= 1.983468
## PC23 <= 1.9903
## PC32 <= 1.071236
## PC34 <= -0.1302406
## PC68 <= 1.367021
## PC81 > -0.406998
## -> class 2\|1 [0.971]
##
## Rule 24/205: (26.7, lift 9.8)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC38 > 1.080096
## -> class 2\|1 [0.965]
##
## Rule 24/206: (121.9/3.7, lift 9.8)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC11 <= 0.4267919
## PC21 <= 1.224154
## PC37 > -0.1162327
## PC77 <= 0.06182602
## -> class 2\|1 [0.962]
##
## Rule 24/207: (106/3.7, lift 9.8)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC6 <= 1.414958
## PC8 > 0.02357382
## PC19 > -2.317307
## PC25 > 0.1130406
## PC34 > -0.1302406
## PC44 <= 0.6094521
## PC55 > -0.5340667
## PC55 <= 0.09166656
## PC84 <= 0.1063721
## -> class 2\|1 [0.957]
##
## Rule 24/208: (58.8/1.7, lift 9.8)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC6 <= 1.414958
## PC8 > 0.02357382
## PC8 <= 1.983468
## PC23 <= 1.9903
## PC34 > -0.1302406
## PC49 <= 0.1585183
## PC62 > -0.9639714
## PC68 <= 1.367021
## PC81 > -0.406998
## PC84 > 0.1063721
## -> class 2\|1 [0.956]
##
## Rule 24/209: (60.6/2.1, lift 9.7)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC7 > 0.1284205
## PC8 <= 1.983468
## PC14 <= -0.04337166
## PC31 > -0.5880031
## PC44 > 0.6094521
## PC78 <= 0.3384681
## -> class 2\|1 [0.951]
##
## Rule 24/210: (152.5/6.9, lift 9.7)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC21 <= 1.224154
## PC74 > -0.4451961
## PC77 > 0.06182602
## -> class 2\|1 [0.949]
##
## Rule 24/211: (16.2, lift 9.6)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC98 <= -0.7051479
## -> class 2\|1 [0.945]
##
## Rule 24/212: (13.6, lift 9.5)
## PC1 > -0.3900895
## PC1 <= 8.817184
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC8 > -3.691019
## PC9 <= 0.3046936
## PC21 <= 0.9485729
## PC62 > 0.4045268
## PC73 > -0.2491612
## -> class 2\|1 [0.936]
##
## Rule 24/213: (12.1, lift 9.5)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC25 <= 0.3311149
## PC32 <= 1.071236
## PC48 <= -1.347
## -> class 2\|1 [0.929]
##
## Rule 24/214: (11.9, lift 9.5)
## PC1 <= -0.3900895
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC19 <= -2.317307
## PC44 <= 0.6094521
## -> class 2\|1 [0.928]
##
## Rule 24/215: (78.1/4.8, lift 9.5)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC25 > -0.1151094
## PC32 > 1.071236
## PC41 <= 2.198737
## PC45 <= 0.163273
## -> class 2\|1 [0.927]
##
## Rule 24/216: (46.9/2.6, lift 9.5)
## PC1 <= -0.3900895
## PC5 > 1.554856
## PC8 > 1.983468
## PC98 <= 0.2205264
## -> class 2\|1 [0.927]
##
## Rule 24/217: (10.7, lift 9.4)
## PC1 > -0.3900895
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC5 > -4.8876
## PC46 > 0.8841608
## PC66 <= 0.4744973
## -> class 2\|1 [0.922]
##
## Rule 24/218: (38.9/2.4, lift 9.4)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > 0.02357382
## PC8 <= 1.983468
## PC23 <= 1.9903
## PC50 > 0.2411921
## PC55 > 0.09166656
## PC81 > -0.406998
## -> class 2\|1 [0.917]
##
## Rule 24/219: (165.8/14.5, lift 9.3)
## PC1 <= -0.3900895
## PC7 <= 1.45466
## PC8 > 1.983468
## PC48 > -0.2906865
## PC74 <= -0.4451961
## PC96 > -0.1801059
## -> class 2\|1 [0.908]
##
## Rule 24/220: (6.7, lift 9.0)
## PC1 > -0.2019541
## PC3 <= 0.775887
## PC8 > -3.691019
## PC9 <= 0.3046936
## PC19 > 1.946078
## -> class 2\|1 [0.881]
##
## Rule 24/221: (32.4/3.5, lift 8.9)
## PC1 > -0.3900895
## PC3 <= 0.775887
## PC8 > -3.691019
## PC53 <= -1.87135
## PC71 <= -0.7803868
## -> class 2\|1 [0.869]
##
## Rule 24/222: (103.6/13, lift 8.9)
## PC2 <= -9.022285
## -> class 2\|1 [0.868]
##
## Rule 24/223: (24.9/2.8, lift 8.8)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC4 <= 0.04987404
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC33 <= -0.5563135
## PC42 > 0.6577663
## PC57 > -0.07739355
## -> class 2\|1 [0.860]
##
## Rule 24/224: (110.1/16.6, lift 8.6)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC14 > -0.04337166
## PC23 <= 0.6265895
## PC32 <= 1.071236
## PC44 > 0.6094521
## -> class 2\|1 [0.843]
##
## Rule 24/225: (97.8/15.9, lift 8.5)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC25 <= 0.324371
## PC46 > 1.406275
## -> class 2\|1 [0.831]
##
## Rule 24/226: (79/12.8, lift 8.5)
## PC1 <= -0.3900895
## PC2 <= -2.151245
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC44 <= 0.6094521
## PC55 <= -0.5340667
## PC62 > -0.9639714
## PC68 <= 1.367021
## -> class 2\|1 [0.830]
##
## Rule 24/227: (15.7/2.2, lift 8.4)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC35 <= 0.815852
## PC56 > -0.05466063
## PC57 <= -0.07739355
## PC60 > -0.2870065
## PC90 > -0.5843456
## PC99 <= -0.956889
## -> class 2\|1 [0.821]
##
## Rule 24/228: (93.1/23.4, lift 7.6)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC25 <= 0.3311149
## PC44 <= 0.6094521
## PC62 <= -0.9639714
## PC68 <= 1.367021
## -> class 2\|1 [0.743]
##
## Rule 24/229: (19.1/7.9, lift 5.9)
## PC1 > -0.2019541
## PC8 > -3.691019
## PC9 <= 0.3046936
## PC19 > -1.330249
## PC21 > 0.9485729
## PC53 > -1.87135
## -> class 2\|1 [0.580]
##
## Rule 24/230: (1729.9/1252.9, lift 2.8)
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC5 > -4.8876
## PC13 <= 0.2325918
## PC89 <= -0.1669612
## -> class 2\|1 [0.276]
##
## Rule 24/231: (208.9/1.3, lift 11.0)
## PC1 <= -0.3900895
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC10 <= 1.704095
## PC12 <= 5.398648
## PC26 <= 3.029306
## PC35 <= 0.815852
## PC38 > -0.5204257
## PC56 > -0.05466063
## PC57 <= -0.07739355
## PC99 > -0.956889
## -> class 2\|2 [0.989]
##
## Rule 24/232: (61.2, lift 10.9)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC12 <= 5.398648
## PC33 > -0.5563135
## PC43 <= -1.512464
## PC47 > -0.8951707
## PC57 > -0.07739355
## PC68 <= 2.021014
## -> class 2\|2 [0.984]
##
## Rule 24/233: (57.6, lift 10.9)
## PC2 <= 2.5099
## PC6 <= -0.2201574
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC12 <= 5.398648
## PC28 > -0.2656237
## PC37 <= 1.408006
## PC89 <= -1.059478
## -> class 2\|2 [0.983]
##
## Rule 24/234: (53.5, lift 10.9)
## PC2 > -9.022285
## PC2 <= 2.5099
## PC4 <= 0.04987404
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC15 > -1.351484
## PC33 <= -0.5563135
## PC42 <= 0.6577663
## PC57 > -0.07739355
## -> class 2\|2 [0.982]
##
## Rule 24/235: (238.9/3.4, lift 10.9)
## PC1 <= -0.3900895
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC10 <= 1.704095
## PC26 <= 3.029306
## PC38 > -0.5204257
## PC57 <= -0.07739355
## PC60 <= -0.2870065
## PC75 <= 1.488895
## PC90 > -0.5843456
## -> class 2\|2 [0.982]
##
## Rule 24/236: (161.4/2.9, lift 10.8)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC6 > -0.2201574
## PC8 > -2.234265
## PC8 <= -0.2284522
## PC21 <= 1.176482
## PC50 <= -0.1524079
## PC64 > 0.01944976
## PC74 <= 0.2293723
## PC78 > -0.175403
## -> class 2\|2 [0.976]
##
## Rule 24/237: (27.5, lift 10.7)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC10 > 0.6574247
## PC38 <= -0.5204257
## PC57 <= -0.07739355
## PC90 > -0.5843456
## -> class 2\|2 [0.966]
##
## Rule 24/238: (17.6, lift 10.5)
## PC2 <= 2.5099
## PC6 <= -0.2201574
## PC12 <= 5.398648
## PC33 > -0.5563135
## PC46 > -0.4616322
## PC51 > -0.1589695
## PC57 > -0.07739355
## PC61 > -1.449668
## PC68 <= 2.021014
## PC85 <= -1.296664
## -> class 2\|2 [0.949]
##
## Rule 24/239: (90/4.1, lift 10.5)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC4 > -0.2862337
## PC6 <= -0.2201574
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC11 > -2.021264
## PC19 > -2.848473
## PC21 > -1.096123
## PC34 <= 0.24279
## PC44 > -1.189514
## PC46 > -0.4616322
## PC51 > -0.1589695
## PC57 > -0.07739355
## PC61 > -1.449668
## PC68 <= 2.021014
## PC84 <= 1.069537
## PC97 > -0.1397043
## -> class 2\|2 [0.945]
##
## Rule 24/240: (37.9/1.3, lift 10.5)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC35 <= 0.256171
## PC40 <= 1.078235
## PC48 > 0.6572853
## PC71 <= 0.5166005
## PC75 > 0.5505937
## PC79 <= 0.3198665
## -> class 2\|2 [0.943]
##
## Rule 24/241: (15.3, lift 10.5)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC4 > -0.3568845
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC24 <= -0.3235645
## PC29 > 0.2792483
## PC50 > -0.7373481
## -> class 2\|2 [0.942]
##
## Rule 24/242: (351.9/21.1, lift 10.4)
## PC2 <= -2.151245
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC30 <= 0.4216816
## PC34 > -0.1302406
## PC40 <= 0.06275465
## PC46 > -0.3454094
## PC50 <= 0.2411921
## PC55 > 0.09166656
## PC84 <= 0.1063721
## -> class 2\|2 [0.938]
##
## Rule 24/243: (13.5, lift 10.4)
## PC1 <= -0.3900895
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC32 > 1.071236
## PC41 > 2.198737
## -> class 2\|2 [0.931]
##
## Rule 24/244: (33.7/1.6, lift 10.3)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC3 <= -0.7884153
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC11 > -2.021264
## PC12 <= 5.398648
## PC19 > -2.848473
## PC29 <= 0.2792483
## PC51 > -0.1589695
## PC57 > -0.07739355
## PC61 > -1.449668
## PC68 <= 2.021014
## PC97 <= -0.1397043
## -> class 2\|2 [0.928]
##
## Rule 24/245: (14.9/0.3, lift 10.3)
## PC1 <= -0.3900895
## PC5 > 1.554856
## PC8 > 1.983468
## PC25 <= 0.324371
## PC98 > 0.2205264
## -> class 2\|2 [0.926]
##
## Rule 24/246: (14.3/0.2, lift 10.3)
## PC1 > -0.2019541
## PC1 <= 8.817184
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC8 > -3.691019
## PC9 <= 0.3046936
## PC19 > -1.330249
## PC98 > 0.322187
## -> class 2\|2 [0.925]
##
## Rule 24/247: (22/0.8, lift 10.3)
## PC1 > -0.2019541
## PC1 <= 8.817184
## PC3 <= 0.775887
## PC9 <= 0.3046936
## PC19 > -1.330249
## PC19 <= 1.946078
## PC21 <= 0.9485729
## PC41 > 0.4290316
## PC62 <= 0.4045268
## PC73 > -0.2491612
## -> class 2\|2 [0.923]
##
## Rule 24/248: (153.7/13.5, lift 10.1)
## PC2 <= 2.5099
## PC6 <= -0.2201574
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC11 > -2.021264
## PC12 <= 5.398648
## PC19 > -2.848473
## PC29 <= 0.2792483
## PC32 > -2.545227
## PC34 > 0.24279
## PC46 > -0.4616322
## PC47 > -0.8951707
## PC51 > -0.1589695
## PC57 > -0.07739355
## PC61 > -1.449668
## PC68 <= 2.021014
## PC69 > -0.284872
## -> class 2\|2 [0.907]
##
## Rule 24/249: (45/3.9, lift 10.0)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC4 > -0.3568845
## PC8 > -3.155185
## PC12 <= 0.03938827
## PC28 > -0.2656237
## PC29 > 0.2792483
## PC50 > -0.7373481
## -> class 2\|2 [0.897]
##
## Rule 24/250: (17/1.1, lift 9.9)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC21 <= 0.6514596
## PC35 > 0.256171
## PC75 > 0.5505937
## PC79 <= 0.3198665
## -> class 2\|2 [0.890]
##
## Rule 24/251: (60.6/7.1, lift 9.7)
## PC1 <= -0.3900895
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC12 <= 5.398648
## PC29 <= 0.2792483
## PC37 <= 1.408006
## PC57 > -0.07739355
## PC96 > 1.493904
## -> class 2\|2 [0.871]
##
## Rule 24/252: (24.7/4, lift 9.0)
## PC1 <= -0.3900895
## PC8 > 1.983468
## PC11 <= -0.834318
## PC40 <= -0.6991138
## -> class 2\|2 [0.813]
##
## Rule 24/253: (72.4/15.3, lift 8.7)
## PC1 <= -0.3900895
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC46 > 0.413817
## PC60 <= -0.7855141
## -> class 2\|2 [0.781]
##
## Rule 24/254: (1479.5/771.2, lift 5.3)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.983468
## PC32 <= 1.071236
## -> class 2\|2 [0.479]
##
## Rule 24/255: (8762.7/7005.4, lift 2.2)
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC5 > -4.8876
## -> class 2\|2 [0.201]
##
## Rule 24/256: (193.5, lift 7.8)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC16 > -0.2314596
## PC40 <= 1.078235
## PC46 <= 0.413817
## PC96 > 0.07379696
## -> class 2\|3 [0.995]
##
## Rule 24/257: (115.6, lift 7.8)
## PC1 <= -0.3900895
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC19 <= -2.848473
## PC60 > -0.2710989
## PC95 <= 0.03056348
## -> class 2\|3 [0.991]
##
## Rule 24/258: (107, lift 7.8)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC46 > 0.413817
## PC60 > -0.7855141
## -> class 2\|3 [0.991]
##
## Rule 24/259: (79.9, lift 7.8)
## PC8 <= -3.155185
## PC21 <= 0.6514596
## PC28 > -0.341027
## PC36 > 0.2820371
## PC41 <= -0.03229705
## PC75 <= 0.5505937
## PC94 <= 0.2602189
## -> class 2\|3 [0.988]
##
## Rule 24/260: (53.9, lift 7.7)
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC33 > -0.5563135
## PC43 > -1.512464
## PC69 > -0.284872
## PC84 > 1.069537
## PC89 > -1.059478
## PC96 <= 1.493904
## -> class 2\|3 [0.982]
##
## Rule 24/261: (153.3/3.2, lift 7.6)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC12 <= 5.398648
## PC28 > -0.2656237
## PC29 <= 0.2792483
## PC33 > -0.5563135
## PC43 > -1.512464
## PC51 <= -0.1589695
## PC57 > -0.07739355
## PC89 > -1.059478
## PC96 <= 1.493904
## -> class 2\|3 [0.973]
##
## Rule 24/262: (33.6, lift 7.6)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC12 <= 5.398648
## PC32 > -2.545227
## PC33 > -0.5563135
## PC34 > 0.24279
## PC44 > 0.9431086
## PC57 > -0.07739355
## PC89 > -1.059478
## PC96 <= 1.493904
## -> class 2\|3 [0.972]
##
## Rule 24/263: (37.3/0.2, lift 7.6)
## PC1 <= -0.3900895
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC40 <= 1.078235
## PC46 <= 0.413817
## PC79 <= 0.3198665
## PC81 > 0.3344454
## PC82 <= 0.1196161
## -> class 2\|3 [0.970]
##
## Rule 24/264: (105.3/2.6, lift 7.6)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC6 > -0.2201574
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC28 > -0.2656237
## PC29 <= 0.2792483
## PC57 > -0.07739355
## PC64 <= 0.01944976
## PC74 <= 0.2293723
## -> class 2\|3 [0.967]
##
## Rule 24/265: (122.5/3.5, lift 7.6)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC23 > -0.4481725
## PC46 <= 0.413817
## PC55 > -0.1084707
## PC94 > 0.2602189
## -> class 2\|3 [0.964]
##
## Rule 24/266: (21.3, lift 7.5)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC24 > 1.019644
## PC82 <= 0.1196161
## -> class 2\|3 [0.957]
##
## Rule 24/267: (93.1/3.3, lift 7.5)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC79 > 0.3198665
## -> class 2\|3 [0.955]
##
## Rule 24/268: (17.7, lift 7.5)
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC16 <= -0.2314596
## PC21 <= 0.6514596
## PC25 > 0.3388808
## PC94 > 0.2602189
## -> class 2\|3 [0.949]
##
## Rule 24/269: (530.4/27.1, lift 7.4)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC6 > -0.2201574
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC19 > -2.848473
## PC29 <= 0.2792483
## PC41 <= 6.429932
## PC57 > -0.07739355
## PC59 > -0.6055204
## PC74 > 0.2293723
## -> class 2\|3 [0.947]
##
## Rule 24/270: (100.7/5.2, lift 7.4)
## PC2 <= 2.5099
## PC8 <= -3.155185
## PC21 <= 0.6514596
## PC35 <= 0.256171
## PC40 <= 1.078235
## PC48 <= 0.6572853
## PC71 <= 0.5166005
## PC75 > 0.5505937
## -> class 2\|3 [0.940]
##
## Rule 24/271: (49.2/3.4, lift 7.2)
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC11 > -2.021264
## PC21 > -1.096123
## PC33 > -0.5563135
## PC37 <= 1.408006
## PC43 > -1.512464
## PC44 <= -1.189514
## PC96 <= 1.493904
## PC97 > -0.1397043
## -> class 2\|3 [0.913]
##
## Rule 24/272: (45.9/9.6, lift 6.1)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC7 <= 0.1284205
## PC8 > -0.2284522
## PC14 <= -0.04337166
## PC32 <= 1.071236
## PC44 > 0.6094521
## -> class 2\|3 [0.778]
##
## Rule 24/273: (1041.4/464.3, lift 4.4)
## PC2 <= 2.5099
## PC8 <= -3.691019
## PC19 > -1.380552
## -> class 2\|3 [0.554]
##
## Rule 24/274: (875.6/571.1, lift 2.7)
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC13 <= 0.2325918
## PC66 > 0.4744973
## -> class 2\|3 [0.348]
##
## Rule 24/275: (12194.5/9657.4, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.208]
##
## Rule 24/276: (214.5/0.1, lift 19.4)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC21 > 0.6514596
## PC25 <= 0.272321
## PC46 <= 0.413817
## PC51 > -0.3224997
## PC79 <= 0.3198665
## -> class 2\|4 [0.995]
##
## Rule 24/277: (149.2, lift 19.3)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC16 > -0.2314596
## PC46 <= 0.413817
## PC75 <= 0.5505937
## PC79 <= 0.3198665
## PC96 <= 0.07379696
## -> class 2\|4 [0.993]
##
## Rule 24/278: (240.7/1.6, lift 19.3)
## PC8 <= -3.155185
## PC21 <= 0.6514596
## PC24 <= 1.019644
## PC25 <= 0.3388808
## PC46 <= 0.413817
## PC49 <= 0.09479482
## PC53 > -0.4892935
## PC55 <= -0.1084707
## PC65 > -0.5780237
## PC81 <= 0.3344454
## PC82 <= 0.1196161
## PC87 <= 0.915833
## PC93 <= 0.4416389
## PC94 > 0.2602189
## -> class 2\|4 [0.989]
##
## Rule 24/279: (178.5/2.9, lift 19.0)
## PC2 <= 2.5099
## PC8 <= -3.155185
## PC23 <= -0.4481725
## PC40 <= 1.078235
## PC46 <= 0.413817
## PC75 <= 0.5505937
## PC79 <= 0.3198665
## -> class 2\|4 [0.978]
##
## Rule 24/280: (38.6, lift 19.0)
## PC1 > -0.3900895
## PC1 <= 8.817184
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC9 <= 0.3046936
## PC19 > -1.330249
## PC53 > -1.87135
## PC67 <= -0.4050675
## PC73 > -0.2491612
## -> class 2\|4 [0.975]
##
## Rule 24/281: (105.1/2, lift 18.9)
## PC1 <= -0.3900895
## PC8 <= -3.155185
## PC21 <= 0.6514596
## PC40 > 1.078235
## PC79 <= 0.3198665
## -> class 2\|4 [0.972]
##
## Rule 24/282: (121.4/2.6, lift 18.9)
## PC8 <= -3.155185
## PC16 <= -0.2314596
## PC36 <= 0.2820371
## PC41 <= -0.03229705
## PC45 <= 0.1517099
## PC46 <= 0.413817
## PC49 <= 0.09479482
## PC75 <= 0.5505937
## PC82 <= 0.1196161
## PC87 <= 0.915833
## PC94 <= 0.2602189
## -> class 2\|4 [0.971]
##
## Rule 24/283: (108.4/3, lift 18.8)
## PC1 > -0.3900895
## PC2 <= 2.5099
## PC8 <= -3.691019
## PC14 <= 1.512467
## PC31 > -0.05837341
## PC68 > -1.453569
## -> class 2\|4 [0.964]
##
## Rule 24/284: (54.3/2, lift 18.4)
## PC1 <= -0.3900895
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC12 > 0.03938827
## PC24 > -0.3235645
## PC29 > 0.2792483
## PC50 > -0.7373481
## -> class 2\|4 [0.946]
##
## Rule 24/285: (18.4/0.6, lift 17.9)
## PC1 > -0.3900895
## PC8 <= -3.691019
## PC80 > 1.902924
## -> class 2\|4 [0.921]
##
## Rule 24/286: (89.9/7.5, lift 17.7)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC21 <= 0.6514596
## PC28 <= -0.341027
## PC65 > -0.5780237
## PC82 <= 0.1196161
## PC93 <= 0.4416389
## -> class 2\|4 [0.908]
##
## Rule 24/287: (30/2.9, lift 17.1)
## PC2 <= 2.5099
## PC6 > -0.2201574
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC32 > -2.545227
## PC35 > 0.1246364
## PC59 <= -0.6055204
## -> class 2\|4 [0.877]
##
## Rule 24/288: (198.6/45.4, lift 15.0)
## PC1 <= -0.3900895
## PC8 <= -0.2284522
## PC19 <= -2.848473
## PC95 > 0.03056348
## -> class 2\|4 [0.769]
##
## Rule 24/289: (20.6/4.6, lift 14.6)
## PC1 > -0.3900895
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC13 > 0.2325918
## -> class 2\|4 [0.751]
##
## Rule 24/290: (20.4/8.5, lift 11.2)
## PC1 <= -0.3900895
## PC2 <= 2.5099
## PC8 > -3.155185
## PC8 <= -0.2284522
## PC28 > -0.2656237
## PC37 > 1.408006
## -> class 2\|4 [0.577]
##
## Default class: 2\|3
##
## ----- Trial 25: -----
##
## Rules:
##
## Rule 25/1: (142.9, lift 17.3)
## PC7 > -0.9640536
## PC13 <= 2.266476
## PC18 > 2.09492
## PC23 <= 2.2476
## PC24 <= 3.740935
## PC25 <= 0.7811947
## PC35 <= 0.4308063
## PC41 > -0.1113691
## PC85 <= 2.546556
## PC91 <= 2.867553
## PC96 > 0.2705617
## PC99 <= 0.8477601
## -> class 0\|0 [0.993]
##
## Rule 25/2: (95.9, lift 17.2)
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 2.09492
## PC23 <= 2.2476
## PC35 <= 0.4308063
## PC56 <= -0.5912693
## PC66 > -0.5343416
## PC79 <= 0.4732952
## -> class 0\|0 [0.990]
##
## Rule 25/3: (92.1, lift 17.2)
## PC6 > 0.1084647
## PC18 > 2.09492
## PC25 <= 0.7811947
## PC79 <= 0.4732952
## -> class 0\|0 [0.989]
##
## Rule 25/4: (58.8, lift 17.1)
## PC1 > -0.7107222
## PC15 > 0.03968853
## PC18 > 2.09492
## PC25 <= 0.7811947
## PC35 <= 0.4308063
## PC47 > -0.583303
## PC79 <= 0.4732952
## PC82 <= -0.2285359
## PC91 <= 2.867553
## -> class 0\|0 [0.984]
##
## Rule 25/5: (78.6/0.3, lift 17.1)
## PC7 > -0.9640536
## PC13 <= 6.717022
## PC18 > 2.09492
## PC20 > -5.04436
## PC24 > -2.765275
## PC35 <= 0.4308063
## PC57 > 0.9254043
## PC86 <= 0.1140183
## PC91 <= 2.867553
## -> class 0\|0 [0.984]
##
## Rule 25/6: (46.1, lift 17.0)
## PC13 <= 2.266476
## PC14 > -1.089845
## PC18 > 2.09492
## PC26 <= 0.8676014
## PC47 <= -0.583303
## PC96 <= 0.2705617
## -> class 0\|0 [0.979]
##
## Rule 25/7: (99.3/1.3, lift 17.0)
## PC7 > -0.9640536
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 2.09492
## PC24 <= -2.765275
## PC33 <= 3.156666
## PC65 > -2.496761
## PC65 <= 0.4971912
## -> class 0\|0 [0.977]
##
## Rule 25/8: (174.4/4, lift 16.9)
## PC13 <= 6.717022
## PC18 > 2.09492
## PC20 > -5.04436
## PC25 <= 0.7811947
## PC33 <= 3.156666
## PC35 <= 0.4308063
## PC65 > 0.4971912
## PC91 <= 2.867553
## -> class 0\|0 [0.972]
##
## Rule 25/9: (143.7/3.5, lift 16.9)
## PC1 > -0.7107222
## PC7 > -0.9287469
## PC15 > 0.03968853
## PC18 > 2.09492
## PC25 <= 0.7811947
## PC26 <= 0.8676014
## PC35 <= 0.4308063
## PC47 > -0.2188624
## PC66 > -0.5343416
## PC78 <= 0.1745153
## PC86 <= 0.1140183
## PC90 > -0.1301045
## PC91 <= 0.3933699
## PC96 <= 0.09761629
## -> class 0\|0 [0.969]
##
## Rule 25/10: (139.7/4.9, lift 16.7)
## PC2 > 2.5099
## PC7 <= 0.6390125
## PC13 <= 6.717022
## PC14 > 0.5685172
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC25 > -0.6924096
## PC27 > -1.003289
## PC40 > -2.215916
## PC87 <= 0.1066178
## -> class 0\|0 [0.958]
##
## Rule 25/11: (22, lift 16.7)
## PC2 > 2.5099
## PC9 > 0.4038637
## PC18 > 2.09492
## PC35 > 0.4308063
## -> class 0\|0 [0.958]
##
## Rule 25/12: (16.9, lift 16.5)
## PC2 > 2.5099
## PC7 <= -0.9640536
## PC18 > 2.09492
## PC37 <= -1.713345
## -> class 0\|0 [0.947]
##
## Rule 25/13: (12.6/0.6, lift 15.5)
## PC2 > 2.5099
## PC3 > -1.79414
## PC3 <= 1.640775
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC28 <= 0.03834696
## PC44 > 2.092405
## -> class 0\|0 [0.891]
##
## Rule 25/14: (6.1, lift 15.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -1.019176
## PC18 <= 0.6226293
## -> class 0\|0 [0.877]
##
## Rule 25/15: (6.4/0.1, lift 15.0)
## PC2 > 2.5099
## PC7 <= -0.9640536
## PC18 > 2.09492
## PC75 > 0.06641556
## -> class 0\|0 [0.865]
##
## Rule 25/16: (15.2/1.5, lift 14.9)
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC30 > 3.793511
## -> class 0\|0 [0.856]
##
## Rule 25/17: (8.8/1.2, lift 13.8)
## PC2 > 2.5099
## PC2 <= 3.504448
## PC3 <= 1.640775
## PC14 > 0.5685172
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC87 > 0.1066178
## -> class 0\|0 [0.793]
##
## Rule 25/18: (23.5/5.4, lift 13.0)
## PC2 > 2.5099
## PC14 > -1.089845
## PC14 <= 0.5685172
## PC18 > 0.6226293
## PC43 <= -2.217216
## -> class 0\|0 [0.750]
##
## Rule 25/19: (34.1/8.2, lift 12.9)
## PC13 > 6.717022
## PC13 <= 8.429525
## PC18 > 0.6226293
## PC42 <= -0.1619156
## PC65 > -2.496761
## -> class 0\|0 [0.744]
##
## Rule 25/20: (306.5/0.5, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.089845
## PC14 <= 0.5685172
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC21 <= 0.564769
## PC24 <= 1.40445
## PC42 <= 1.231999
## PC43 > -2.217216
## PC59 > -1.365475
## PC65 > -2.496761
## -> class 0\|1 [0.995]
##
## Rule 25/21: (170.6, lift 11.6)
## PC1 <= -0.7107222
## PC2 > 2.5099
## PC13 <= 2.266476
## PC15 > 0.03968853
## PC18 > 0.6226293
## PC23 <= 2.2476
## PC25 <= 0.7811947
## PC56 > -0.5912693
## PC65 > -2.496761
## PC65 <= 0.4971912
## PC96 <= 0.2705617
## -> class 0\|1 [0.994]
##
## Rule 25/22: (177.1/0.4, lift 11.6)
## PC7 <= -0.9640536
## PC18 > 2.09492
## PC37 > -1.713345
## PC75 <= 0.06641556
## -> class 0\|1 [0.992]
##
## Rule 25/23: (106.8, lift 11.6)
## PC18 > 2.09492
## PC24 > -2.765275
## PC35 <= 0.4308063
## PC47 > -0.583303
## PC57 <= 0.9254043
## PC66 <= -0.5343416
## PC86 <= 0.1140183
## PC96 <= 0.2705617
## -> class 0\|1 [0.991]
##
## Rule 25/24: (112.5, lift 11.6)
## PC3 <= 1.640775
## PC6 <= 0.1084647
## PC15 <= 0.03968853
## PC18 > 0.6226293
## PC24 > -2.765275
## PC25 <= 0.7811947
## PC56 > -0.5912693
## PC57 <= 0.9254043
## PC65 > -2.496761
## PC65 <= 0.4971912
## PC66 > -0.5343416
## PC79 <= 0.4732952
## PC92 > -4.384049
## PC96 <= 0.2705617
## -> class 0\|1 [0.991]
##
## Rule 25/25: (67.9, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.9287469
## PC13 <= 2.266476
## PC20 > -5.04436
## PC23 <= 2.2476
## PC33 <= 3.156666
## PC56 > -0.5912693
## PC82 > -0.2285359
## PC91 <= 0.3933699
## -> class 0\|1 [0.986]
##
## Rule 25/26: (61.8, lift 11.5)
## PC2 > 2.5099
## PC3 <= -1.79414
## PC7 <= -0.6906246
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC43 <= -0.2492912
## PC92 > -1.552327
## -> class 0\|1 [0.984]
##
## Rule 25/27: (61, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > 0.6390125
## PC14 > 0.5685172
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC65 > -2.496761
## -> class 0\|1 [0.984]
##
## Rule 25/28: (50.8, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC41 > 0.535381
## PC54 > -0.5774341
## -> class 0\|1 [0.981]
##
## Rule 25/29: (39.6, lift 11.4)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC40 > -2.215916
## PC42 > 1.231999
## PC54 <= -0.07544869
## -> class 0\|1 [0.976]
##
## Rule 25/30: (95.4/1.4, lift 11.4)
## PC13 <= 6.717022
## PC18 > 2.09492
## PC24 > -2.765275
## PC47 <= -0.2188624
## PC56 > -0.5912693
## PC57 <= 0.9254043
## PC82 > -0.2285359
## PC91 <= 0.3933699
## PC96 <= 0.2705617
## -> class 0\|1 [0.976]
##
## Rule 25/31: (40.5, lift 11.4)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 0.6226293
## PC91 > 2.867553
## -> class 0\|1 [0.976]
##
## Rule 25/32: (85.7/1.2, lift 11.4)
## PC3 <= 1.640775
## PC6 <= 0.1084647
## PC13 <= 2.266476
## PC14 > -1.089845
## PC18 > 0.6226293
## PC24 > -2.765275
## PC56 > -0.5912693
## PC57 <= 0.9254043
## PC65 > -2.496761
## PC65 <= 0.4971912
## PC66 > -0.5343416
## PC79 <= 0.4732952
## PC90 <= -0.1301045
## PC96 <= 0.2705617
## -> class 0\|1 [0.975]
##
## Rule 25/33: (147.3/3.1, lift 11.4)
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 2.09492
## PC23 <= 2.2476
## PC65 <= 0.4971912
## PC79 > 0.4732952
## PC96 <= 0.2705617
## -> class 0\|1 [0.973]
##
## Rule 25/34: (151.4/3.6, lift 11.3)
## PC2 > 3.504448
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC14 > 0.5685172
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC87 > 0.1066178
## -> class 0\|1 [0.970]
##
## Rule 25/35: (30.1, lift 11.3)
## PC13 <= 6.717022
## PC14 > 0.5685172
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC25 <= -0.6924096
## -> class 0\|1 [0.969]
##
## Rule 25/36: (32, lift 11.3)
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 2.09492
## PC26 > 0.8676014
## -> class 0\|1 [0.968]
##
## Rule 25/37: (56.3/1, lift 11.3)
## PC13 > 2.266476
## PC13 <= 6.717022
## PC18 > 2.09492
## PC65 <= 0.4971912
## -> class 0\|1 [0.966]
##
## Rule 25/38: (236.8/8.1, lift 11.2)
## PC2 > 2.5099
## PC3 > -1.79414
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC13 <= 1.643236
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC20 > -3.414058
## PC28 <= 0.03834696
## PC44 <= 2.092405
## PC91 <= 1.501459
## -> class 0\|1 [0.962]
##
## Rule 25/39: (53.4/2, lift 11.0)
## PC2 > 2.5099
## PC3 <= -1.79414
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC43 <= -0.2492912
## PC67 > 0.1023362
## PC71 <= 0.03204425
## PC91 > 0.2036857
## PC92 > -1.552327
## -> class 0\|1 [0.946]
##
## Rule 25/40: (100.5/6.3, lift 10.9)
## PC9 <= 0.4038637
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 2.09492
## PC35 > 0.4308063
## -> class 0\|1 [0.929]
##
## Rule 25/41: (12.6, lift 10.8)
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC20 > -3.414058
## PC25 > 2.621023
## -> class 0\|1 [0.928]
##
## Rule 25/42: (135.3/8.9, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 2.266476
## PC18 > 0.6226293
## PC24 > -2.765275
## PC56 > -0.5912693
## PC57 <= 0.9254043
## PC78 > 0.1745153
## PC82 > -0.2285359
## PC85 <= 2.546556
## PC91 <= 0.3933699
## -> class 0\|1 [0.928]
##
## Rule 25/43: (73.1/4.4, lift 10.8)
## PC13 > 8.429525
## PC18 > 0.6226293
## PC20 > -4.036534
## PC36 <= 6.604436
## PC42 <= -0.1619156
## PC65 > -2.496761
## PC73 <= 0.4181305
## -> class 0\|1 [0.928]
##
## Rule 25/44: (176.3/12, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1084647
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 0.6226293
## PC24 > -2.765275
## PC25 <= 0.7811947
## PC47 > -0.583303
## PC65 <= 0.4971912
## PC79 <= 0.4732952
## PC86 > 0.1140183
## PC96 <= 0.2705617
## -> class 0\|1 [0.927]
##
## Rule 25/45: (24.2/1, lift 10.8)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 2.09492
## PC33 > 3.156666
## -> class 0\|1 [0.923]
##
## Rule 25/46: (9.4, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.74816
## PC18 <= -1.019176
## PC41 > 0.535381
## -> class 0\|1 [0.912]
##
## Rule 25/47: (7.4, lift 10.4)
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 2.09492
## PC24 > 3.740935
## PC41 > -0.1113691
## PC65 <= 0.4971912
## -> class 0\|1 [0.894]
##
## Rule 25/48: (142.6/15.5, lift 10.3)
## PC3 <= 1.640775
## PC6 <= 0.1084647
## PC15 > 0.03968853
## PC18 > 0.6226293
## PC24 > -2.765275
## PC35 <= 0.4308063
## PC56 > -0.5912693
## PC57 <= 0.9254043
## PC82 > -0.2285359
## PC86 <= 0.1140183
## PC91 > 0.3933699
## PC96 <= 0.2705617
## -> class 0\|1 [0.886]
##
## Rule 25/49: (73.2/7.9, lift 10.3)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC14 > 0.5685172
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC27 <= -1.003289
## -> class 0\|1 [0.881]
##
## Rule 25/50: (79.1/9.7, lift 10.1)
## PC13 <= 6.717022
## PC14 > -1.089845
## PC18 > 2.09492
## PC25 > 0.7811947
## -> class 0\|1 [0.868]
##
## Rule 25/51: (3.7, lift 9.6)
## PC4 <= -7.83144
## PC35 <= -0.5198501
## -> class 0\|1 [0.825]
##
## Rule 25/52: (47.5/23.1, lift 6.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > -4.281579
## PC18 <= -1.019176
## PC41 <= 0.535381
## PC55 > 0.2296551
## PC82 <= -1.904638
## -> class 0\|1 [0.513]
##
## Rule 25/53: (135.3/4.7, lift 9.2)
## PC2 > 2.5099
## PC18 <= -1.019176
## PC28 > -0.07965827
## PC37 <= -0.5251784
## PC40 > -2.798079
## PC52 <= 0.8091016
## PC74 <= 0.7471564
## PC78 > -1.395421
## PC82 <= 0.4720566
## PC93 <= 0.1202371
## -> class 0\|2 [0.959]
##
## Rule 25/54: (24.7/0.3, lift 9.1)
## PC18 <= -1.429823
## PC37 > -0.5251784
## PC39 > -0.8742086
## PC55 <= -0.5819858
## PC70 <= 3.260975
## PC74 <= 0.7471564
## PC99 > -0.3520045
## -> class 0\|2 [0.951]
##
## Rule 25/55: (13.5/0.3, lift 8.8)
## PC3 <= 1.640775
## PC14 <= 0.5685172
## PC18 > 0.6226293
## PC18 <= 2.09492
## PC24 > 1.40445
## PC36 <= 6.604436
## PC42 <= 1.231999
## PC92 > -4.384049
## -> class 0\|2 [0.919]
##
## Rule 25/56: (88.9/9.8, lift 8.4)
## PC12 > -1.393007
## PC18 <= -1.920097
## PC28 > -0.07965827
## PC39 > -0.8742086
## PC55 > 0.01017431
## PC57 <= 0.971944
## PC74 <= 0.7471564
## PC82 > -1.904638
## PC96 > -0.5849774
## PC97 > 0.6065722
## PC99 > -0.3520045
## -> class 0\|2 [0.881]
##
## Rule 25/57: (7865.4/5784.2, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.265]
##
## Rule 25/58: (107.8, lift 11.0)
## PC3 <= 1.640775
## PC18 <= -1.429823
## PC28 > -0.07965827
## PC37 > -0.5251784
## PC40 <= -1.602376
## PC100 <= 1.824972
## -> class 0\|3 [0.991]
##
## Rule 25/59: (82.2, lift 11.0)
## PC3 <= 1.640775
## PC4 > -7.83144
## PC18 <= -1.429823
## PC26 <= 1.473277
## PC28 > -0.07965827
## PC37 > -0.5251784
## PC63 <= 1.356299
## PC96 <= -0.5849774
## PC97 <= 2.502136
## -> class 0\|3 [0.988]
##
## Rule 25/60: (83.9, lift 11.0)
## PC4 > -7.83144
## PC8 > -0.4344836
## PC18 <= -1.920097
## PC28 > -0.07965827
## PC32 > -1.104615
## PC37 > -0.5251784
## PC55 > -0.5819858
## PC63 > -1.066857
## PC63 <= 1.356299
## PC70 <= 0.4017988
## PC74 > -0.0910586
## PC89 > -0.03668531
## PC97 <= 0.6065722
## PC99 > -0.297516
## -> class 0\|3 [0.988]
##
## Rule 25/61: (103/0.4, lift 11.0)
## PC4 > -7.83144
## PC5 > -0.5128501
## PC8 > -0.4344836
## PC18 <= -1.920097
## PC28 > -0.07965827
## PC32 > -1.104615
## PC37 > -0.5251784
## PC63 > -1.066857
## PC63 <= 0.3990825
## PC72 <= 0.661882
## PC82 > -1.904638
## PC89 > -0.03838833
## PC97 <= 0.6065722
## PC99 > -0.297516
## -> class 0\|3 [0.987]
##
## Rule 25/62: (68.5, lift 11.0)
## PC3 <= 1.640775
## PC18 <= -1.019176
## PC28 > -0.07965827
## PC37 <= -0.5251784
## PC82 > 0.4720566
## -> class 0\|3 [0.986]
##
## Rule 25/63: (211.8/2.3, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.019176
## PC26 <= 1.473277
## PC32 > -1.362498
## PC74 > 0.7471564
## PC82 > -1.904638
## PC95 > -2.966656
## PC97 <= 2.502136
## PC100 <= 1.824972
## -> class 0\|3 [0.985]
##
## Rule 25/64: (259.9/3.3, lift 11.0)
## PC4 > -7.83144
## PC18 <= -1.920097
## PC26 <= 1.473277
## PC28 > -0.07965827
## PC32 > -1.104615
## PC37 > -0.5251784
## PC63 > -1.066857
## PC71 <= 0.4156519
## PC72 <= 0.661882
## PC89 <= -0.03838833
## PC96 > -0.5849774
## PC97 <= 0.6065722
## PC99 > -0.297516
## -> class 0\|3 [0.984]
##
## Rule 25/65: (61.8, lift 11.0)
## PC2 > 2.5099
## PC18 <= -1.019176
## PC41 <= 0.535381
## PC49 > 1.357225
## -> class 0\|3 [0.984]
##
## Rule 25/66: (53.4, lift 10.9)
## PC2 > 2.5099
## PC18 <= -1.019176
## PC28 > -0.07965827
## PC37 <= -0.5251784
## PC74 <= 0.7471564
## PC82 > -1.904638
## PC93 > 0.1202371
## -> class 0\|3 [0.982]
##
## Rule 25/67: (45.2, lift 10.9)
## PC3 <= 1.640775
## PC18 <= -1.019176
## PC54 > 2.942849
## -> class 0\|3 [0.979]
##
## Rule 25/68: (41.6, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.210525
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC43 > -0.2492912
## -> class 0\|3 [0.977]
##
## Rule 25/69: (35.3, lift 10.8)
## PC18 <= -1.019176
## PC79 <= -3.408118
## PC82 > -1.904638
## PC97 <= 2.502136
## PC100 <= 1.824972
## -> class 0\|3 [0.973]
##
## Rule 25/70: (78.7/1.3, lift 10.8)
## PC2 > 2.5099
## PC12 <= -1.393007
## PC18 <= -1.019176
## PC82 > -1.904638
## PC100 <= 1.824972
## -> class 0\|3 [0.972]
##
## Rule 25/71: (31.9, lift 10.8)
## PC5 <= 2.345814
## PC18 <= -1.019176
## PC28 <= -0.07965827
## PC39 > -0.8742086
## PC51 <= 0.6202179
## PC57 <= 1.207049
## PC59 <= 0.3434456
## PC69 > 0.9375247
## PC97 <= 2.502136
## PC100 <= 1.824972
## -> class 0\|3 [0.971]
##
## Rule 25/72: (30.7, lift 10.8)
## PC2 > 2.5099
## PC17 <= -4.281579
## PC49 <= 1.357225
## PC82 <= -1.904638
## -> class 0\|3 [0.969]
##
## Rule 25/73: (93.8/2, lift 10.8)
## PC3 <= 1.640775
## PC4 > -7.83144
## PC18 <= -1.429823
## PC28 > -0.07965827
## PC32 > -1.104615
## PC37 > -0.5251784
## PC40 > -1.562583
## PC63 <= 1.356299
## PC74 <= 0.7471564
## PC97 <= 2.502136
## PC99 <= -0.3520045
## -> class 0\|3 [0.969]
##
## Rule 25/74: (30.7, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.393007
## PC18 <= 0.6226293
## PC26 <= 1.473277
## PC55 <= 0.01017431
## PC63 <= 1.356299
## PC79 > -3.408118
## PC96 > -0.5849774
## PC97 > 0.6065722
## PC99 > -0.297516
## -> class 0\|3 [0.969]
##
## Rule 25/75: (29.7, lift 10.8)
## PC12 > -1.393007
## PC18 <= -1.019176
## PC40 <= -2.798079
## PC41 <= 0.535381
## PC82 > -1.904638
## -> class 0\|3 [0.968]
##
## Rule 25/76: (170.4/4.9, lift 10.8)
## PC3 <= 1.640775
## PC18 <= -1.019176
## PC19 <= 0.1946328
## PC26 <= 1.473277
## PC36 <= 1.544657
## PC39 <= -0.8742086
## PC41 <= 0.535381
## PC48 <= 0.5333741
## PC82 > -1.904638
## -> class 0\|3 [0.966]
##
## Rule 25/77: (57.4/1.1, lift 10.8)
## PC4 > -7.83144
## PC18 <= -4.669888
## PC59 > 0.3434456
## PC82 > -1.904638
## PC97 <= 2.502136
## -> class 0\|3 [0.965]
##
## Rule 25/78: (26.5, lift 10.8)
## PC3 <= 1.640775
## PC18 > -1.920097
## PC18 <= -1.019176
## PC28 > -0.07965827
## PC36 > 0.1511426
## PC37 > -0.5251784
## PC40 > -1.562583
## PC71 <= 0.4156519
## PC96 > -0.5849774
## -> class 0\|3 [0.965]
##
## Rule 25/79: (58/1.2, lift 10.7)
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC20 <= -3.414058
## PC35 <= 0.6210942
## -> class 0\|3 [0.964]
##
## Rule 25/80: (24.6, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= 0.6226293
## PC26 <= -2.09578
## PC28 <= -0.07965827
## PC100 <= 1.824972
## -> class 0\|3 [0.962]
##
## Rule 25/81: (24.5, lift 10.7)
## PC18 <= -1.019176
## PC26 <= 1.473277
## PC39 > -0.8742086
## PC70 > 3.260975
## PC82 > -1.904638
## PC97 <= 2.502136
## -> class 0\|3 [0.962]
##
## Rule 25/82: (23.4, lift 10.7)
## PC4 > -7.83144
## PC12 > -1.393007
## PC18 <= -1.019176
## PC59 > 0.3434456
## PC79 > 2.041701
## PC100 <= 1.824972
## -> class 0\|3 [0.961]
##
## Rule 25/83: (23.6, lift 10.7)
## PC3 <= 1.640775
## PC4 > -7.83144
## PC10 > -2.268257
## PC18 > -1.920097
## PC18 <= -1.429823
## PC26 <= 1.473277
## PC28 > -0.07965827
## PC32 > -1.104615
## PC40 > -1.562583
## PC55 > -0.5819858
## PC82 > -1.904638
## -> class 0\|3 [0.961]
##
## Rule 25/84: (35.9/0.5, lift 10.7)
## PC3 <= 1.640775
## PC18 > -1.920097
## PC18 <= -1.429823
## PC21 > 0.1188698
## PC28 > -0.07965827
## -> class 0\|3 [0.960]
##
## Rule 25/85: (48.4/1.5, lift 10.6)
## PC3 <= 1.640775
## PC4 > -7.83144
## PC18 <= -1.920097
## PC28 > -0.07965827
## PC39 > -0.8742086
## PC41 <= 0.535381
## PC55 > -0.5819858
## PC57 > 0.971944
## PC63 <= 1.356299
## PC71 <= 0.4156519
## PC72 <= 0.661882
## PC82 > -1.904638
## -> class 0\|3 [0.951]
##
## Rule 25/86: (15.5, lift 10.5)
## PC18 <= -1.429823
## PC28 > -0.07965827
## PC37 <= -0.5251784
## PC39 > -0.8742086
## PC78 <= -1.395421
## PC100 <= 1.824972
## -> class 0\|3 [0.943]
##
## Rule 25/87: (23.9/0.5, lift 10.5)
## PC2 > 2.5099
## PC18 > 0.6226293
## PC92 <= -4.384049
## -> class 0\|3 [0.942]
##
## Rule 25/88: (48.7/2, lift 10.5)
## PC1 > -0.7303921
## PC2 > 2.5099
## PC3 <= -1.79414
## PC11 <= -0.05773116
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC43 > -0.2492912
## -> class 0\|3 [0.941]
##
## Rule 25/89: (39.1/1.6, lift 10.5)
## PC2 > 2.5099
## PC3 > -1.79414
## PC3 <= 1.640775
## PC18 <= 0.6226293
## PC20 > -3.414058
## PC75 > 0.51325
## -> class 0\|3 [0.938]
##
## Rule 25/90: (12.6, lift 10.4)
## PC2 > 2.5099
## PC3 <= -1.79414
## PC6 <= -1.661679
## PC18 <= 0.6226293
## -> class 0\|3 [0.932]
##
## Rule 25/91: (11.6, lift 10.3)
## PC2 > 2.5099
## PC18 <= -1.019176
## PC31 > 0.2967124
## PC41 > 0.535381
## -> class 0\|3 [0.926]
##
## Rule 25/92: (11.2, lift 10.3)
## PC3 <= 1.640775
## PC5 <= -0.418789
## PC18 <= -1.019176
## PC28 <= -0.07965827
## PC41 <= 0.535381
## PC82 > -1.904638
## -> class 0\|3 [0.924]
##
## Rule 25/93: (11, lift 10.3)
## PC2 > 2.5099
## PC3 <= -1.79414
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC25 <= 2.621023
## PC68 > 1.970933
## -> class 0\|3 [0.923]
##
## Rule 25/94: (9.6, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.019176
## PC30 <= 3.793511
## PC32 <= -2.428572
## PC43 > -0.2492912
## -> class 0\|3 [0.914]
##
## Rule 25/95: (35.4/2.2, lift 10.2)
## PC13 > 6.717022
## PC18 > 0.6226293
## PC42 > -0.1619156
## PC58 > -2.156914
## PC65 > -2.496761
## PC100 <= -0.7406681
## -> class 0\|3 [0.914]
##
## Rule 25/96: (47.4/4, lift 10.0)
## PC2 > 2.5099
## PC12 > -1.393007
## PC18 <= 0.6226293
## PC28 > -0.07965827
## PC37 <= -0.5251784
## PC52 > 0.8091016
## PC74 <= 0.7471564
## -> class 0\|3 [0.899]
##
## Rule 25/97: (7.8/0.1, lift 9.9)
## PC2 > 2.5099
## PC3 <= -1.79414
## PC11 > -0.05773116
## PC18 > -1.019176
## PC18 <= 0.6226293
## PC86 <= -3.169451
## -> class 0\|3 [0.884]
##
## Rule 25/98: (23.8/2.5, lift 9.6)
## PC2 > 2.5099
## PC16 <= 0.3846227
## PC18 <= -1.019176
## PC26 <= 1.473277
## PC28 <= -0.07965827
## PC41 <= 0.535381
## PC59 > 0.3434456
## PC82 > -1.904638
## PC97 <= 2.502136
## PC100 <= 1.824972
## -> class 0\|3 [0.865]
##
## Rule 25/99: (151.1/24.8, lift 9.3)
## PC2 > 2.5099
## PC5 <= 2.345814
## PC18 <= -1.019176
## PC19 > -0.06194284
## PC28 <= -0.07965827
## PC46 <= 0.2052571
## PC51 <= 0.6202179
## PC57 <= 1.207049
## PC59 <= 0.3434456
## PC70 <= 3.260975
## PC82 > -1.904638
## PC90 > -0.5794693
## -> class 0\|3 [0.832]
##
## Rule 25/100: (33/8.1, lift 8.3)
## PC18 <= -1.019176
## PC41 <= 0.535381
## PC55 <= 0.2296551
## PC80 <= 0.4893
## PC82 <= -1.904638
## -> class 0\|3 [0.740]
##
## Rule 25/101: (27.4/7.1, lift 8.1)
## PC36 > 6.604436
## -> class 0\|3 [0.724]
##
## Rule 25/102: (10.9/3, lift 7.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 <= -0.7069036
## PC15 > -3.157014
## PC27 <= 0.2849731
## PC31 > 0.06491774
## -> class 0\|3 [0.687]
##
## Rule 25/103: (142.1/0.3, lift 24.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= 5.368485
## PC7 > -0.2138148
## PC15 <= -3.157014
## -> class 1\|0 [0.991]
##
## Rule 25/104: (86.4, lift 24.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 <= -0.3454105
## PC11 <= 1.077555
## PC16 <= -0.06921371
## PC21 <= 0.9153184
## PC69 > -0.6320137
## PC81 > -0.764167
## -> class 1\|0 [0.989]
##
## Rule 25/105: (126.9/0.5, lift 24.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC11 <= 1.077555
## PC16 <= -0.06921371
## PC21 <= 0.9153184
## PC50 > 0.2316995
## PC79 > -0.1673564
## -> class 1\|0 [0.989]
##
## Rule 25/106: (73, lift 23.9)
## PC1 > -0.430681
## PC6 <= -1.50737
## PC11 <= -2.309642
## -> class 1\|0 [0.987]
##
## Rule 25/107: (55.7, lift 23.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC21 <= 0.9153184
## PC22 > 2.747152
## PC57 <= -1.088154
## -> class 1\|0 [0.983]
##
## Rule 25/108: (74.5/0.5, lift 23.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7069036
## PC16 <= -0.06921371
## PC39 <= -0.253738
## PC45 <= 0.3952569
## PC66 > 0.6217367
## -> class 1\|0 [0.981]
##
## Rule 25/109: (47.4, lift 23.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC30 <= -0.2412564
## PC33 > -0.5413352
## PC65 > -0.04479048
## PC94 <= 0.1432274
## -> class 1\|0 [0.980]
##
## Rule 25/110: (91.5/1.1, lift 23.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > -0.2138148
## PC8 > 0.5793092
## PC15 <= -3.157014
## -> class 1\|0 [0.977]
##
## Rule 25/111: (29.8, lift 23.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > -7.573264
## PC11 <= 1.077555
## PC45 <= 0.3952569
## PC69 > -0.6320137
## PC87 <= -1.114687
## -> class 1\|0 [0.968]
##
## Rule 25/112: (25.4, lift 23.4)
## PC1 > 11.12104
## PC6 <= -1.50737
## PC45 > 0.1540567
## -> class 1\|0 [0.963]
##
## Rule 25/113: (18.2, lift 23.0)
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC65 > -0.04479048
## PC80 > 0.8600772
## PC92 <= 0.5065197
## -> class 1\|0 [0.951]
##
## Rule 25/114: (17.6, lift 23.0)
## PC1 > -0.430681
## PC10 > -0.7069036
## PC15 <= -2.286187
## PC16 <= -0.06921371
## PC85 > 0.6241479
## -> class 1\|0 [0.949]
##
## Rule 25/115: (154.7/10.9, lift 22.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC25 > -0.03263944
## PC26 <= 0.04895893
## PC33 > -0.5413352
## PC33 <= 0.843222
## PC39 > -0.04002334
## PC47 > -0.295758
## PC65 > -0.04479048
## PC69 <= 1.456935
## PC77 <= 0.7041603
## PC85 <= -0.01527319
## PC92 <= 0.5065197
## -> class 1\|0 [0.924]
##
## Rule 25/116: (10.9, lift 22.4)
## PC1 > -0.430681
## PC10 > -0.7069036
## PC15 <= -2.286187
## PC16 <= -0.06921371
## PC93 > 0.4461545
## -> class 1\|0 [0.923]
##
## Rule 25/117: (10.6, lift 22.3)
## PC1 > -0.430681
## PC3 <= 0.7407557
## PC9 > 0.2649656
## PC21 > 0.9153184
## -> class 1\|0 [0.921]
##
## Rule 25/118: (40.1/2.4, lift 22.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC11 <= 1.077555
## PC16 <= -0.06921371
## PC38 > 0.4342196
## PC45 <= 0.3952569
## -> class 1\|0 [0.920]
##
## Rule 25/119: (77.1/6.6, lift 21.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > -7.573264
## PC10 > -0.3454105
## PC11 <= 1.077555
## PC15 > -3.157014
## PC16 <= -0.06921371
## PC45 <= 0.3952569
## PC62 > -0.4595099
## PC78 <= -0.169979
## -> class 1\|0 [0.904]
##
## Rule 25/120: (51.7/5.7, lift 21.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC16 <= -0.02748807
## PC47 > -0.295758
## PC77 <= 0.7041603
## PC79 <= 0.01465963
## PC94 <= 0.1432274
## -> class 1\|0 [0.876]
##
## Rule 25/121: (5.3, lift 20.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC77 <= 0.7041603
## PC97 <= -1.930828
## -> class 1\|0 [0.863]
##
## Rule 25/122: (4.8, lift 20.7)
## PC1 > 11.12104
## PC6 <= -1.50737
## PC21 <= 0.9153184
## PC71 > -1.227495
## PC99 <= -1.943437
## -> class 1\|0 [0.853]
##
## Rule 25/123: (52.6/12.6, lift 18.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > -7.573264
## PC11 <= 1.077555
## PC16 <= -0.06921371
## PC21 <= 0.9153184
## PC45 <= 0.3952569
## PC62 <= -0.4595099
## -> class 1\|0 [0.752]
##
## Rule 25/124: (134, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC65 <= -0.04479048
## PC79 > 0.01465963
## PC97 > -1.930828
## -> class 1\|1 [0.993]
##
## Rule 25/125: (256.1/2.4, lift 15.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC48 <= 0.2157489
## PC94 > 0.1432274
## -> class 1\|1 [0.987]
##
## Rule 25/126: (72, lift 15.0)
## PC1 > -0.430681
## PC7 > -5.020498
## PC10 > -0.7069036
## PC11 > 1.077555
## PC15 > -3.157014
## PC16 <= -0.06921371
## PC22 <= -0.05790386
## PC42 <= 0.1606697
## -> class 1\|1 [0.986]
##
## Rule 25/127: (88.7/0.2, lift 15.0)
## PC2 > 2.5099
## PC8 <= -3.620445
## PC16 <= -0.02748807
## PC48 <= 0.2157489
## -> class 1\|1 [0.986]
##
## Rule 25/128: (365.1/5.5, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > -7.573264
## PC10 > -0.3454105
## PC11 <= 1.077555
## PC15 > -3.157014
## PC16 <= -0.06921371
## PC21 <= 0.9153184
## PC38 <= 0.4342196
## PC50 <= 0.2316995
## PC62 > -0.4595099
## PC66 <= 0.6217367
## PC69 > -0.6320137
## PC78 > -0.169979
## PC85 <= 0.6241479
## PC87 > -1.114687
## PC93 <= 0.4461545
## -> class 1\|1 [0.982]
##
## Rule 25/129: (356.4/5.4, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > -7.573264
## PC10 > -0.3454105
## PC11 <= 1.077555
## PC15 > -2.286187
## PC16 <= -0.06921371
## PC21 <= 0.9153184
## PC38 <= 0.4342196
## PC50 <= 0.2316995
## PC66 <= 0.6217367
## PC69 > -0.6320137
## PC78 > -0.169979
## PC87 > -1.114687
## -> class 1\|1 [0.982]
##
## Rule 25/130: (51.1, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC33 <= -0.5413352
## -> class 1\|1 [0.981]
##
## Rule 25/131: (45.7, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC30 > -0.2412564
## PC33 <= 0.843222
## PC69 <= 1.456935
## PC85 > -0.01527319
## -> class 1\|1 [0.979]
##
## Rule 25/132: (28.2, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC77 > 0.7041603
## -> class 1\|1 [0.967]
##
## Rule 25/133: (115.1/3, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC47 <= -0.295758
## PC48 <= 0.2157489
## -> class 1\|1 [0.966]
##
## Rule 25/134: (27, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC25 <= -0.03263944
## PC47 > -0.295758
## PC94 <= 0.1432274
## -> class 1\|1 [0.965]
##
## Rule 25/135: (154.7/4.5, lift 14.6)
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC88 > 0.2952977
## -> class 1\|1 [0.965]
##
## Rule 25/136: (174/5.4, lift 14.6)
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC30 > -0.2412564
## PC33 > -0.5413352
## PC39 <= -0.04002334
## PC48 <= 0.2157489
## PC77 <= 0.7041603
## PC80 <= 0.8600772
## PC94 <= 0.1432274
## -> class 1\|1 [0.963]
##
## Rule 25/137: (24.1, lift 14.6)
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC33 > 0.843222
## PC80 <= 0.8600772
## -> class 1\|1 [0.962]
##
## Rule 25/138: (22.2, lift 14.5)
## PC3 > 0.6922847
## PC12 > 2.986485
## PC15 > -3.157014
## PC57 > -1.088154
## -> class 1\|1 [0.959]
##
## Rule 25/139: (105/4.9, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC26 > 0.04895893
## PC30 > -0.2412564
## PC48 <= 0.2157489
## PC80 <= 0.8600772
## -> class 1\|1 [0.945]
##
## Rule 25/140: (25.2/0.7, lift 14.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC48 <= 0.2157489
## PC92 > 0.5065197
## -> class 1\|1 [0.937]
##
## Rule 25/141: (44.5/2, lift 14.2)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC57 > -1.088154
## PC60 <= -0.162758
## PC65 <= 0.06005301
## PC79 > 0.1805173
## -> class 1\|1 [0.935]
##
## Rule 25/142: (79.7/5.4, lift 14.0)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC10 > -0.7069036
## PC45 <= -0.4924593
## PC57 > -1.088154
## PC65 > 0.06005301
## -> class 1\|1 [0.921]
##
## Rule 25/143: (10.5, lift 13.9)
## PC2 <= 2.5099
## PC10 <= -0.3454105
## PC15 > -3.157014
## PC16 <= -0.06921371
## PC81 <= -0.764167
## -> class 1\|1 [0.915]
##
## Rule 25/144: (9.2, lift 13.8)
## PC3 > 1.640775
## PC30 > -0.2412564
## PC48 <= 0.2157489
## PC69 > 1.456935
## PC80 <= 0.8600772
## -> class 1\|1 [0.910]
##
## Rule 25/145: (46.6/7.4, lift 12.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.02748807
## PC16 <= 1.26344
## PC26 <= 0.9802921
## PC51 > -0.7567238
## PC83 > -0.4204092
## PC99 <= 0.8364246
## -> class 1\|1 [0.828]
##
## Rule 25/146: (9.8/2.2, lift 11.0)
## PC1 <= -0.430681
## PC2 > -0.2809945
## PC2 <= 2.5099
## PC8 <= 0.281482
## PC44 > -0.2477247
## -> class 1\|1 [0.729]
##
## Rule 25/147: (43.1/12.1, lift 10.8)
## PC6 > 5.368485
## PC8 <= 0.5793092
## PC15 <= -3.157014
## -> class 1\|1 [0.709]
##
## Rule 25/148: (307/140.8, lift 8.2)
## PC1 > 11.12104
## PC3 <= 0.6922847
## PC10 > -0.7069036
## PC15 > -3.157014
## -> class 1\|1 [0.541]
##
## Rule 25/149: (75.6, lift 17.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 1.26344
## PC51 > -0.7567238
## -> class 1\|2 [0.987]
##
## Rule 25/150: (53, lift 17.6)
## PC2 <= 2.5099
## PC13 <= -0.06920971
## PC15 > -1.299245
## PC16 <= -0.06921371
## PC21 <= 0.9153184
## PC45 > 0.3952569
## -> class 1\|2 [0.982]
##
## Rule 25/151: (49.6, lift 17.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 <= 1.252206
## PC10 > -0.7069036
## PC16 > -0.06921371
## PC45 > -0.4924593
## PC54 > 0.03185932
## PC57 > -1.088154
## PC89 <= -0.3272434
## -> class 1\|2 [0.981]
##
## Rule 25/152: (60.5/0.2, lift 17.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.02748807
## PC26 > 0.9802921
## PC51 > -0.7567238
## -> class 1\|2 [0.980]
##
## Rule 25/153: (45, lift 17.6)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC45 > -0.4924593
## PC49 > 0.6308492
## PC54 > 0.03185932
## PC57 > -1.088154
## PC98 > -0.132918
## -> class 1\|2 [0.979]
##
## Rule 25/154: (45.2, lift 17.6)
## PC3 > 9.508333
## PC16 > -0.02748807
## PC51 <= -0.7567238
## -> class 1\|2 [0.979]
##
## Rule 25/155: (43.3, lift 17.6)
## PC3 > 0.6922847
## PC16 > -0.06921371
## PC45 > -0.4924593
## PC46 > 0.8680487
## PC49 > 0.6308492
## PC57 > -1.088154
## -> class 1\|2 [0.978]
##
## Rule 25/156: (42.7, lift 17.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.02748807
## PC51 > -0.7567238
## PC99 > 0.8364246
## -> class 1\|2 [0.978]
##
## Rule 25/157: (39.4, lift 17.5)
## PC1 > 11.12104
## PC3 <= 0.6922847
## PC6 > -1.50737
## PC16 > -0.06921371
## -> class 1\|2 [0.976]
##
## Rule 25/158: (38.8, lift 17.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.02748807
## PC60 <= -0.9066795
## -> class 1\|2 [0.976]
##
## Rule 25/159: (75.6/0.9, lift 17.5)
## PC2 <= 2.5099
## PC8 > -5.625447
## PC10 <= -0.7069036
## PC14 > 2.051948
## PC15 > -3.157014
## PC49 > -1.030473
## -> class 1\|2 [0.975]
##
## Rule 25/160: (38.4, lift 17.5)
## PC3 > 0.6922847
## PC11 <= -2.6544
## PC16 > -0.06921371
## PC65 > 0.06005301
## -> class 1\|2 [0.975]
##
## Rule 25/161: (34.4, lift 17.5)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC4 > 0.8657938
## PC16 > -0.06921371
## PC45 > -0.4924593
## -> class 1\|2 [0.972]
##
## Rule 25/162: (262.4/7.4, lift 17.4)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC12 <= 2.986485
## PC15 > -3.157014
## PC15 <= 3.877999
## PC16 > -0.06921371
## PC21 <= 0.9153184
## PC65 <= 0.06005301
## PC79 <= 0.1805173
## -> class 1\|2 [0.968]
##
## Rule 25/163: (28.9, lift 17.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.02748807
## PC51 > -0.7567238
## PC83 <= -0.4204092
## -> class 1\|2 [0.968]
##
## Rule 25/164: (27.8, lift 17.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.02748807
## PC68 <= -1.906004
## -> class 1\|2 [0.966]
##
## Rule 25/165: (22, lift 17.2)
## PC5 <= -6.601229
## PC16 > -0.02748807
## PC51 <= -0.7567238
## -> class 1\|2 [0.958]
##
## Rule 25/166: (21.5, lift 17.2)
## PC7 <= -5.020498
## PC10 > -0.7069036
## PC11 > 1.077555
## PC21 <= 0.9153184
## PC45 <= 0.3952569
## -> class 1\|2 [0.957]
##
## Rule 25/167: (15, lift 16.9)
## PC3 > 0.6922847
## PC7 <= 1.252206
## PC16 > -0.06921371
## PC53 > 0.9870729
## PC65 > 0.06005301
## -> class 1\|2 [0.941]
##
## Rule 25/168: (110.6/6.2, lift 16.8)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC16 > -0.06921371
## PC45 > -0.4924593
## PC47 <= 1.281413
## PC49 > 0.6308492
## PC57 > -1.088154
## PC79 <= 0.254708
## PC93 > -0.4926305
## PC100 > -0.02614878
## -> class 1\|2 [0.936]
##
## Rule 25/169: (138.1/8.2, lift 16.8)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC12 <= 2.986485
## PC16 > -0.06921371
## PC57 > -1.088154
## PC60 > -0.162758
## PC65 <= 0.06005301
## PC80 > -1.360059
## -> class 1\|2 [0.934]
##
## Rule 25/170: (40.9/2.1, lift 16.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC21 <= 0.9153184
## PC54 > 0.03185932
## PC61 <= -0.8250551
## PC65 > 0.06005301
## -> class 1\|2 [0.929]
##
## Rule 25/171: (36.5/1.8, lift 16.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7069036
## PC11 > 1.077555
## PC16 <= -0.06921371
## PC21 <= 0.9153184
## PC22 > -0.05790386
## -> class 1\|2 [0.927]
##
## Rule 25/172: (50.6/3.2, lift 16.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7069036
## PC11 > 1.077555
## PC16 <= -0.06921371
## PC42 > 0.1606697
## PC45 <= 0.3952569
## -> class 1\|2 [0.919]
##
## Rule 25/173: (9.5, lift 16.4)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC15 > -3.157014
## PC16 > -0.06921371
## PC22 <= 2.747152
## PC57 <= -1.088154
## -> class 1\|2 [0.913]
##
## Rule 25/174: (30.2/2.1, lift 16.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC48 > 0.2157489
## PC88 <= 0.2952977
## -> class 1\|2 [0.904]
##
## Rule 25/175: (7.2, lift 16.0)
## PC2 <= 2.5099
## PC9 <= -2.617393
## PC15 <= -3.157014
## PC50 <= -0.4994218
## -> class 1\|2 [0.891]
##
## Rule 25/176: (223.4/23.6, lift 16.0)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC16 > -0.06921371
## PC57 > -1.088154
## PC77 <= -0.239746
## -> class 1\|2 [0.891]
##
## Rule 25/177: (29.9/5.6, lift 14.2)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC7 > 1.252206
## PC16 > -0.06921371
## PC65 > 0.06005301
## PC77 > -0.239746
## -> class 1\|2 [0.794]
##
## Rule 25/178: (61.4/15.5, lift 13.3)
## PC2 <= 2.5099
## PC7 <= -7.573264
## PC21 <= 0.9153184
## -> class 1\|2 [0.739]
##
## Rule 25/179: (59.4, lift 14.4)
## PC1 > -0.430681
## PC8 > -0.8013418
## PC15 > 3.877999
## PC16 > -0.06921371
## -> class 1\|3 [0.984]
##
## Rule 25/180: (18.8, lift 13.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC15 > -3.157014
## PC57 > -1.088154
## PC65 <= 0.06005301
## PC80 <= -1.360059
## -> class 1\|3 [0.952]
##
## Rule 25/181: (157.9/7.2, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.508333
## PC5 > -6.601229
## PC51 <= -0.7567238
## PC60 > -0.9066795
## PC68 > -1.906004
## -> class 1\|3 [0.949]
##
## Rule 25/182: (32.4/10.6, lift 9.7)
## PC3 > 0.7407557
## PC10 > -0.7069036
## PC21 > 0.9153184
## -> class 1\|3 [0.664]
##
## Rule 25/183: (4574.2/3360.3, lift 3.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.265]
##
## Rule 25/184: (159.8, lift 13.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC10 <= -0.2740306
## PC68 > 0.3035959
## -> class 2\|0 [0.993]
##
## Rule 25/185: (106.4, lift 13.5)
## PC1 <= -0.430681
## PC8 > 0.281482
## PC19 <= -0.6017641
## PC45 <= -0.1791222
## PC88 > -0.4269749
## -> class 2\|0 [0.991]
##
## Rule 25/186: (74, lift 13.5)
## PC1 > -0.430681
## PC9 <= 0.2649656
## PC10 > -0.7069036
## PC12 > -1.954119
## PC21 > 0.9153184
## PC62 <= 0.1553375
## PC71 > -0.7803868
## PC79 > -0.3155009
## -> class 2\|0 [0.987]
##
## Rule 25/187: (57.1, lift 13.4)
## PC8 > 1.292652
## PC10 <= -0.2740306
## PC82 <= -0.4558334
## -> class 2\|0 [0.983]
##
## Rule 25/188: (554.7/9.8, lift 13.4)
## PC2 <= 2.5099
## PC8 > 0.281482
## PC11 > -0.4004431
## PC16 <= 0.5499262
## PC19 <= -0.6017641
## PC20 <= 0.08323355
## PC30 <= 0.1637613
## PC60 > -0.3799267
## PC61 > -1.071619
## PC71 <= 0.9060505
## -> class 2\|0 [0.981]
##
## Rule 25/189: (255.7/6.9, lift 13.2)
## PC8 > 0.281482
## PC11 > -0.4004431
## PC16 <= 0.5499262
## PC19 <= -0.6017641
## PC20 <= -0.01699446
## PC30 <= 0.4553676
## PC35 > 0.04186293
## PC37 <= -0.1446801
## PC60 > -0.3799267
## PC61 > -1.071619
## PC64 <= 0.1631444
## PC71 <= 0.9060505
## PC77 > -0.8739405
## -> class 2\|0 [0.969]
##
## Rule 25/190: (57.8/0.9, lift 13.2)
## PC1 <= -0.430681
## PC8 > 1.292652
## PC10 <= -0.2740306
## PC24 <= -0.1746948
## -> class 2\|0 [0.968]
##
## Rule 25/191: (26.3, lift 13.2)
## PC8 > 1.292652
## PC10 <= -0.2608784
## PC19 <= -0.6017641
## PC60 <= -0.3799267
## -> class 2\|0 [0.965]
##
## Rule 25/192: (19.3, lift 13.0)
## PC2 <= 0.7678564
## PC10 <= -0.7069036
## PC14 <= 2.051948
## PC15 > -3.157014
## PC27 > 0.2849731
## PC29 <= -0.09987281
## -> class 2\|0 [0.953]
##
## Rule 25/193: (17.1, lift 12.9)
## PC1 <= -0.430681
## PC2 > -0.1525462
## PC8 > 1.292652
## -> class 2\|0 [0.948]
##
## Rule 25/194: (14.2, lift 12.8)
## PC1 > -0.430681
## PC1 <= 11.12104
## PC2 <= 2.5099
## PC3 <= 0.6922847
## PC8 > -0.3640697
## PC10 > -0.7069036
## PC16 > -0.06921371
## PC58 <= -0.08922733
## -> class 2\|0 [0.938]
##
## Rule 25/195: (48.9/2.2, lift 12.8)
## PC1 <= -0.430681
## PC8 > 1.292652
## PC17 > -0.7044799
## PC20 <= 0.08323355
## PC26 <= 4.165228
## PC69 > 0.3280344
## -> class 2\|0 [0.937]
##
## Rule 25/196: (120/7.3, lift 12.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC10 <= -0.2740306
## PC37 <= 0.04729003
## -> class 2\|0 [0.932]
##
## Rule 25/197: (12.2, lift 12.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC16 <= -0.6350949
## PC19 > -0.6017641
## PC20 <= 0.08323355
## -> class 2\|0 [0.930]
##
## Rule 25/198: (53.7/3.1, lift 12.7)
## PC2 <= 2.5099
## PC8 > 1.292652
## PC11 > -0.4004431
## PC17 > 0.4774725
## PC19 <= -0.6017641
## PC20 <= 0.08323355
## PC26 <= 4.165228
## -> class 2\|0 [0.927]
##
## Rule 25/199: (23.8/1.5, lift 12.4)
## PC1 <= -0.430681
## PC8 > 5.296233
## PC19 > -0.6017641
## PC20 <= 0.08323355
## -> class 2\|0 [0.904]
##
## Rule 25/200: (16.2/2.3, lift 11.2)
## PC1 <= -0.430681
## PC8 > 1.292652
## PC17 > -0.7044799
## PC20 <= 0.08323355
## PC28 <= -0.1569469
## PC69 <= 0.3280344
## -> class 2\|0 [0.817]
##
## Rule 25/201: (65.6, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC12 > 5.358043
## -> class 2\|1 [0.985]
##
## Rule 25/202: (33, lift 9.7)
## PC1 > -0.430681
## PC3 <= 0.7407557
## PC9 <= 0.2649656
## PC10 > -0.7069036
## PC21 > 0.9153184
## PC62 > 0.1553375
## -> class 2\|1 [0.971]
##
## Rule 25/203: (25.3, lift 9.6)
## PC2 <= 2.5099
## PC8 > -2.053633
## PC43 > -1.260705
## PC95 > 3.116251
## -> class 2\|1 [0.963]
##
## Rule 25/204: (14.4, lift 9.4)
## PC1 > -0.430681
## PC15 > -3.157014
## PC21 > 0.9153184
## PC71 <= -0.7803868
## -> class 2\|1 [0.939]
##
## Rule 25/205: (19.2/0.7, lift 9.2)
## PC2 <= 2.5099
## PC8 > -2.053633
## PC9 <= 9.952705
## PC44 <= -0.2477247
## PC84 > 2.335635
## -> class 2\|1 [0.918]
##
## Rule 25/206: (44.7/3.7, lift 9.0)
## PC1 <= -0.430681
## PC8 > 1.292652
## PC19 <= -0.6017641
## PC30 > 0.1637613
## PC37 > -0.1446801
## -> class 2\|1 [0.898]
##
## Rule 25/207: (72.2/8.6, lift 8.7)
## PC2 <= -9.307465
## -> class 2\|1 [0.871]
##
## Rule 25/208: (5.5, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.1655254
## PC8 <= 0.281482
## PC28 <= -0.1244157
## PC44 <= -0.2477247
## -> class 2\|1 [0.868]
##
## Rule 25/209: (32.3/4, lift 8.5)
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC9 <= 5.648268
## PC21 > 1.50095
## PC67 > 0.3653468
## PC68 > -1.318275
## -> class 2\|1 [0.854]
##
## Rule 25/210: (67.6/13.6, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC9 <= 5.648268
## PC43 > -1.260705
## PC66 > -1.716099
## PC87 <= -0.8339931
## -> class 2\|1 [0.791]
##
## Rule 25/211: (29.1/5.5, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC9 <= 5.648268
## PC58 > -1.09718
## PC59 <= -0.7404553
## -> class 2\|1 [0.790]
##
## Rule 25/212: (14.1/3.4, lift 7.3)
## PC8 > -2.053633
## PC9 > 9.952705
## PC29 <= 0.2790949
## PC44 <= -0.2477247
## -> class 2\|1 [0.725]
##
## Rule 25/213: (50.6/14.9, lift 7.0)
## PC1 > -0.430681
## PC1 <= 11.12104
## PC2 <= 2.5099
## PC3 <= 0.6922847
## PC8 > -0.3640697
## PC10 > -0.7069036
## PC16 > -0.06921371
## PC21 <= 0.9153184
## PC46 > -0.3936358
## PC58 > -0.08922733
## -> class 2\|1 [0.698]
##
## Rule 25/214: (3001.5/1438.5, lift 5.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## -> class 2\|1 [0.521]
##
## Rule 25/215: (111.2, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.281482
## PC19 > -3.647172
## PC20 > 0.03673479
## PC34 <= 0.873229
## PC68 <= -1.318275
## PC87 > -0.8339931
## -> class 2\|2 [0.991]
##
## Rule 25/216: (78.8, lift 10.9)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC21 <= -1.168543
## PC29 <= 0.2790949
## PC55 > -0.6126752
## PC56 > -0.7253499
## PC67 <= 0.3653468
## -> class 2\|2 [0.988]
##
## Rule 25/217: (44.5/0.2, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC9 <= 5.648268
## PC51 > 0.5273523
## PC84 <= 0.2193472
## PC87 > -0.8339931
## -> class 2\|2 [0.973]
##
## Rule 25/218: (40.3/0.2, lift 10.7)
## PC1 <= -0.430681
## PC8 > -2.053633
## PC8 <= 0.281482
## PC9 <= 9.952705
## PC41 > 2.147295
## PC44 <= -0.2477247
## PC76 > 0.4107093
## -> class 2\|2 [0.971]
##
## Rule 25/219: (65.2/1, lift 10.7)
## PC1 <= -0.430681
## PC2 <= -1.257818
## PC8 > 0.281482
## PC8 <= 2.272961
## PC20 > 0.08323355
## PC35 > -0.6260197
## PC44 <= 0.802502
## PC51 > 0.4598384
## -> class 2\|2 [0.970]
##
## Rule 25/220: (32.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC12 <= -1.185554
## PC29 > 0.2790949
## -> class 2\|2 [0.970]
##
## Rule 25/221: (30.1, lift 10.7)
## PC2 <= -0.2809945
## PC8 > 0.2007374
## PC8 <= 0.281482
## PC30 <= 0.2754268
## PC43 > -1.260705
## PC46 <= 0.49885
## PC51 <= 0.5273523
## PC100 > -0.7762271
## -> class 2\|2 [0.968]
##
## Rule 25/222: (26.4, lift 10.6)
## PC1 > -0.430681
## PC1 <= 11.12104
## PC2 <= 2.5099
## PC3 <= 0.6922847
## PC8 <= -0.3640697
## PC10 > -0.7069036
## PC33 <= 0.9092562
## PC46 > -0.3936358
## PC70 > 0.1453745
## -> class 2\|2 [0.965]
##
## Rule 25/223: (155/4.9, lift 10.6)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= -0.1655254
## PC9 <= -1.020931
## PC12 <= 5.358043
## PC44 <= -0.2477247
## PC76 <= 0.4107093
## -> class 2\|2 [0.962]
##
## Rule 25/224: (21.6, lift 10.5)
## PC2 <= -0.2809945
## PC8 > -2.053633
## PC8 <= 0.281482
## PC58 > -1.09718
## PC66 <= -1.716099
## -> class 2\|2 [0.955]
##
## Rule 25/225: (41.1/1.1, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC8 <= 1.292652
## PC19 > -0.8355679
## PC20 <= 0.08323355
## PC48 <= 0.1582262
## PC61 <= 0.8846653
## PC65 > 0.08551688
## PC69 > -0.07135707
## -> class 2\|2 [0.952]
##
## Rule 25/226: (20.5/0.1, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC44 > -0.2477247
## PC56 <= -0.7253499
## PC58 > -1.09718
## PC59 > -0.7404553
## PC68 > -1.318275
## PC84 <= 0.2193472
## -> class 2\|2 [0.951]
##
## Rule 25/227: (17.9, lift 10.5)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC45 <= 0.2480852
## PC46 <= 0.49885
## PC49 > 0.4144312
## PC55 > -0.6126752
## PC56 > -0.7253499
## PC84 <= 0.2193472
## PC87 > -0.8339931
## -> class 2\|2 [0.950]
##
## Rule 25/228: (17.2, lift 10.4)
## PC1 <= -0.430681
## PC2 <= -1.257818
## PC8 > 0.281482
## PC8 <= 2.272961
## PC20 > 0.08323355
## PC44 <= 0.802502
## PC47 > -0.469431
## PC55 <= -0.4903698
## PC89 <= 0.3423431
## -> class 2\|2 [0.948]
##
## Rule 25/229: (253.7/14, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC13 > -0.3440573
## PC19 > -3.647172
## PC21 <= 1.50095
## PC67 > 0.3653468
## PC68 <= 0.3225138
## PC86 <= 0.6070151
## PC87 > -0.8339931
## -> class 2\|2 [0.941]
##
## Rule 25/230: (30.7/1.2, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC44 > -0.2477247
## PC56 > -0.7253499
## PC84 <= 0.2193472
## PC87 > -0.8339931
## PC100 <= -0.7762271
## -> class 2\|2 [0.933]
##
## Rule 25/231: (37.7/1.8, lift 10.2)
## PC1 <= -0.430681
## PC2 <= -1.257818
## PC8 > 0.281482
## PC8 <= 2.272961
## PC20 > 0.08323355
## PC35 > -0.6260197
## PC44 <= 0.802502
## PC47 > -0.469431
## PC78 > 0.5161648
## -> class 2\|2 [0.929]
##
## Rule 25/232: (11.3, lift 10.2)
## PC1 <= -0.430681
## PC8 > 0.281482
## PC8 <= 1.292652
## PC11 <= -2.491021
## PC69 <= -0.07135707
## -> class 2\|2 [0.925]
##
## Rule 25/233: (74.4/5.3, lift 10.1)
## PC2 <= 2.5099
## PC8 > -3.491543
## PC8 <= -2.053633
## PC15 <= 0.7303821
## PC25 > 0.1588264
## PC42 <= 0.01354714
## PC45 > 0.0398227
## PC68 <= 2.713766
## PC99 > -1.237636
## -> class 2\|2 [0.918]
##
## Rule 25/234: (9.6, lift 10.1)
## PC2 <= 2.5099
## PC8 > -3.491543
## PC8 <= -2.053633
## PC72 <= -6.276124
## -> class 2\|2 [0.914]
##
## Rule 25/235: (9.6, lift 10.1)
## PC1 <= -0.430681
## PC2 <= -1.257818
## PC3 > 0.2418556
## PC8 > 0.281482
## PC8 <= 2.272961
## PC20 > 0.08323355
## PC44 <= 0.802502
## PC47 > -0.469431
## PC51 <= 0.4598384
## -> class 2\|2 [0.913]
##
## Rule 25/236: (107.1/8.6, lift 10.1)
## PC8 > -2.053633
## PC8 <= 0.281482
## PC9 > 5.648268
## PC12 <= 5.358043
## PC19 > -3.647172
## PC34 <= 0.873229
## PC44 > -0.2477247
## PC58 > -1.09718
## PC95 <= 3.116251
## -> class 2\|2 [0.912]
##
## Rule 25/237: (59.3/4.6, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 2.272961
## PC20 > 0.08323355
## PC40 <= -1.557652
## PC47 > -0.469431
## -> class 2\|2 [0.909]
##
## Rule 25/238: (59.5/4.8, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC8 <= 2.272961
## PC20 > 0.4143142
## PC44 <= 0.802502
## -> class 2\|2 [0.906]
##
## Rule 25/239: (74.5/7, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC8 <= 2.272961
## PC20 > 0.08323355
## PC35 > -0.6260197
## PC44 <= 0.802502
## PC89 > 0.3423431
## -> class 2\|2 [0.895]
##
## Rule 25/240: (119.3/12.9, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC8 <= 2.272961
## PC18 > -0.07287568
## PC20 > 0.08323355
## PC44 <= 0.802502
## PC47 > -0.469431
## PC81 > 0.0537382
## PC89 <= 0.3423431
## -> class 2\|2 [0.885]
##
## Rule 25/241: (7.8/0.2, lift 9.7)
## PC2 <= 2.5099
## PC8 > 1.292652
## PC17 <= -0.7044799
## PC20 <= 0.08323355
## PC77 <= -0.717634
## -> class 2\|2 [0.881]
##
## Rule 25/242: (663.7/81.3, lift 9.7)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC9 <= 9.952705
## PC12 <= 5.358043
## PC19 > -3.647172
## PC28 > -0.1244157
## PC33 <= 0.4931622
## PC34 <= 0.873229
## PC44 <= -0.2477247
## PC76 <= 0.4107093
## PC84 <= 2.335635
## -> class 2\|2 [0.876]
##
## Rule 25/243: (16.3/1.8, lift 9.3)
## PC1 <= -0.430681
## PC8 > 2.246104
## PC8 <= 2.272961
## PC20 > 0.08323355
## PC47 > -0.469431
## -> class 2\|2 [0.848]
##
## Rule 25/244: (14.4/1.5, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.491543
## PC8 <= -2.053633
## PC25 <= 0.1588264
## PC27 <= -0.3765402
## PC62 > -0.491961
## -> class 2\|2 [0.848]
##
## Rule 25/245: (5.8/0.2, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC8 <= 1.292652
## PC61 > 0.8017409
## PC61 <= 0.8846653
## -> class 2\|2 [0.847]
##
## Rule 25/246: (5.8/0.3, lift 9.2)
## PC1 <= -0.430681
## PC8 > 0.281482
## PC8 <= 1.292652
## PC20 <= 0.08323355
## PC61 <= 0.8846653
## PC68 <= -2.148863
## -> class 2\|2 [0.832]
##
## Rule 25/247: (106.2/19.1, lift 9.0)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC29 <= 0.2790949
## PC45 > 0.2480852
## PC55 > -0.6126752
## PC58 > -1.09718
## PC59 > -0.7404553
## PC84 <= 0.2193472
## PC87 > -0.8339931
## -> class 2\|2 [0.814]
##
## Rule 25/248: (7.3/0.9, lift 8.7)
## PC1 <= -0.430681
## PC8 > -3.491543
## PC8 <= -2.053633
## PC44 > -1.267251
## PC56 > 0.7649021
## -> class 2\|2 [0.791]
##
## Rule 25/249: (75.7/15.5, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC28 <= -0.1047969
## PC44 > -0.2477247
## PC55 > -0.6126752
## PC84 <= 0.2193472
## PC100 > -0.7762271
## -> class 2\|2 [0.787]
##
## Rule 25/250: (158.2/33.3, lift 8.7)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -3.491543
## PC8 <= 0.281482
## PC58 > 0.5896431
## -> class 2\|2 [0.786]
##
## Rule 25/251: (9.2/2.8, lift 7.3)
## PC2 <= -8.207625
## PC8 > 2.272961
## PC20 > 0.08323355
## -> class 2\|2 [0.665]
##
## Rule 25/252: (24.6/8.6, lift 7.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.281482
## PC8 <= 1.292652
## PC19 > -0.8355679
## PC61 <= 0.8846653
## PC85 <= -1.073961
## -> class 2\|2 [0.638]
##
## Rule 25/253: (150, lift 8.2)
## PC2 <= 2.5099
## PC8 <= -3.491543
## PC11 > -4.127287
## PC27 <= 0.7294041
## PC44 <= 0.8318985
## PC46 <= 0.413817
## PC88 > 0.1388246
## -> class 2\|3 [0.993]
##
## Rule 25/254: (123, lift 8.2)
## PC1 <= -0.430681
## PC2 <= -0.2809945
## PC8 > -2.053633
## PC8 <= 0.281482
## PC12 <= 5.358043
## PC29 <= 0.2790949
## PC43 > -1.260705
## PC51 <= 0.5273523
## PC55 <= -0.6126752
## PC56 > -0.7253499
## PC58 > -1.09718
## PC67 <= 0.3653468
## PC87 > -0.8339931
## -> class 2\|3 [0.992]
##
## Rule 25/255: (69.1, lift 8.1)
## PC1 <= -0.430681
## PC8 <= -2.053633
## PC11 > -4.127287
## PC17 > 0.3029955
## PC44 <= 0.8318985
## PC46 <= 0.413817
## PC49 > 0.1093639
## -> class 2\|3 [0.986]
##
## Rule 25/256: (55.3, lift 8.1)
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC12 <= 5.358043
## PC15 > 0.4805132
## PC34 <= 0.873229
## PC44 > -0.2477247
## PC58 <= -1.09718
## -> class 2\|3 [0.983]
##
## Rule 25/257: (25.6, lift 7.9)
## PC1 <= -0.430681
## PC8 <= -2.053633
## PC22 <= -1.367747
## PC44 > 0.8318985
## PC96 <= 0.303962
## -> class 2\|3 [0.964]
##
## Rule 25/258: (100.2/3.6, lift 7.9)
## PC1 > -0.430681
## PC1 <= 11.12104
## PC3 <= 0.6922847
## PC8 <= -0.3640697
## PC15 > -3.157014
## PC16 > -0.06921371
## PC21 <= 0.9153184
## PC46 > -0.3936358
## PC59 > -0.2559464
## PC70 <= 0.1453745
## -> class 2\|3 [0.955]
##
## Rule 25/259: (80.9/3.4, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= -0.1655254
## PC9 > -1.020931
## PC10 <= 0.2830673
## PC12 <= 5.358043
## PC19 > -3.647172
## PC68 > 0.1161592
## -> class 2\|3 [0.947]
##
## Rule 25/260: (89.5/5, lift 7.7)
## PC8 <= -2.053633
## PC10 > -0.7895166
## PC36 > -0.5941353
## PC58 <= 0.5896431
## PC72 > -6.276124
## PC99 <= -1.237636
## -> class 2\|3 [0.934]
##
## Rule 25/261: (10.9, lift 7.6)
## PC1 > -0.430681
## PC8 <= -5.625447
## PC14 > 2.051948
## -> class 2\|3 [0.923]
##
## Rule 25/262: (48.1/3.2, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.281482
## PC12 <= 5.358043
## PC13 <= -0.3440573
## PC19 > -3.647172
## PC29 <= 0.2790949
## PC34 <= 0.873229
## PC44 > -0.2477247
## PC67 > 0.3653468
## -> class 2\|3 [0.917]
##
## Rule 25/263: (27.5/2.1, lift 7.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 <= -0.7069036
## PC15 > -3.157014
## PC31 <= 0.06491774
## -> class 2\|3 [0.896]
##
## Rule 25/264: (318.6/139.9, lift 4.6)
## PC2 <= 2.5099
## PC9 <= -2.617393
## PC15 <= -3.157014
## -> class 2\|3 [0.560]
##
## Rule 25/265: (12071.6/9648.5, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.201]
##
## Rule 25/266: (216.6, lift 21.6)
## PC8 <= -3.491543
## PC22 > -1.367747
## PC36 <= 0.1523443
## PC44 > 0.8318985
## PC46 <= 0.413817
## PC69 <= 0.671253
## PC96 <= 0.303962
## -> class 2\|4 [0.995]
##
## Rule 25/267: (123.4, lift 21.5)
## PC2 <= 2.5099
## PC8 <= -2.053633
## PC11 <= -4.127287
## PC20 <= 0.3085335
## -> class 2\|4 [0.992]
##
## Rule 25/268: (84.5/0.3, lift 21.4)
## PC1 > -0.430681
## PC9 <= -2.617393
## PC15 <= -3.157014
## PC50 > -0.4994218
## PC88 <= 0.003865504
## PC89 <= 0.4577325
## -> class 2\|4 [0.984]
##
## Rule 25/269: (69.1/0.7, lift 21.2)
## PC2 <= 2.5099
## PC8 <= -3.491543
## PC17 <= 0.3029955
## PC45 <= 0.1559608
## PC46 <= 0.413817
## PC57 <= 0.7117925
## PC86 > -0.5658265
## PC88 <= 0.1388246
## PC90 > 0.3064505
## PC96 <= 0.2898899
## -> class 2\|4 [0.976]
##
## Rule 25/270: (28.7, lift 21.0)
## PC1 <= -0.430681
## PC8 <= -3.491543
## PC27 > 0.7294041
## PC44 <= 0.8318985
## PC46 <= 0.413817
## PC85 > -0.4749953
## -> class 2\|4 [0.967]
##
## Rule 25/271: (23.3, lift 20.9)
## PC9 <= -2.617393
## PC15 <= -3.157014
## PC31 > 1.026484
## PC50 > -0.4994218
## -> class 2\|4 [0.961]
##
## Rule 25/272: (146/5.8, lift 20.7)
## PC1 <= -0.430681
## PC8 <= -2.053633
## PC42 > 0.01447451
## PC62 <= -0.491961
## PC72 > -6.276124
## PC89 > -0.2593155
## PC94 > -0.6773158
## PC95 > 0.003114134
## -> class 2\|4 [0.954]
##
## Rule 25/273: (14.7, lift 20.4)
## PC1 > -0.430681
## PC2 > -2.585374
## PC9 <= -2.617393
## PC15 <= -3.157014
## PC50 > -0.4994218
## -> class 2\|4 [0.940]
##
## Rule 25/274: (275.8/24, lift 19.8)
## PC1 <= -0.430681
## PC8 <= -3.491543
## PC17 > 0.3029955
## PC46 <= 0.413817
## PC49 <= 0.1093639
## PC57 <= 0.7117925
## PC75 <= 0.07939036
## PC85 > -0.4749953
## PC86 > -0.5658265
## PC88 <= 0.1388246
## PC89 <= 0.9043077
## PC93 <= 0.3468122
## PC94 <= 0.8244115
## PC96 <= 0.2898899
## -> class 2\|4 [0.910]
##
## Rule 25/275: (8.8, lift 19.7)
## PC1 > -0.430681
## PC1 <= 11.12104
## PC2 <= 2.5099
## PC3 <= 0.6922847
## PC10 > -0.7069036
## PC15 > -3.157014
## PC21 <= 0.9153184
## PC46 > -0.3936358
## PC59 <= -0.2559464
## -> class 2\|4 [0.907]
##
## Rule 25/276: (21.6/1.7, lift 19.3)
## PC2 <= 2.5099
## PC8 > -3.491543
## PC8 <= -2.053633
## PC22 > 1.012924
## PC25 > 0.1588264
## PC58 <= 0.5896431
## -> class 2\|4 [0.886]
##
## Rule 25/277: (47.7/8.9, lift 17.4)
## PC1 <= -0.430681
## PC2 > -9.307465
## PC2 <= 2.5099
## PC8 > -2.053633
## PC8 <= 0.281482
## PC12 > -1.185554
## PC29 > 0.2790949
## PC47 <= -0.3261924
## PC49 <= 0.1213837
## -> class 2\|4 [0.802]
##
## Rule 25/278: (13.2/2, lift 17.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.491543
## PC8 <= 0.281482
## PC28 <= -0.1421888
## PC62 <= -0.491961
## PC94 > -0.6773158
## -> class 2\|4 [0.802]
##
## Rule 25/279: (14/2.3, lift 17.2)
## PC1 <= -0.430681
## PC8 <= -2.053633
## PC27 <= 0.7294041
## PC45 <= 0.1559608
## PC46 <= 0.413817
## PC58 <= -0.1986643
## PC85 > -0.4749953
## PC86 > -0.5658265
## PC88 <= 0.1388246
## PC93 > 0.3468122
## -> class 2\|4 [0.793]
##
## Rule 25/280: (14.8/4.3, lift 14.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.281482
## PC29 <= 0.2790949
## PC43 <= -1.260705
## PC44 > -0.2477247
## -> class 2\|4 [0.686]
##
## Rule 25/281: (45.8/18.9, lift 12.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.491543
## PC8 <= -2.053633
## PC10 <= -0.7895166
## -> class 2\|4 [0.583]
##
## Rule 25/282: (45.9/19.9, lift 12.2)
## PC8 <= -2.053633
## PC25 <= 0.1588264
## PC41 > 8.661874
## PC72 > -6.276124
## -> class 2\|4 [0.563]
##
## Rule 25/283: (26.5/13.5, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.491543
## PC8 <= -2.053633
## PC18 <= -0.5321527
## PC58 <= 0.5896431
## -> class 2\|4 [0.490]
##
## Rule 25/284: (28.6/19, lift 7.6)
## PC1 > -0.430681
## PC12 > -1.954119
## PC21 > 0.9153184
## PC79 <= -0.3155009
## -> class 2\|4 [0.348]
##
## Default class: 2\|3
##
## ----- Trial 26: -----
##
## Rules:
##
## Rule 26/1: (146.5/1.5, lift 17.4)
## PC1 > -0.6007821
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC18 > 0.6487461
## PC59 <= 0.8656506
## PC87 <= 0.06119468
## -> class 0\|0 [0.983]
##
## Rule 26/2: (27.7, lift 17.1)
## PC1 > -0.775747
## PC7 <= -0.8794407
## PC18 > 2.668103
## PC47 <= -0.4011268
## -> class 0\|0 [0.966]
##
## Rule 26/3: (115.5/5.1, lift 16.7)
## PC1 > -0.775747
## PC2 <= 4.473893
## PC18 > 1.906099
## PC18 <= 2.634908
## PC43 > -1.810695
## PC45 <= 1.456985
## PC55 > -0.4774561
## PC88 > -2.399029
## PC98 <= 0.4982643
## -> class 0\|0 [0.948]
##
## Rule 26/4: (25.8/2.1, lift 15.7)
## PC1 <= -0.775747
## PC12 > -2.032964
## PC13 <= 8.316996
## PC18 > 1.906099
## PC29 <= -2.519265
## -> class 0\|0 [0.888]
##
## Rule 26/5: (3, lift 14.1)
## PC7 <= -0.7224794
## PC17 > -2.13104
## PC18 <= -0.3695138
## PC30 > 3.952512
## -> class 0\|0 [0.801]
##
## Rule 26/6: (2.8, lift 14.0)
## PC12 > -2.032964
## PC18 > 9.219208
## -> class 0\|0 [0.793]
##
## Rule 26/7: (3111.7/2087.3, lift 5.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -2.032964
## PC18 > -0.3695138
## -> class 0\|0 [0.329]
##
## Rule 26/8: (93.4/0.4, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC43 <= 0.6059743
## PC63 > 0.8972487
## PC85 <= 1.667884
## PC86 <= 3.310023
## PC90 > -1.759266
## -> class 0\|1 [0.986]
##
## Rule 26/9: (63.9, lift 12.1)
## PC7 > -0.8794407
## PC12 > -2.032964
## PC13 <= 8.316996
## PC18 > 1.906099
## PC36 <= 2.526415
## PC41 > 0.239016
## -> class 0\|1 [0.985]
##
## Rule 26/10: (56.5, lift 12.0)
## PC13 > 8.316996
## PC20 > -4.036534
## PC31 <= 0.1783828
## PC36 <= 1.476349
## PC42 <= -0.2387451
## PC62 <= 0.690105
## PC73 <= 0.4181305
## -> class 0\|1 [0.983]
##
## Rule 26/11: (75.5/0.4, lift 12.0)
## PC2 > 2.5099
## PC12 > -2.032964
## PC18 > 1.906099
## PC40 <= 2.846748
## PC47 > 0.6906349
## PC48 > -0.4966069
## -> class 0\|1 [0.982]
##
## Rule 26/12: (84/0.7, lift 12.0)
## PC2 > 2.5099
## PC18 > 1.906099
## PC46 <= 0.8215386
## PC55 <= -0.4774561
## PC82 <= 5.756923
## -> class 0\|1 [0.981]
##
## Rule 26/13: (284.1/4.7, lift 12.0)
## PC1 <= -0.775747
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 8.316996
## PC18 > 1.906099
## PC18 <= 9.219208
## PC29 > -2.519265
## PC65 > -2.897177
## PC74 <= 2.351583
## -> class 0\|1 [0.980]
##
## Rule 26/14: (45.8, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC8 > 0.131999
## PC18 > -0.3695138
## PC18 <= 0.2192922
## PC43 <= 0.6059743
## PC90 > -1.759266
## -> class 0\|1 [0.979]
##
## Rule 26/15: (86.3/1, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC18 > 0.6487461
## PC18 <= 1.906099
## PC87 > 0.06119468
## PC98 <= 0.2159296
## -> class 0\|1 [0.977]
##
## Rule 26/16: (86.4/1.1, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC17 > -2.13104
## PC18 <= -0.3695138
## PC30 <= 3.952512
## PC99 > -0.05028043
## -> class 0\|1 [0.976]
##
## Rule 26/17: (39.9, lift 12.0)
## PC1 > -0.6007821
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC18 > -0.3695138
## PC18 <= 0.6487461
## -> class 0\|1 [0.976]
##
## Rule 26/18: (37.3, lift 11.9)
## PC1 > -0.775747
## PC13 <= 8.316996
## PC18 > 1.906099
## PC56 > 1.217546
## PC86 <= 3.310023
## -> class 0\|1 [0.975]
##
## Rule 26/19: (130.8/3.2, lift 11.9)
## PC1 <= -0.6007821
## PC2 > 2.5099
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC50 <= 0.8536695
## PC90 > -1.759266
## -> class 0\|1 [0.968]
##
## Rule 26/20: (33.8/0.2, lift 11.8)
## PC5 > 1.774664
## PC9 > -0.687247
## PC18 > 2.668103
## PC58 > -0.7764863
## PC85 > 0.4690358
## -> class 0\|1 [0.966]
##
## Rule 26/21: (308.3/11.3, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5727633
## PC18 > 0.2192922
## PC18 <= 1.906099
## PC21 > -0.8927413
## PC21 <= 0.6288067
## PC25 > -1.12914
## PC43 <= 0.6059743
## PC59 > -1.632287
## PC76 > -1.71424
## PC85 <= 1.667884
## PC90 > -1.759266
## PC96 <= 1.813257
## -> class 0\|1 [0.960]
##
## Rule 26/22: (25.6/0.2, lift 11.7)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 8.316996
## PC18 > 1.906099
## PC40 <= 2.846748
## PC43 <= -1.810695
## PC46 <= 0.8215386
## -> class 0\|1 [0.958]
##
## Rule 26/23: (20.4, lift 11.7)
## PC12 > -2.032964
## PC13 <= 8.316996
## PC18 > 1.906099
## PC18 <= 2.668103
## PC98 > 0.4982643
## -> class 0\|1 [0.955]
##
## Rule 26/24: (18.9, lift 11.7)
## PC1 > -0.775747
## PC13 <= 8.316996
## PC18 > 1.906099
## PC18 <= 2.668103
## PC40 <= 2.846748
## PC45 > 1.456985
## PC46 <= 0.8215386
## -> class 0\|1 [0.952]
##
## Rule 26/25: (16.8, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC21 > -0.8927413
## PC24 <= -1.026743
## PC43 > 0.6059743
## PC59 > -1.632287
## PC90 > -1.759266
## PC96 <= 1.813257
## -> class 0\|1 [0.947]
##
## Rule 26/26: (75.5/3.5, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.1605581
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC55 > 0.1613281
## PC59 <= 0.906496
## -> class 0\|1 [0.942]
##
## Rule 26/27: (173.1/9.1, lift 11.5)
## PC7 <= -0.8794407
## PC18 > 1.906099
## PC30 > -1.663647
## PC37 > -1.85303
## PC40 <= 2.846748
## PC47 > -0.4011268
## PC54 > -0.8106362
## PC88 > -2.399029
## -> class 0\|1 [0.942]
##
## Rule 26/28: (63.8/2.9, lift 11.5)
## PC2 > 2.5099
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC59 > 0.8656506
## PC90 > -1.759266
## -> class 0\|1 [0.940]
##
## Rule 26/29: (93.6/4.8, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC12 > -2.032964
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC59 > -1.632287
## PC60 <= -0.406259
## PC65 > -2.897177
## PC76 > -1.71424
## PC86 <= 3.310023
## PC90 > -1.759266
## -> class 0\|1 [0.939]
##
## Rule 26/30: (59.9/2.8, lift 11.5)
## PC12 > -2.032964
## PC13 <= 8.316996
## PC18 > 1.906099
## PC27 <= -3.650596
## -> class 0\|1 [0.938]
##
## Rule 26/31: (12.6, lift 11.4)
## PC13 <= 8.316996
## PC18 > 2.634908
## PC18 <= 2.668103
## PC36 <= 2.526415
## -> class 0\|1 [0.932]
##
## Rule 26/32: (134.5/8.4, lift 11.4)
## PC9 <= -0.687247
## PC12 > -2.032964
## PC13 <= 8.316996
## PC18 > 2.668103
## PC41 > -0.1523349
## PC86 <= 3.310023
## -> class 0\|1 [0.931]
##
## Rule 26/33: (162.4/10.6, lift 11.4)
## PC1 > -0.775747
## PC2 > 4.473893
## PC12 > -2.032964
## PC14 <= 1.894085
## PC18 > 1.906099
## PC18 <= 2.668103
## PC39 <= 1.964315
## PC40 <= 2.846748
## PC46 <= 0.8215386
## -> class 0\|1 [0.929]
##
## Rule 26/34: (145.7/9.8, lift 11.4)
## PC18 > 2.668103
## PC29 > -1.204963
## PC37 > -1.85303
## PC41 > -0.1523349
## PC41 <= 0.239016
## PC46 <= 0.8215386
## PC58 <= -0.7764863
## PC72 <= -0.1576636
## PC86 <= 3.310023
## -> class 0\|1 [0.927]
##
## Rule 26/35: (11, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.6315263
## -> class 0\|1 [0.923]
##
## Rule 26/36: (28.6/1.7, lift 11.2)
## PC1 > -0.775747
## PC13 <= 8.316996
## PC18 > 1.906099
## PC46 <= 0.8215386
## PC86 <= 3.310023
## PC88 <= -2.399029
## -> class 0\|1 [0.911]
##
## Rule 26/37: (4.7, lift 10.4)
## PC13 > 8.316996
## PC42 > -0.2387451
## PC82 <= 5.756923
## PC98 > 2.474735
## -> class 0\|1 [0.850]
##
## Rule 26/38: (65/14.8, lift 9.4)
## PC2 > 2.5099
## PC18 > 2.668103
## PC36 <= 2.526415
## PC37 <= -1.85303
## -> class 0\|1 [0.764]
##
## Rule 26/39: (70.2/25.7, lift 7.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC55 > 0.8615937
## -> class 0\|1 [0.630]
##
## Rule 26/40: (83.4/0.2, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC59 <= -1.632287
## PC86 <= 3.310023
## -> class 0\|2 [0.986]
##
## Rule 26/41: (38.5/0.7, lift 9.6)
## PC2 > 2.5099
## PC12 > -2.032964
## PC18 > -0.3695138
## PC65 <= -2.897177
## -> class 0\|2 [0.958]
##
## Rule 26/42: (20.6, lift 9.6)
## PC13 > 8.316996
## PC18 > -0.3695138
## PC31 <= 0.1783828
## PC42 <= -0.2387451
## PC73 > 0.4181305
## -> class 0\|2 [0.956]
##
## Rule 26/43: (20.3, lift 9.6)
## PC2 > 2.5099
## PC18 <= -0.3695138
## PC40 > 0.3781291
## PC40 <= 0.3934716
## PC67 <= 0.4322629
## PC94 > -0.6976095
## -> class 0\|2 [0.955]
##
## Rule 26/44: (16.6, lift 9.5)
## PC13 > 8.316996
## PC42 <= -0.2387451
## PC62 > 0.690105
## -> class 0\|2 [0.946]
##
## Rule 26/45: (53/2.5, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -2.032964
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC85 > 1.667884
## PC86 <= 3.310023
## -> class 0\|2 [0.937]
##
## Rule 26/46: (128.8/7.8, lift 9.4)
## PC13 > 8.316996
## PC14 > 2.137767
## PC18 > -0.3695138
## PC36 <= 1.476349
## PC42 > -0.2387451
## PC63 > -0.9149661
## PC92 > -1.641856
## -> class 0\|2 [0.933]
##
## Rule 26/47: (26.1/1.1, lift 9.3)
## PC1 <= -0.775747
## PC2 > 2.5099
## PC13 <= 8.316996
## PC18 > 1.906099
## PC74 > 2.351583
## -> class 0\|2 [0.925]
##
## Rule 26/48: (34.5/2, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC21 <= -0.8927413
## PC59 > -1.632287
## PC65 > -2.897177
## -> class 0\|2 [0.918]
##
## Rule 26/49: (85.1/6.1, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC24 > -1.026743
## PC43 > 0.6059743
## -> class 0\|2 [0.918]
##
## Rule 26/50: (9.7, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC21 > -0.8927413
## PC59 > -1.632287
## PC86 <= 3.310023
## PC96 > 1.813257
## -> class 0\|2 [0.915]
##
## Rule 26/51: (79.4/7.6, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -2.032964
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC82 <= 5.756923
## PC86 <= 3.310023
## PC90 <= -1.759266
## -> class 0\|2 [0.895]
##
## Rule 26/52: (6.1, lift 8.8)
## PC2 > 2.5099
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC22 > -0.0894394
## PC22 <= -0.08544802
## -> class 0\|2 [0.877]
##
## Rule 26/53: (34.1/3.7, lift 8.8)
## PC2 > 2.5099
## PC13 > 1.698335
## PC13 <= 8.316996
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC67 > -0.2009948
## PC82 <= 5.756923
## PC86 <= 3.310023
## -> class 0\|2 [0.871]
##
## Rule 26/54: (5.1, lift 8.6)
## PC13 > 8.316996
## PC20 <= -4.036534
## PC31 <= 0.1783828
## PC73 <= 0.4181305
## -> class 0\|2 [0.859]
##
## Rule 26/55: (68.3/10, lift 8.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.131999
## PC13 <= 0.6098803
## PC14 <= 0.5727633
## PC18 > -0.3695138
## PC18 <= 0.2192922
## PC43 <= 0.6059743
## PC60 > -0.406259
## PC63 <= 0.8972487
## -> class 0\|2 [0.844]
##
## Rule 26/56: (7662.5/5681.1, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.259]
##
## Rule 26/57: (184.7, lift 10.9)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC5 > -0.501222
## PC7 > -0.4666672
## PC9 <= 0.5981579
## PC17 <= -1.325231
## PC18 <= -0.3695138
## PC49 <= 0.931915
## PC59 <= 0.9189069
## PC62 > -0.4642606
## PC67 <= -0.1188333
## PC78 <= 0.450895
## PC94 <= 0.7863109
## PC95 <= 0.5467693
## PC99 > -0.8973147
## -> class 0\|3 [0.995]
##
## Rule 26/58: (183.6/0.3, lift 10.9)
## PC4 > -8.261679
## PC4 <= 7.902575
## PC7 > -0.4666672
## PC9 <= 0.5981579
## PC11 <= 0.1913967
## PC17 <= -1.325231
## PC18 <= -1.757131
## PC22 > -1.833493
## PC25 <= 0.9713756
## PC40 <= 0.3781291
## PC41 <= 0.161079
## PC49 <= 0.931915
## PC59 <= 0.9189069
## PC62 > -0.4642606
## PC78 <= 0.450895
## PC89 > -0.09294392
## PC94 <= 0.7863109
## -> class 0\|3 [0.993]
##
## Rule 26/59: (92.3, lift 10.8)
## PC3 <= 1.640775
## PC5 <= 2.764018
## PC17 <= -1.325231
## PC36 > -3.183667
## PC95 <= 0.5467693
## PC97 <= -1.553986
## -> class 0\|3 [0.989]
##
## Rule 26/60: (105.1/0.4, lift 10.8)
## PC2 > 2.5099
## PC4 <= 7.902575
## PC7 > -0.7224794
## PC16 > -0.0540816
## PC19 > -0.1013324
## PC62 > -0.4642606
## PC70 <= 1.771152
## PC73 <= -1.382133
## PC78 <= 0.8681839
## PC95 <= 0.5467693
## -> class 0\|3 [0.986]
##
## Rule 26/61: (67, lift 10.8)
## PC13 > 8.316996
## PC42 > -0.2387451
## PC92 <= -1.641856
## -> class 0\|3 [0.986]
##
## Rule 26/62: (65.4, lift 10.8)
## PC2 > 2.5099
## PC4 <= 7.902575
## PC7 > -0.7224794
## PC9 <= 0.5981579
## PC18 <= -0.3695138
## PC19 > -0.1013324
## PC36 <= 2.039692
## PC49 <= 0.931915
## PC62 > -0.4642606
## PC87 <= -0.5174176
## PC95 <= 0.5467693
## -> class 0\|3 [0.985]
##
## Rule 26/63: (64.1, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.261679
## PC4 <= 7.902575
## PC7 > -0.7224794
## PC18 <= -0.3695138
## PC36 > -3.183667
## PC62 > -0.4642606
## PC67 > 0.4322629
## PC95 <= 0.5467693
## -> class 0\|3 [0.985]
##
## Rule 26/64: (116.9/1, lift 10.8)
## PC4 <= 7.902575
## PC5 <= 2.764018
## PC7 > -0.7224794
## PC9 <= 0.5981579
## PC17 <= -1.325231
## PC18 <= -0.3695138
## PC36 > -3.183667
## PC85 <= 1.505421
## PC94 <= -0.6976095
## -> class 0\|3 [0.983]
##
## Rule 26/65: (237.7/3.6, lift 10.7)
## PC4 <= 7.902575
## PC7 > -0.4666672
## PC17 <= -1.325231
## PC18 <= -1.757131
## PC19 > -0.1013324
## PC22 > -1.833493
## PC49 <= 0.931915
## PC59 <= 0.9189069
## PC62 > -0.4642606
## PC70 <= 1.771152
## PC78 <= 0.450895
## PC89 <= -0.09568349
## PC94 <= 0.7863109
## PC95 <= 0.5467693
## PC99 > -0.8973147
## -> class 0\|3 [0.981]
##
## Rule 26/66: (41.6, lift 10.7)
## PC2 > 2.5099
## PC5 > 1.504355
## PC5 <= 2.764018
## PC17 <= -1.325231
## PC95 > 0.5467693
## -> class 0\|3 [0.977]
##
## Rule 26/67: (40.9, lift 10.7)
## PC13 > 8.316996
## PC36 > 1.476349
## -> class 0\|3 [0.977]
##
## Rule 26/68: (86.3/1.1, lift 10.7)
## PC7 > -0.7224794
## PC17 <= -1.325231
## PC18 <= -0.3695138
## PC85 > 1.505421
## -> class 0\|3 [0.976]
##
## Rule 26/69: (103.9/1.8, lift 10.7)
## PC5 <= 2.764018
## PC9 <= 0.5981579
## PC16 > -0.0540816
## PC17 <= -1.325231
## PC18 <= -0.3695138
## PC36 > 2.039692
## -> class 0\|3 [0.974]
##
## Rule 26/70: (33.1, lift 10.6)
## PC2 > 2.5099
## PC17 <= -2.13104
## PC71 > 1.23681
## PC90 > -1.248777
## -> class 0\|3 [0.972]
##
## Rule 26/71: (31.7, lift 10.6)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC5 <= 2.764018
## PC17 <= -1.325231
## PC18 <= -0.3695138
## PC19 <= -0.1013324
## PC62 > -0.4642606
## PC70 <= -0.3740578
## PC85 <= 1.505421
## -> class 0\|3 [0.970]
##
## Rule 26/72: (31.8, lift 10.6)
## PC7 > -0.7224794
## PC17 <= -1.325231
## PC52 > 3.170128
## PC94 > 0.3835147
## -> class 0\|3 [0.970]
##
## Rule 26/73: (27.2, lift 10.6)
## PC1 > -0.7666069
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7224794
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC44 <= 0.5340554
## PC46 > 0.5830795
## -> class 0\|3 [0.966]
##
## Rule 26/74: (41.8/0.7, lift 10.5)
## PC2 > 2.5099
## PC5 <= 1.504355
## PC6 <= 0.1239523
## PC7 > -0.7224794
## PC18 <= -0.3695138
## PC77 > -0.05790963
## PC94 <= 0.3835147
## PC95 > 0.5467693
## -> class 0\|3 [0.961]
##
## Rule 26/75: (18.1, lift 10.4)
## PC1 > -0.7666069
## PC3 <= 1.640775
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC20 <= -1.192887
## PC31 > -0.3434507
## PC55 <= 0.1613281
## PC67 <= -0.1407373
## PC82 <= 0.1400384
## -> class 0\|3 [0.950]
##
## Rule 26/76: (17, lift 10.4)
## PC3 <= 1.640775
## PC17 <= -1.325231
## PC18 <= -0.3695138
## PC37 > 1.425528
## PC95 > 0.5467693
## -> class 0\|3 [0.947]
##
## Rule 26/77: (253.6/14, lift 10.3)
## PC4 > -8.261679
## PC4 <= 7.902575
## PC5 > -0.501222
## PC6 <= 0.08114678
## PC7 > -0.4666672
## PC11 <= 0.1913967
## PC16 > -0.0540816
## PC17 <= -1.325231
## PC18 <= -1.757131
## PC22 > -1.833493
## PC25 <= 0.9713756
## PC41 <= 0.161079
## PC49 <= 0.931915
## PC59 > -1.117986
## PC59 <= 0.9189069
## PC62 > -0.4642606
## PC78 <= 0.450895
## PC80 <= 0.3664107
## PC89 > -0.09568349
## PC95 <= 0.5467693
## -> class 0\|3 [0.941]
##
## Rule 26/78: (14.6, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC18 <= -0.3695138
## PC22 > 2.272664
## PC55 <= 0.8615937
## -> class 0\|3 [0.940]
##
## Rule 26/79: (40.2/1.7, lift 10.2)
## PC2 > 2.5099
## PC12 > -0.04278207
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC20 <= -1.192887
## PC44 <= 0.5340554
## PC79 > 0.4583216
## -> class 0\|3 [0.936]
##
## Rule 26/80: (12.9, lift 10.2)
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC17 <= -2.13104
## PC18 <= -0.3695138
## PC34 <= -1.605904
## PC55 <= 0.8615937
## -> class 0\|3 [0.933]
##
## Rule 26/81: (26.3/0.9, lift 10.2)
## PC8 <= -0.1605581
## PC10 > 6.231593
## PC18 <= -0.3695138
## PC55 > 0.1613281
## -> class 0\|3 [0.933]
##
## Rule 26/82: (71.5/4.1, lift 10.2)
## PC4 > -8.261679
## PC7 > -0.7224794
## PC7 <= -0.4666672
## PC17 <= -1.325231
## PC19 > -0.1013324
## PC49 <= 0.931915
## PC52 <= -0.5913373
## PC78 <= 0.8681839
## PC95 <= 0.5467693
## -> class 0\|3 [0.931]
##
## Rule 26/83: (14.7/0.2, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -0.1877081
## PC8 <= -0.1605581
## PC55 > 0.1613281
## -> class 0\|3 [0.929]
##
## Rule 26/84: (23.9/1.2, lift 10.0)
## PC1 > -0.7666069
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -0.5461736
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC23 <= -1.990978
## -> class 0\|3 [0.915]
##
## Rule 26/85: (9.7, lift 10.0)
## PC2 > 2.5099
## PC7 > -0.7224794
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC41 > 0.2261199
## PC55 <= 0.1613281
## -> class 0\|3 [0.915]
##
## Rule 26/86: (12.7/0.3, lift 10.0)
## PC2 > 2.5099
## PC2 <= 3.280569
## PC3 <= 1.640775
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC55 > 0.1613281
## -> class 0\|3 [0.913]
##
## Rule 26/87: (9.4, lift 10.0)
## PC2 > 2.5099
## PC6 > 0.1239523
## PC17 <= -1.325231
## PC95 > 0.5467693
## -> class 0\|3 [0.912]
##
## Rule 26/88: (45.8/3.6, lift 9.9)
## PC13 > 8.316996
## PC14 <= 2.137767
## PC63 > -0.9149661
## -> class 0\|3 [0.904]
##
## Rule 26/89: (17.8/1.2, lift 9.7)
## PC2 > 2.5099
## PC7 <= -0.7224794
## PC17 <= -2.13104
## PC55 <= 0.8615937
## PC90 <= -1.248777
## -> class 0\|3 [0.887]
##
## Rule 26/90: (26.6/2.5, lift 9.6)
## PC2 > 2.5099
## PC13 > 1.698335
## PC13 <= 8.316996
## PC18 > -0.3695138
## PC18 <= 1.906099
## PC67 <= -0.2009948
## -> class 0\|3 [0.877]
##
## Rule 26/91: (86.9/10.9, lift 9.5)
## PC4 <= 7.902575
## PC7 > -0.7224794
## PC17 <= -1.325231
## PC18 <= -0.3695138
## PC62 <= -0.4642606
## PC82 > 0.2328117
## -> class 0\|3 [0.866]
##
## Rule 26/92: (80.6/11, lift 9.4)
## PC1 > -0.7666069
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC31 > -0.3434507
## PC44 <= 0.5340554
## PC55 <= 0.1613281
## PC82 > 0.1400384
## -> class 0\|3 [0.855]
##
## Rule 26/93: (104.9/15.3, lift 9.3)
## PC3 <= 1.640775
## PC7 > -0.7224794
## PC9 <= 0.5981579
## PC16 <= -0.0540816
## PC17 <= -1.325231
## -> class 0\|3 [0.848]
##
## Rule 26/94: (45.6/7, lift 9.1)
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC20 <= -3.665074
## PC31 > -0.3434507
## -> class 0\|3 [0.832]
##
## Rule 26/95: (31.7/5.3, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.5461736
## PC17 > -1.325231
## PC18 <= -0.3695138
## PC55 <= 0.1613281
## -> class 0\|3 [0.814]
##
## Rule 26/96: (77.1, lift 24.7)
## PC1 > 7.978601
## PC3 <= 0.1229528
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC19 > -0.8741567
## PC21 <= 0.9193565
## PC68 <= 1.231536
## PC98 <= 0.353467
## -> class 1\|0 [0.987]
##
## Rule 26/97: (74.5, lift 24.7)
## PC1 > 0.6041246
## PC2 <= 2.5099
## PC16 <= 0.1122229
## PC25 > 0.5891064
## PC69 > -0.6568275
## -> class 1\|0 [0.987]
##
## Rule 26/98: (167.7/1.9, lift 24.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC11 <= 1.372363
## PC12 > -0.5321216
## PC16 <= -0.9735159
## PC21 <= 0.9193565
## PC49 > -2.058709
## PC78 <= -0.2288972
## -> class 1\|0 [0.983]
##
## Rule 26/99: (46.5/0.3, lift 24.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC16 <= -0.8953013
## PC44 <= -0.1893252
## PC64 > -1.42413
## PC65 > -0.1389549
## -> class 1\|0 [0.972]
##
## Rule 26/100: (223.1/6.7, lift 24.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 > -0.7764253
## PC12 > -0.5321216
## PC16 <= -0.9735159
## PC21 <= 0.9193565
## PC44 > -1.491744
## PC60 > 0.07584439
## PC79 > -0.1678373
## PC91 > -0.4964139
## PC98 <= 0.07035533
## -> class 1\|0 [0.966]
##
## Rule 26/101: (17.8/0.3, lift 23.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC47 > -0.295758
## PC47 <= -0.2729528
## -> class 1\|0 [0.935]
##
## Rule 26/102: (13, lift 23.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 <= -0.05653552
## PC20 <= -0.6707974
## PC25 > -0.03263944
## PC65 > -0.1389549
## -> class 1\|0 [0.933]
##
## Rule 26/103: (43/2.7, lift 23.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC15 > 0.1377357
## PC65 > -0.1389549
## PC68 > 1.713503
## -> class 1\|0 [0.918]
##
## Rule 26/104: (8.4, lift 22.6)
## PC1 <= -0.2947256
## PC3 > 1.640775
## PC47 > -0.295758
## PC65 > -0.1389549
## -> class 1\|0 [0.904]
##
## Rule 26/105: (8.2, lift 22.6)
## PC1 > -0.430681
## PC9 > 0.2649656
## PC21 > 0.9193565
## PC79 > -0.3155009
## -> class 1\|0 [0.902]
##
## Rule 26/106: (190.5/21, lift 22.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC6 <= 8.137499
## PC11 <= 1.372363
## PC16 <= -0.9735159
## PC21 <= 0.9193565
## PC24 <= -0.7200069
## PC44 > -1.491744
## PC63 > -0.4034757
## PC79 > -0.1227392
## PC91 > -0.4964139
## PC98 <= 0.2470101
## -> class 1\|0 [0.886]
##
## Rule 26/107: (197.6/23.3, lift 22.0)
## PC1 > -0.430681
## PC6 <= 8.137499
## PC11 <= 1.372363
## PC15 <= -3.145281
## PC16 <= -0.9735159
## -> class 1\|0 [0.878]
##
## Rule 26/108: (62.1/8.2, lift 21.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC25 > -0.03263944
## PC65 > -0.1389549
## PC81 > 0.5983472
## -> class 1\|0 [0.856]
##
## Rule 26/109: (116.5/16.1, lift 21.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC25 > -0.03263944
## PC47 > -0.295758
## PC64 > -1.42413
## PC65 > 0.2008677
## PC68 <= 1.713503
## -> class 1\|0 [0.856]
##
## Rule 26/110: (24/3.2, lift 21.0)
## PC1 > -0.430681
## PC1 <= 0.6041246
## PC2 <= 2.5099
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC16 <= 0.1122229
## PC56 <= -0.2873907
## -> class 1\|0 [0.839]
##
## Rule 26/111: (176.4/36, lift 19.8)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC14 <= -1.848832
## -> class 1\|0 [0.793]
##
## Rule 26/112: (153.5, lift 14.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC11 <= 1.372363
## PC16 <= -0.9735159
## PC21 <= 0.9193565
## PC49 > -2.058709
## PC98 > 0.2470101
## -> class 1\|1 [0.994]
##
## Rule 26/113: (171.5, lift 14.7)
## PC5 > 12.1829
## PC11 <= 1.372363
## PC16 <= -0.9735159
## PC88 > -0.09878595
## -> class 1\|1 [0.994]
##
## Rule 26/114: (139.1, lift 14.7)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC11 <= 1.372363
## PC16 <= -0.9735159
## PC91 <= -0.4964139
## -> class 1\|1 [0.993]
##
## Rule 26/115: (104.3/0.2, lift 14.6)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC10 > -0.7764253
## PC11 <= 1.372363
## PC12 > -0.5321216
## PC15 > -3.145281
## PC16 <= -0.9735159
## PC49 > -2.058709
## PC79 <= -0.1678373
## -> class 1\|1 [0.989]
##
## Rule 26/116: (90, lift 14.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC11 <= 1.372363
## PC16 <= -0.9735159
## PC60 <= 0.07584439
## PC63 <= -0.4034757
## PC78 > -0.2288972
## PC79 > -0.1678373
## -> class 1\|1 [0.989]
##
## Rule 26/117: (110.8/0.9, lift 14.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7764253
## PC16 <= -0.9735159
## PC21 <= 0.9193565
## PC24 > -0.7200069
## PC60 <= 0.07584439
## PC78 > -0.2288972
## PC91 > -0.4964139
## PC98 <= 0.2470101
## -> class 1\|1 [0.983]
##
## Rule 26/118: (44.1, lift 14.4)
## PC1 > 7.978601
## PC2 > -8.79261
## PC6 <= -0.8999241
## PC16 > -0.9735159
## PC19 <= -0.8741567
## PC21 <= 0.9193565
## -> class 1\|1 [0.978]
##
## Rule 26/119: (41.5, lift 14.4)
## PC1 > 7.978601
## PC2 > -8.79261
## PC6 <= -0.8999241
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC68 > 1.231536
## -> class 1\|1 [0.977]
##
## Rule 26/120: (35.8, lift 14.4)
## PC1 > -0.430681
## PC11 <= 1.372363
## PC16 <= -0.9735159
## PC44 <= -1.491744
## PC49 > -2.058709
## -> class 1\|1 [0.974]
##
## Rule 26/121: (94.7/1.6, lift 14.4)
## PC1 > 7.978601
## PC6 <= -0.8999241
## PC98 > 0.353467
## -> class 1\|1 [0.974]
##
## Rule 26/122: (83.4/1.3, lift 14.4)
## PC1 > -0.430681
## PC1 <= 0.6041246
## PC3 > 0.1229528
## PC16 > -0.9735159
## PC16 <= 0.1122229
## PC21 <= 0.9193565
## PC56 > -0.2873907
## -> class 1\|1 [0.973]
##
## Rule 26/123: (34.2, lift 14.3)
## PC6 > 8.137499
## PC11 <= 1.372363
## PC16 <= -0.9735159
## -> class 1\|1 [0.972]
##
## Rule 26/124: (32.4, lift 14.3)
## PC1 > -0.430681
## PC6 <= -1.580094
## PC10 > -0.7764253
## PC12 <= -1.663528
## PC21 > 0.9193565
## -> class 1\|1 [0.971]
##
## Rule 26/125: (28.9, lift 14.3)
## PC1 > -0.430681
## PC11 > 1.372363
## PC16 <= -0.9735159
## PC21 <= 0.9193565
## PC43 > 0.432047
## -> class 1\|1 [0.968]
##
## Rule 26/126: (17.3, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC11 <= 1.372363
## PC12 <= -0.5321216
## PC16 <= -0.9735159
## PC49 > -2.058709
## -> class 1\|1 [0.948]
##
## Rule 26/127: (50.6/2, lift 13.9)
## PC10 > -0.7764253
## PC16 <= -0.9735159
## PC60 <= 0.07584439
## PC78 > -0.2288972
## PC79 > -0.1678373
## PC79 <= -0.1227392
## PC98 <= 0.2470101
## -> class 1\|1 [0.943]
##
## Rule 26/128: (11.7, lift 13.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -1.621782
## PC18 > 0.2041752
## PC25 <= -0.07683505
## -> class 1\|1 [0.927]
##
## Rule 26/129: (7.1, lift 13.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC5 <= 5.329156
## PC14 > -1.848832
## PC16 > 0.1122229
## PC35 <= -0.09478597
## PC44 > 0.4098228
## PC53 <= 1.027676
## -> class 1\|1 [0.890]
##
## Rule 26/130: (27.3/4, lift 12.3)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC16 <= 0.1122229
## PC33 <= -0.3984103
## PC69 > -0.6568275
## -> class 1\|1 [0.831]
##
## Rule 26/131: (1209.5/611.2, lift 7.3)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.495]
##
## Rule 26/132: (78.4, lift 17.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC13 <= 0.04487998
## PC14 > -1.848832
## PC16 > -0.9735159
## PC53 > 1.027676
## -> class 1\|2 [0.988]
##
## Rule 26/133: (74.5, lift 17.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC5 <= 5.329156
## PC13 <= 0.04487998
## PC14 > -1.848832
## PC16 > 0.1122229
## PC19 > -3.746646
## PC44 <= 0.4098228
## PC77 <= -0.2580194
## -> class 1\|2 [0.987]
##
## Rule 26/134: (73, lift 17.4)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC23 > 2.639679
## PC45 > -0.1746492
## -> class 1\|2 [0.987]
##
## Rule 26/135: (60, lift 17.3)
## PC8 > -5.957941
## PC8 <= -1.621782
## PC10 <= -0.7764253
## PC14 > 2.085181
## PC18 <= 0.2041752
## PC25 <= -0.07683505
## -> class 1\|2 [0.984]
##
## Rule 26/136: (61.4, lift 17.4)
## PC2 <= 2.5099
## PC5 > 2.990929
## PC13 <= 0.04487998
## PC16 > 0.1122229
## PC44 <= 0.4098228
## PC60 <= 1.825348
## PC76 > -0.7472252
## -> class 1\|2 [0.984]
##
## Rule 26/137: (53/0.2, lift 17.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8953013
## PC44 > 0.122181
## PC53 <= 0.1438221
## PC93 > -0.9696231
## -> class 1\|2 [0.979]
##
## Rule 26/138: (157.5/2.7, lift 17.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC16 > 0.230149
## PC25 <= 0.1401676
## PC32 <= 0.1903198
## PC38 <= 0.2084411
## -> class 1\|2 [0.977]
##
## Rule 26/139: (40.3, lift 17.2)
## PC1 > 7.978601
## PC3 <= 0.1229528
## PC6 > -0.8999241
## PC10 > -0.7764253
## PC16 > -0.9735159
## -> class 1\|2 [0.976]
##
## Rule 26/140: (38.3, lift 17.2)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC94 > 1.787622
## -> class 1\|2 [0.975]
##
## Rule 26/141: (36, lift 17.2)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC10 > -0.7764253
## PC16 > 0.1122229
## PC35 > 0.6791058
## -> class 1\|2 [0.974]
##
## Rule 26/142: (35.4, lift 17.2)
## PC5 > 12.1829
## PC88 <= -0.09878595
## -> class 1\|2 [0.973]
##
## Rule 26/143: (35.5, lift 17.2)
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC5 <= -5.495927
## PC16 > 0.1122229
## PC45 > -0.1746492
## PC100 <= 0.510457
## -> class 1\|2 [0.973]
##
## Rule 26/144: (33.8, lift 17.1)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC16 > -0.9735159
## PC44 <= 0.4098228
## PC74 <= -1.942143
## -> class 1\|2 [0.972]
##
## Rule 26/145: (33.8, lift 17.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7764253
## PC16 > 0.1122229
## PC45 > -0.1746492
## PC46 > 0.49885
## PC57 > 0.4791936
## -> class 1\|2 [0.972]
##
## Rule 26/146: (47/0.5, lift 17.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC13 <= 0.04487998
## PC16 > 0.1122229
## PC36 <= -0.5813864
## PC44 <= 0.4098228
## PC45 > -0.3629606
## -> class 1\|2 [0.970]
##
## Rule 26/147: (30.9, lift 17.1)
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8953013
## PC22 <= -2.091307
## -> class 1\|2 [0.970]
##
## Rule 26/148: (28.2, lift 17.0)
## PC2 <= 2.5099
## PC4 <= 0.8657938
## PC5 <= -6.286166
## PC16 > -0.9735159
## PC44 <= 0.4098228
## -> class 1\|2 [0.967]
##
## Rule 26/149: (80/1.9, lift 17.0)
## PC1 > 0.6041246
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC8 > -1.561049
## PC10 > -0.7764253
## PC14 > -1.848832
## PC16 > -0.9735159
## PC16 <= 0.1122229
## PC25 <= 0.5891064
## PC33 > -0.3984103
## -> class 1\|2 [0.965]
##
## Rule 26/150: (26.6, lift 17.0)
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC4 > 0.8657938
## PC16 > 0.1122229
## -> class 1\|2 [0.965]
##
## Rule 26/151: (27.5, lift 17.0)
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC5 <= 5.329156
## PC13 <= 0.04487998
## PC14 > -1.848832
## PC16 > -0.9735159
## PC44 <= 0.4098228
## PC76 <= -0.7472252
## -> class 1\|2 [0.963]
##
## Rule 26/152: (69.5/2.1, lift 16.9)
## PC3 > 0.1229528
## PC10 > -0.7764253
## PC20 <= -1.521745
## PC21 <= 0.9193565
## -> class 1\|2 [0.956]
##
## Rule 26/153: (19.8, lift 16.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC53 > 0.1438221
## PC65 <= -0.6592128
## -> class 1\|2 [0.954]
##
## Rule 26/154: (129.1/5.9, lift 16.7)
## PC2 <= 2.5099
## PC5 > 5.329156
## PC14 > -1.848832
## PC16 > 0.1122229
## -> class 1\|2 [0.948]
##
## Rule 26/155: (41.5/1.4, lift 16.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7764253
## PC11 > 1.372363
## PC16 <= -0.9735159
## PC21 <= 0.9193565
## PC43 <= 0.432047
## PC49 > -2.058709
## -> class 1\|2 [0.946]
##
## Rule 26/156: (19.1/0.2, lift 16.7)
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC38 > 0.2084411
## PC66 <= -0.7080063
## -> class 1\|2 [0.945]
##
## Rule 26/157: (104.5/5.2, lift 16.6)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC13 <= 0.04487998
## PC16 > 0.1122229
## PC33 > -0.4867614
## PC44 <= 0.4098228
## PC62 <= 0.1484447
## PC76 > -0.7472252
## PC100 > 0.510457
## -> class 1\|2 [0.942]
##
## Rule 26/158: (13.8, lift 16.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC27 > 0.3707866
## PC38 > 0.2084411
## -> class 1\|2 [0.937]
##
## Rule 26/159: (10.7, lift 16.2)
## PC1 > -0.430681
## PC13 <= 0.04487998
## PC16 > -0.9735159
## PC20 > -1.521745
## PC45 > -0.3629606
## PC98 <= -0.7135239
## PC100 <= 0.510457
## -> class 1\|2 [0.921]
##
## Rule 26/160: (38/3.8, lift 15.5)
## PC1 > -0.430681
## PC13 <= 0.04487998
## PC16 > 0.1122229
## PC60 > 1.825348
## PC100 <= 0.510457
## -> class 1\|2 [0.881]
##
## Rule 26/161: (6.1, lift 15.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC36 > -0.5813864
## PC42 > 1.448813
## PC44 <= 0.4098228
## -> class 1\|2 [0.877]
##
## Rule 26/162: (20.5/3.4, lift 14.1)
## PC2 <= 2.5099
## PC16 <= -0.9735159
## PC21 <= 0.9193565
## PC49 <= -2.058709
## -> class 1\|2 [0.802]
##
## Rule 26/163: (170.9, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC4 <= 0.8657938
## PC5 > -6.286166
## PC5 <= 2.990929
## PC16 > 0.1122229
## PC20 > -1.521745
## PC35 <= 0.6791058
## PC45 > -0.3629606
## PC45 <= -0.1746492
## PC60 <= 1.825348
## PC100 <= 0.510457
## -> class 1\|3 [0.994]
##
## Rule 26/164: (89.5/1.5, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC27 <= 0.3707866
## PC38 > 0.2084411
## PC66 > -0.7080063
## -> class 1\|3 [0.973]
##
## Rule 26/165: (177.9/6.3, lift 15.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC5 <= 5.329156
## PC10 > -0.7764253
## PC13 > 0.04487998
## PC16 > 0.1122229
## PC38 > 0.04332553
## -> class 1\|3 [0.960]
##
## Rule 26/166: (20, lift 15.7)
## PC1 > -0.430681
## PC8 > -1.621782
## PC10 <= -0.7764253
## PC11 > 2.574085
## -> class 1\|3 [0.955]
##
## Rule 26/167: (38.1/1, lift 15.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC8 <= -1.561049
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC16 <= 0.1122229
## -> class 1\|3 [0.949]
##
## Rule 26/168: (30.9/3, lift 14.4)
## PC2 <= 2.5099
## PC10 <= -0.7764253
## PC14 <= 2.085181
## PC18 <= 0.2041752
## PC25 <= -0.07683505
## -> class 1\|3 [0.880]
##
## Rule 26/169: (61.2/18.1, lift 11.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC32 > 0.1903198
## -> class 1\|3 [0.697]
##
## Rule 26/170: (4580.1/3480.6, lift 3.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.240]
##
## Rule 26/171: (273.9, lift 13.1)
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC9 <= 3.309038
## PC11 > -0.9482124
## PC12 > -0.7665534
## PC21 > 1.364223
## PC60 > -0.4210835
## PC61 > -0.8677605
## PC63 <= 0.1470641
## PC74 > -0.6209176
## -> class 2\|0 [0.996]
##
## Rule 26/172: (198.3, lift 13.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC9 <= 3.309038
## PC11 > -0.9482124
## PC20 <= 0.1357512
## PC34 <= -0.4300818
## PC60 > -0.4210835
## PC63 <= 0.1470641
## PC74 > -0.6209176
## -> class 2\|0 [0.995]
##
## Rule 26/173: (254.3/0.4, lift 13.1)
## PC8 > 1.189587
## PC11 > -0.1778696
## PC21 > -0.2470821
## PC27 > -0.5595469
## PC35 > 0.3481818
## PC52 <= 0.2817972
## PC56 <= 0.1376369
## PC60 > -0.4210835
## PC74 > -0.6209176
## PC84 > -0.6523358
## -> class 2\|0 [0.994]
##
## Rule 26/174: (63.1, lift 13.0)
## PC1 > -0.430681
## PC9 <= 0.2649656
## PC10 > -0.7764253
## PC12 > -1.663528
## PC21 > 0.9193565
## PC62 <= 0.1553375
## PC71 > -0.7803868
## PC79 > -0.3155009
## -> class 2\|0 [0.985]
##
## Rule 26/175: (39.5/0.2, lift 12.8)
## PC2 <= 2.5099
## PC3 > -1.969858
## PC3 <= 0.4447472
## PC8 > -0.6175917
## PC32 > 1.075985
## PC52 > 0.1861159
## PC98 <= 0.6837059
## -> class 2\|0 [0.971]
##
## Rule 26/176: (458/14.1, lift 12.7)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC9 <= 3.309038
## PC11 > -0.1778696
## PC12 > -0.7665534
## PC18 <= 0.1540345
## PC21 > -0.2470821
## PC27 > -0.5595469
## PC31 > -0.9203194
## PC36 <= 0.3499929
## PC45 <= 0.341919
## PC56 <= 0.1376369
## PC60 > -0.4210835
## PC63 <= 0.1470641
## PC74 > -0.6209176
## PC84 > -0.6523358
## PC100 > -0.7949643
## -> class 2\|0 [0.967]
##
## Rule 26/177: (28/0.2, lift 12.6)
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC39 > -0.487377
## PC83 <= -0.4805476
## PC98 > 0.6837059
## -> class 2\|0 [0.960]
##
## Rule 26/178: (200.8/8.9, lift 12.5)
## PC2 <= 2.5099
## PC8 > 1.189587
## PC11 > -0.9482124
## PC20 <= 0.1357512
## PC50 > -0.7493332
## PC63 <= 0.1470641
## PC64 <= -0.6123523
## PC74 > -0.6209176
## PC84 > -0.6523358
## -> class 2\|0 [0.951]
##
## Rule 26/179: (139/7.3, lift 12.4)
## PC1 <= -0.430681
## PC8 > 5.467843
## PC20 <= 0.1357512
## PC63 <= 0.1470641
## -> class 2\|0 [0.941]
##
## Rule 26/180: (169.7/10.5, lift 12.3)
## PC8 > 1.189587
## PC11 > -0.9482124
## PC15 <= -1.415315
## PC20 <= 0.1357512
## PC63 <= 0.1470641
## PC74 > -0.6209176
## PC96 <= 0.09577215
## -> class 2\|0 [0.933]
##
## Rule 26/181: (115.8/11, lift 11.8)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC62 > -0.8184637
## PC66 > 0.6968356
## -> class 2\|0 [0.898]
##
## Rule 26/182: (6.4/0.9, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC20 <= 0.1147595
## PC63 > 0.1470641
## PC66 <= 0.6968356
## PC73 <= -1.100957
## -> class 2\|0 [0.777]
##
## Rule 26/183: (20.2/6.4, lift 8.7)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC20 <= 0.1147595
## PC53 > 0.9778793
## PC63 > 0.1470641
## PC73 > -1.100957
## -> class 2\|0 [0.665]
##
## Rule 26/184: (1524.3/1018.5, lift 4.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 <= -0.7764253
## -> class 2\|0 [0.332]
##
## Rule 26/185: (132.1, lift 9.7)
## PC1 <= -0.430681
## PC7 > 0.1299887
## PC8 > 1.189587
## PC15 <= 1.758332
## PC20 > 0.1357512
## PC40 > -1.626179
## PC63 <= 0.1470641
## -> class 2\|1 [0.993]
##
## Rule 26/186: (243/1, lift 9.7)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC12 <= -0.7665534
## PC34 > -0.4300818
## PC60 > -0.4210835
## -> class 2\|1 [0.992]
##
## Rule 26/187: (99.2, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= 1.27834
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC29 > -0.1006374
## PC60 > 0.2727447
## PC95 <= -0.1269479
## PC98 <= 0.6837059
## -> class 2\|1 [0.990]
##
## Rule 26/188: (84.3, lift 9.7)
## PC8 > 1.189587
## PC11 > -0.9482124
## PC18 > 0.1540345
## PC20 <= 0.1357512
## PC21 <= 1.364223
## PC34 > -0.4300818
## PC50 > -0.7493332
## PC52 <= 0.2817972
## -> class 2\|1 [0.988]
##
## Rule 26/189: (152.4/1, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 2.288101
## PC33 > -0.2940664
## PC37 > -0.2382321
## PC63 > 0.1470641
## PC77 > -0.6857602
## PC98 > -0.00813306
## -> class 2\|1 [0.987]
##
## Rule 26/190: (63.3, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC84 <= -0.6523358
## -> class 2\|1 [0.985]
##
## Rule 26/191: (328.3/4.3, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC20 <= 0.1147595
## PC51 <= 0.5668929
## PC53 <= 0.9778793
## PC62 > -0.8184637
## PC63 > 0.1470641
## PC66 <= 0.6968356
## PC73 > -1.100957
## -> class 2\|1 [0.984]
##
## Rule 26/192: (56.1, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC19 > -3.03778
## PC32 > 1.075985
## PC52 <= 0.1861159
## PC92 <= 0.4115029
## -> class 2\|1 [0.983]
##
## Rule 26/193: (135.2/1.4, lift 9.6)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.1464841
## PC8 <= 1.189587
## PC12 > -1.591749
## PC14 > -1.100824
## PC16 <= 0.9098551
## PC21 > -1.752408
## PC29 <= 0.1583115
## PC55 <= 0.1877458
## PC56 > -0.218751
## PC76 > -0.2802216
## PC81 > -0.6774849
## PC93 <= 0.562978
## -> class 2\|1 [0.982]
##
## Rule 26/194: (45.1, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC56 > -0.4646702
## PC96 <= -0.9079188
## PC98 <= 0.6837059
## -> class 2\|1 [0.979]
##
## Rule 26/195: (50.6/0.3, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC11 <= -0.9482124
## PC20 <= 0.1357512
## PC63 <= 0.1470641
## -> class 2\|1 [0.975]
##
## Rule 26/196: (227.1/4.8, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 1.189587
## PC8 <= 5.467843
## PC11 > -0.9482124
## PC15 > -1.415315
## PC20 <= 0.1357512
## PC60 <= -0.4210835
## PC63 <= 0.1470641
## -> class 2\|1 [0.975]
##
## Rule 26/197: (60.1/0.9, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.969858
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC20 <= -0.4223615
## PC60 > 0.2727447
## PC95 > -0.1269479
## -> class 2\|1 [0.970]
##
## Rule 26/198: (29, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC79 > 0.3692897
## PC98 <= 0.6837059
## -> class 2\|1 [0.968]
##
## Rule 26/199: (62/1, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC11 > -0.9482124
## PC27 > -0.5595469
## PC52 > 0.2817972
## -> class 2\|1 [0.968]
##
## Rule 26/200: (25.5, lift 9.4)
## PC1 > -0.430681
## PC9 <= 0.2649656
## PC10 > -0.7764253
## PC12 > -1.663528
## PC21 > 0.9193565
## PC62 > 0.1553375
## -> class 2\|1 [0.964]
##
## Rule 26/201: (23.3, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC12 <= -1.591749
## PC56 > -0.4646702
## PC92 <= -0.5245895
## PC98 <= 0.6837059
## -> class 2\|1 [0.960]
##
## Rule 26/202: (21.6, lift 9.4)
## PC2 <= -1.025067
## PC3 > -1.613911
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC12 > -1.591749
## PC28 <= -0.1244157
## -> class 2\|1 [0.958]
##
## Rule 26/203: (41.6/1, lift 9.3)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC12 > -1.591749
## PC95 <= -0.5169697
## PC98 <= 0.6837059
## -> class 2\|1 [0.954]
##
## Rule 26/204: (49.2/1.7, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= -0.3876871
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC60 > 0.2727447
## -> class 2\|1 [0.948]
##
## Rule 26/205: (163.3/8.4, lift 9.2)
## PC2 <= 2.5099
## PC3 <= 0.4447472
## PC8 > 0.1464841
## PC8 <= 1.189587
## PC12 > -1.591749
## PC12 <= 0.3013548
## PC16 <= 0.9098551
## PC29 <= 0.1583115
## PC56 > -0.218751
## PC70 <= 0.3541712
## PC76 > -0.2802216
## PC77 > -0.241301
## PC93 <= 0.562978
## -> class 2\|1 [0.943]
##
## Rule 26/206: (14.6, lift 9.2)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.5099
## PC3 <= 0.4447472
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC32 <= 1.075985
## PC60 <= 0.2727447
## -> class 2\|1 [0.940]
##
## Rule 26/207: (30.4/1.1, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.969858
## PC3 <= -1.613911
## PC8 > -0.6175917
## PC8 <= 1.189587
## -> class 2\|1 [0.937]
##
## Rule 26/208: (24.9/0.9, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC38 > 0.5664885
## PC40 > -0.9429052
## PC60 > 0.2727447
## PC81 > -0.331991
## -> class 2\|1 [0.930]
##
## Rule 26/209: (12, lift 9.1)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC8 > -0.1434936
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC21 <= 0.9193565
## PC85 > -0.4525542
## -> class 2\|1 [0.928]
##
## Rule 26/210: (11.1, lift 9.0)
## PC1 > -0.430681
## PC10 > -0.7764253
## PC21 > 0.9193565
## PC71 <= -0.7803868
## -> class 2\|1 [0.924]
##
## Rule 26/211: (10.7, lift 9.0)
## PC1 > -0.430681
## PC2 <= -8.79261
## -> class 2\|1 [0.921]
##
## Rule 26/212: (63.4/10.3, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.178724
## PC32 > 1.43179
## PC43 > -1.385026
## PC63 > 0.06868295
## PC77 > -3.82683
## -> class 2\|1 [0.828]
##
## Rule 26/213: (48.7/8.6, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC32 <= 1.075985
## PC60 > 0.2727447
## PC67 > 0.2804244
## PC81 > -0.331991
## -> class 2\|1 [0.811]
##
## Rule 26/214: (18.1/3.3, lift 7.7)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC3 <= 0.1229528
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC21 <= 0.9193565
## PC44 > 0.800207
## -> class 2\|1 [0.786]
##
## Rule 26/215: (9995.8/8218, lift 1.7)
## PC1 <= 7.978601
## PC3 <= 0.1229528
## PC10 > -0.7764253
## -> class 2\|1 [0.178]
##
## Rule 26/216: (155.9, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC9 > -2.73377
## PC19 > -2.848473
## PC43 <= -1.385026
## PC59 > -0.1148977
## PC60 <= 1.825348
## PC73 > -1.479263
## -> class 2\|2 [0.994]
##
## Rule 26/217: (307.6/6.2, lift 10.2)
## PC3 > -1.296201
## PC3 <= 0.2017353
## PC8 > -3.178724
## PC8 <= -0.6883861
## PC10 > -0.05335607
## PC12 <= 5.249372
## PC19 > -2.848473
## PC29 > -0.2412511
## PC41 > -1.590835
## PC43 > -1.385026
## PC63 > 0.06868295
## PC68 <= 2.949583
## PC78 > -0.08330103
## PC80 <= 1.958725
## -> class 2\|2 [0.977]
##
## Rule 26/218: (42.4, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC15 <= 2.25694
## PC43 > -1.385026
## PC63 <= 0.06868295
## PC92 > 1.300372
## -> class 2\|2 [0.977]
##
## Rule 26/219: (65.9/0.8, lift 10.1)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC18 <= 0.1999117
## PC44 <= 0.800207
## PC47 <= -0.02200633
## PC77 > -0.698553
## PC85 <= -0.4525542
## -> class 2\|2 [0.974]
##
## Rule 26/220: (30.5, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.1738299
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC15 <= 2.25694
## PC22 > 0.808637
## PC29 <= 0.3427134
## PC43 > -1.385026
## PC63 <= 0.06868295
## PC94 > -1.372551
## -> class 2\|2 [0.967]
##
## Rule 26/221: (84.8/1.9, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.6175917
## PC23 > -0.4235344
## PC35 > -1.782501
## PC43 <= -0.9344504
## PC98 > 0.3310586
## -> class 2\|2 [0.966]
##
## Rule 26/222: (165.6/4.8, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= 1.461384
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC15 > -1.014177
## PC28 > -0.1383138
## PC43 <= -1.385026
## PC60 <= 1.825348
## PC73 > -1.479263
## PC87 <= 2.773465
## -> class 2\|2 [0.965]
##
## Rule 26/223: (25.5, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC19 > -2.848473
## PC24 > -3.168845
## PC36 <= -0.7236297
## -> class 2\|2 [0.964]
##
## Rule 26/224: (58.4/1.4, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 2.288101
## PC20 > 0.1147595
## PC37 <= -0.2382321
## PC63 > 0.1470641
## PC66 <= 0.6968356
## -> class 2\|2 [0.960]
##
## Rule 26/225: (134.1/4.7, lift 10.0)
## PC1 <= -0.430681
## PC6 <= -0.1738299
## PC8 > -2.02036
## PC8 <= -0.6175917
## PC18 > -0.2556406
## PC19 > -2.848473
## PC24 > -0.3531695
## PC44 <= 0.2602066
## PC49 <= 0.06548443
## PC63 <= 0.06868295
## PC80 > -0.7950753
## PC83 > -0.9316171
## -> class 2\|2 [0.958]
##
## Rule 26/226: (29.3/0.4, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC20 > 0.1357512
## PC40 <= -1.626179
## PC63 <= 0.1470641
## -> class 2\|2 [0.956]
##
## Rule 26/227: (20.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC16 <= -0.08860379
## PC83 > -0.4805476
## PC98 > 0.6837059
## -> class 2\|2 [0.955]
##
## Rule 26/228: (25.3/0.2, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.1738299
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC24 > -3.168845
## PC28 > -0.2665321
## PC44 > 0.2602066
## PC89 <= -0.6947736
## -> class 2\|2 [0.955]
##
## Rule 26/229: (22.8/0.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC10 > -0.05335607
## PC63 > 0.06868295
## PC78 <= -0.08330103
## PC94 <= -0.2871013
## -> class 2\|2 [0.948]
##
## Rule 26/230: (16, lift 9.8)
## PC2 <= 2.5099
## PC6 <= -0.1738299
## PC8 > -3.178724
## PC15 <= 2.25694
## PC43 > -1.385026
## PC63 <= 0.06868295
## PC79 > 0.5791404
## -> class 2\|2 [0.944]
##
## Rule 26/231: (13.1, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC8 <= 2.288101
## PC20 > 0.1147595
## PC37 > -0.2382321
## PC62 > -0.8184637
## PC66 <= 0.6968356
## PC77 <= -0.6857602
## -> class 2\|2 [0.934]
##
## Rule 26/232: (13.2, lift 9.7)
## PC1 > -0.9956915
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.1738299
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC43 > -1.385026
## PC63 <= 0.06868295
## -> class 2\|2 [0.934]
##
## Rule 26/233: (12.7, lift 9.7)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC62 <= -0.8184637
## PC63 > 0.1470641
## -> class 2\|2 [0.927]
##
## Rule 26/234: (128.4/10.9, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.6175917
## PC9 <= -1.571988
## PC10 > -0.05335607
## PC63 > 0.06868295
## PC94 > -0.2871013
## -> class 2\|2 [0.909]
##
## Rule 26/235: (8.3, lift 9.4)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 2.288101
## PC20 > 0.1147595
## PC33 <= -0.2940664
## -> class 2\|2 [0.903]
##
## Rule 26/236: (17.5/1.1, lift 9.3)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC51 > 0.5668929
## PC62 > -0.8184637
## PC63 > 0.1470641
## -> class 2\|2 [0.894]
##
## Rule 26/237: (8.2/0.1, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC32 > 1.075985
## PC92 > 0.4115029
## -> class 2\|2 [0.889]
##
## Rule 26/238: (7/0.2, lift 9.1)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC15 > 1.758332
## PC20 > 0.1357512
## PC63 <= 0.1470641
## -> class 2\|2 [0.871]
##
## Rule 26/239: (5.4, lift 9.0)
## PC1 <= -0.430681
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC19 <= -2.848473
## PC60 <= -0.2318248
## -> class 2\|2 [0.865]
##
## Rule 26/240: (69.3/11.1, lift 8.6)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 2.288101
## PC20 > 0.1147595
## PC63 > 0.1470641
## PC66 <= 0.6968356
## PC98 <= -0.00813306
## -> class 2\|2 [0.830]
##
## Rule 26/241: (9.6/1, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -3.178724
## PC23 > -2.002534
## PC23 <= -0.4235344
## PC35 > -1.782501
## PC46 <= 0.413817
## PC98 > 0.3310586
## -> class 2\|2 [0.825]
##
## Rule 26/242: (68.8/12.5, lift 8.4)
## PC1 <= -0.430681
## PC6 <= -0.1738299
## PC8 > -3.178724
## PC8 <= -2.02036
## PC15 <= 2.25694
## PC19 > -2.848473
## PC28 > -0.01834604
## PC44 <= 0.2602066
## PC63 <= 0.06868295
## PC80 > -0.7950753
## PC94 > -1.372551
## -> class 2\|2 [0.809]
##
## Rule 26/243: (54.2/10.3, lift 8.3)
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC29 <= 0.3427134
## PC43 > -1.385026
## PC63 <= 0.06868295
## PC94 <= -1.372551
## -> class 2\|2 [0.798]
##
## Rule 26/244: (23.6/4.3, lift 8.3)
## PC1 <= -0.430681
## PC8 <= -3.178724
## PC24 > -3.168845
## PC46 > 0.413817
## PC54 > 0.2533777
## -> class 2\|2 [0.793]
##
## Rule 26/245: (1281.2/612.9, lift 5.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.969858
## PC3 <= 0.4447472
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC98 <= 0.6837059
## -> class 2\|2 [0.522]
##
## Rule 26/246: (7746.6/6622.1, lift 1.5)
## PC1 <= -0.430681
## PC7 <= 0.1299887
## -> class 2\|2 [0.145]
##
## Rule 26/247: (134.4/0.2, lift 7.8)
## PC1 <= -0.9956915
## PC6 <= -0.1738299
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC19 > -2.848473
## PC22 <= 0.808637
## PC28 > -0.2665321
## PC29 <= 0.3427134
## PC30 <= 0.5125714
## PC44 > 0.2602066
## PC63 <= 0.06868295
## PC89 > -0.6947736
## PC92 <= 1.300372
## PC94 > -1.372551
## -> class 2\|3 [0.991]
##
## Rule 26/248: (79, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.3876871
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC38 <= 0.5664885
## PC60 > 0.2727447
## PC67 <= 0.145339
## PC81 > -0.331991
## PC84 > -0.05779885
## PC95 > -0.1269479
## -> class 2\|3 [0.988]
##
## Rule 26/249: (74.2, lift 7.7)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC8 <= -0.1434936
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC21 <= 0.9193565
## PC43 > -1.276819
## PC67 > -0.404483
## PC85 > -0.4525542
## -> class 2\|3 [0.987]
##
## Rule 26/250: (60.2, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC10 <= -0.05335607
## PC28 > -0.2665321
## PC36 > -0.7236297
## PC43 > -1.385026
## PC63 > 0.06868295
## PC87 > -2.384255
## -> class 2\|3 [0.984]
##
## Rule 26/251: (88.7/1.1, lift 7.7)
## PC2 <= 2.5099
## PC8 <= -0.6175917
## PC19 > -2.848473
## PC24 > -3.168845
## PC68 > 2.949583
## PC80 <= 1.958725
## -> class 2\|3 [0.977]
##
## Rule 26/252: (33.8, lift 7.6)
## PC1 <= -0.430681
## PC3 > 0.2017353
## PC8 <= -0.6175917
## PC32 <= 1.43179
## PC63 > 0.06868295
## PC78 > -0.08330103
## -> class 2\|3 [0.971]
##
## Rule 26/253: (28.6, lift 7.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.02036
## PC8 <= -0.6175917
## PC15 <= 2.25694
## PC22 <= 0.808637
## PC24 <= -0.3531695
## PC43 > -1.385026
## PC63 <= 0.06868295
## -> class 2\|3 [0.967]
##
## Rule 26/254: (110.7/3.4, lift 7.5)
## PC1 <= -0.430681
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC19 <= -2.848473
## PC60 > -0.2318248
## PC95 <= 0.1109738
## -> class 2\|3 [0.961]
##
## Rule 26/255: (480.1/18.4, lift 7.5)
## PC1 <= -0.430681
## PC6 > -0.1738299
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC17 <= -0.3588226
## PC29 <= 0.3427134
## PC43 > -1.385026
## PC45 <= 0.4507558
## PC63 <= 0.06868295
## -> class 2\|3 [0.960]
##
## Rule 26/256: (21.9, lift 7.5)
## PC1 <= -0.430681
## PC8 <= -0.6175917
## PC43 <= -1.385026
## PC60 > 1.825348
## PC73 > -1.479263
## -> class 2\|3 [0.958]
##
## Rule 26/257: (107.5/4.2, lift 7.5)
## PC1 <= -0.430681
## PC6 > -0.1738299
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC17 > -0.3588226
## PC19 > -2.848473
## PC21 <= 1.646455
## PC28 > -0.1430286
## PC29 <= 0.3427134
## PC43 > -1.385026
## PC51 <= 0.2536712
## PC60 <= 1.572703
## PC63 <= 0.06868295
## PC88 <= 0.351163
## -> class 2\|3 [0.953]
##
## Rule 26/258: (79/3.1, lift 7.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC9 > -1.571988
## PC19 > -2.848473
## PC43 > -1.385026
## PC63 > 0.06868295
## PC78 <= -0.08330103
## PC92 <= 1.167466
## PC94 > -0.2871013
## -> class 2\|3 [0.949]
##
## Rule 26/259: (15.8, lift 7.4)
## PC1 > -0.430681
## PC3 <= 0.1229528
## PC21 <= 0.9193565
## PC44 <= 0.800207
## PC47 <= -0.02200633
## PC77 <= -0.698553
## -> class 2\|3 [0.944]
##
## Rule 26/260: (280/17.7, lift 7.3)
## PC1 <= -0.9956915
## PC8 > -2.02036
## PC8 <= -0.6175917
## PC28 > -0.2665321
## PC29 <= 0.3427134
## PC30 <= 0.5125714
## PC36 > -0.7236297
## PC43 > -1.385026
## PC49 > 0.06548443
## PC63 <= 0.06868295
## PC79 <= 0.5791404
## PC94 > -1.372551
## -> class 2\|3 [0.934]
##
## Rule 26/261: (7.2, lift 7.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.613911
## PC8 <= 1.189587
## PC32 <= 1.075985
## PC53 <= -1.155431
## PC60 <= 0.2727447
## -> class 2\|3 [0.892]
##
## Rule 26/262: (8.1/0.6, lift 6.6)
## PC2 <= 2.5099
## PC9 <= -2.73377
## PC19 > -2.848473
## PC43 <= -1.385026
## -> class 2\|3 [0.838]
##
## Rule 26/263: (10.7/1.1, lift 6.5)
## PC1 <= -0.430681
## PC6 > 1.27834
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC60 > 0.2727447
## PC95 <= -0.1269479
## -> class 2\|3 [0.832]
##
## Rule 26/264: (30.5/4.8, lift 6.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6175917
## PC8 <= 1.189587
## PC39 <= -0.487377
## PC83 <= -0.4805476
## PC98 > 0.6837059
## -> class 2\|3 [0.820]
##
## Rule 26/265: (39/10.1, lift 5.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -1.969858
## PC8 > -0.6175917
## -> class 2\|3 [0.730]
##
## Rule 26/266: (3505.1/1623, lift 4.2)
## PC2 <= 2.5099
## PC8 <= -1.621782
## -> class 2\|3 [0.537]
##
## Rule 26/267: (77.6, lift 22.6)
## PC2 <= 2.5099
## PC8 <= -3.178724
## PC46 <= 0.413817
## PC48 <= 0.4045093
## PC85 > 0.8064775
## PC98 <= 0.3310586
## -> class 2\|4 [0.986]
##
## Rule 26/268: (52.9, lift 22.5)
## PC1 <= -0.430681
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC19 <= -2.848473
## PC47 <= -0.1673725
## PC95 > 0.1109738
## -> class 2\|4 [0.982]
##
## Rule 26/269: (80.1/1.1, lift 22.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 <= -0.7764253
## PC21 > 0.02643494
## PC25 > -0.07683505
## PC65 > -2.581725
## PC85 > 0.4219957
## -> class 2\|4 [0.975]
##
## Rule 26/270: (41.2, lift 22.3)
## PC8 <= -3.178724
## PC23 <= -2.002534
## PC24 > -3.168845
## PC35 > -1.782501
## PC43 <= 0.835223
## PC92 > -2.982111
## -> class 2\|4 [0.975]
##
## Rule 26/271: (250.7/7.7, lift 22.1)
## PC8 <= -3.178724
## PC34 <= 0.543219
## PC35 > -1.782501
## PC43 > 0.835223
## PC46 <= 0.413817
## PC54 <= 1.07421
## PC76 <= 0.5006346
## -> class 2\|4 [0.966]
##
## Rule 26/272: (25, lift 22.0)
## PC1 <= -0.430681
## PC6 > -0.1738299
## PC8 <= -0.6175917
## PC17 > -0.3588226
## PC51 > 0.2536712
## PC63 <= 0.06868295
## PC94 > -1.372551
## -> class 2\|4 [0.962]
##
## Rule 26/273: (101.8/3.2, lift 22.0)
## PC1 <= -0.430681
## PC8 <= -3.178724
## PC35 > -1.782501
## PC48 > 0.4045093
## PC70 > -0.2246349
## PC88 <= 0.1156002
## -> class 2\|4 [0.959]
##
## Rule 26/274: (133.1/4.6, lift 22.0)
## PC8 <= -3.178724
## PC9 > 4.050429
## PC23 > -2.002534
## PC35 > -1.782501
## PC46 <= 0.413817
## PC47 > -0.3876477
## -> class 2\|4 [0.959]
##
## Rule 26/275: (22, lift 22.0)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC16 > -0.9735159
## PC21 <= 0.9193565
## PC67 <= -0.404483
## -> class 2\|4 [0.958]
##
## Rule 26/276: (158.5/7.7, lift 21.7)
## PC2 <= 2.5099
## PC8 <= -3.178724
## PC19 <= 1.202835
## PC43 <= 0.835223
## PC46 <= 0.413817
## PC47 <= -0.3876477
## PC49 <= 0.1540799
## PC80 > -0.7578422
## PC98 <= 0.3310586
## -> class 2\|4 [0.946]
##
## Rule 26/277: (11.9, lift 21.3)
## PC1 <= -0.430681
## PC6 > 1.461384
## PC8 <= -0.6175917
## PC43 <= -1.385026
## -> class 2\|4 [0.928]
##
## Rule 26/278: (8.6, lift 20.7)
## PC1 <= -0.430681
## PC6 > -0.1738299
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC17 > -0.3588226
## PC28 <= -0.1430286
## -> class 2\|4 [0.906]
##
## Rule 26/279: (8.5, lift 20.7)
## PC36 <= -11.39638
## -> class 2\|4 [0.905]
##
## Rule 26/280: (25.2/2.9, lift 19.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.1738299
## PC8 <= -0.6175917
## PC45 > 0.4507558
## PC63 <= 0.06868295
## -> class 2\|4 [0.856]
##
## Rule 26/281: (4.8, lift 19.5)
## PC2 <= 2.5099
## PC10 <= -0.7764253
## PC25 > -0.07683505
## PC85 <= 0.4219957
## PC99 > 1.747879
## -> class 2\|4 [0.853]
##
## Rule 26/282: (28.9/3.9, lift 19.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.1738299
## PC8 > -3.178724
## PC17 > -0.3588226
## PC60 > 1.572703
## PC63 <= 0.06868295
## -> class 2\|4 [0.841]
##
## Rule 26/283: (24.2/5.1, lift 17.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.178724
## PC8 <= -0.6175917
## PC29 > 0.3427134
## PC30 <= 0.5125714
## PC36 > -0.7236297
## PC63 <= 0.06868295
## -> class 2\|4 [0.768]
##
## Rule 26/284: (11.5/5.2, lift 12.4)
## PC8 <= -3.178724
## PC24 > -3.168845
## PC46 <= 0.413817
## PC92 <= -2.982111
## -> class 2\|4 [0.539]
##
## Default class: 1\|1
##
## ----- Trial 27: -----
##
## Rules:
##
## Rule 27/1: (136.9/0.9, lift 15.4)
## PC2 <= 6.59287
## PC13 <= 7.236558
## PC18 > 2.365061
## PC19 <= 0.007587331
## PC57 > 1.162431
## PC91 <= 2.682686
## -> class 0\|0 [0.986]
##
## Rule 27/2: (177.9/8.3, lift 14.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 0.8367534
## PC14 > 0.5649558
## PC18 <= 2.365061
## PC19 <= 0.1027926
## PC21 > -0.4462331
## PC29 > -0.4235662
## PC30 > -0.7421157
## PC87 <= 0.1316473
## -> class 0\|0 [0.948]
##
## Rule 27/3: (483.5/25.3, lift 14.8)
## PC2 <= 6.59287
## PC4 <= 7.954464
## PC13 <= 7.236558
## PC18 > 2.761912
## PC19 <= 0.007587331
## PC28 <= 2.564032
## PC35 <= 0.3892615
## PC49 <= 0.4585105
## PC52 > -1.627798
## PC74 <= 2.399232
## PC91 <= 2.682686
## PC97 <= 0.169481
## -> class 0\|0 [0.946]
##
## Rule 27/4: (24.6/1.1, lift 14.4)
## PC7 <= -0.7458541
## PC19 <= 0.3461967
## PC30 > 4.817863
## -> class 0\|0 [0.922]
##
## Rule 27/5: (7.5, lift 14.0)
## PC13 > 7.236558
## PC18 > 3.718587
## PC31 > 0.1783828
## -> class 0\|0 [0.895]
##
## Rule 27/6: (7.8/0.3, lift 13.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 > -2.430627
## PC18 <= -0.1703712
## PC44 > 2.195642
## -> class 0\|0 [0.870]
##
## Rule 27/7: (5.7, lift 13.6)
## PC13 > 7.236558
## PC18 > 3.718587
## PC20 > -3.980935
## PC28 <= 2.931851
## PC59 > 2.532087
## -> class 0\|0 [0.870]
##
## Rule 27/8: (66.5/8.2, lift 13.5)
## PC2 > 2.5099
## PC3 > -1.889242
## PC3 <= 1.640775
## PC13 <= 0.8367534
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC21 > -0.4462331
## PC29 > -0.4235662
## PC59 <= -0.5019927
## -> class 0\|0 [0.865]
##
## Rule 27/9: (104.2/20.9, lift 12.4)
## PC2 > 2.5099
## PC6 > 0.2108589
## PC10 <= -0.9345169
## PC18 > -1.136285
## -> class 0\|0 [0.794]
##
## Rule 27/10: (1547.1/613.9, lift 9.4)
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC84 <= 1.938207
## -> class 0\|0 [0.603]
##
## Rule 27/11: (92.9, lift 12.2)
## PC4 <= -7.157087
## PC18 > 2.365061
## PC57 <= 1.162431
## PC86 > -1.272787
## PC97 > 0.169481
## -> class 0\|1 [0.989]
##
## Rule 27/12: (80, lift 12.2)
## PC2 <= 6.59287
## PC13 <= 7.236558
## PC18 > 2.365061
## PC21 <= -0.02218264
## PC27 > -1.167597
## PC30 > 0.2418079
## PC49 > 0.4585105
## PC77 > -0.3036075
## PC86 > -1.272787
## -> class 0\|1 [0.988]
##
## Rule 27/13: (85.4, lift 12.2)
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC42 > 1.801262
## PC86 > -1.272787
## -> class 0\|1 [0.988]
##
## Rule 27/14: (84, lift 12.2)
## PC13 > 7.236558
## PC18 > 3.718587
## PC20 > -3.980935
## PC28 <= 2.931851
## PC31 <= 0.1783828
## PC59 <= 2.532087
## -> class 0\|1 [0.988]
##
## Rule 27/15: (62.9, lift 12.1)
## PC2 > 2.5099
## PC3 > -1.889242
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC21 <= -0.4462331
## -> class 0\|1 [0.985]
##
## Rule 27/16: (54.6, lift 12.1)
## PC7 > -0.7458541
## PC10 <= -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC44 > 0.7174938
## PC76 > -0.02862407
## -> class 0\|1 [0.982]
##
## Rule 27/17: (40, lift 12.0)
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC52 <= -6.357232
## -> class 0\|1 [0.976]
##
## Rule 27/18: (211.4/5.2, lift 12.0)
## PC2 > 6.59287
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC44 > -0.6656802
## PC55 > -0.1295049
## PC75 <= 0.1133059
## PC86 > -1.272787
## PC88 > -4.003706
## -> class 0\|1 [0.971]
##
## Rule 27/19: (134.2/3, lift 12.0)
## PC4 <= 7.954464
## PC18 > 2.761912
## PC43 > 0.2660365
## PC57 <= 1.162431
## PC86 > -1.272787
## PC97 > 0.169481
## -> class 0\|1 [0.970]
##
## Rule 27/20: (45.2/0.5, lift 11.9)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC91 > 2.682686
## -> class 0\|1 [0.968]
##
## Rule 27/21: (110/2.7, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 > -2.430627
## PC18 <= -0.1703712
## PC20 > -2.973031
## PC28 <= 1.022186
## PC30 <= 4.817863
## PC43 <= 0.2651465
## PC44 <= 2.195642
## PC53 > -6.779774
## -> class 0\|1 [0.967]
##
## Rule 27/22: (28.1, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC44 <= 0.7174938
## PC77 > 0.2223647
## -> class 0\|1 [0.967]
##
## Rule 27/23: (35.2/0.4, lift 11.9)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC74 > 2.399232
## -> class 0\|1 [0.963]
##
## Rule 27/24: (49.6/1, lift 11.9)
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC52 <= -1.627798
## PC57 <= 1.162431
## -> class 0\|1 [0.962]
##
## Rule 27/25: (48.9/1.1, lift 11.8)
## PC7 > -0.7458541
## PC15 > -0.2495917
## PC18 <= -0.1703712
## PC57 > 0.218777
## PC78 > 2.43545
## -> class 0\|1 [0.959]
##
## Rule 27/26: (22.7, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= -0.7628639
## PC18 > -0.1703712
## PC19 > 0.1027926
## -> class 0\|1 [0.959]
##
## Rule 27/27: (21.3, lift 11.8)
## PC10 <= -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC95 > 0.6273936
## -> class 0\|1 [0.957]
##
## Rule 27/28: (17.9, lift 11.7)
## PC12 > -2.032964
## PC18 > 2.365061
## PC27 <= -2.540749
## PC57 <= 1.162431
## PC86 > -1.272787
## -> class 0\|1 [0.950]
##
## Rule 27/29: (164.5/7.8, lift 11.7)
## PC2 > 2.5099
## PC10 <= -0.7628639
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC21 > -0.4462331
## PC29 <= -0.4235662
## -> class 0\|1 [0.947]
##
## Rule 27/30: (12.9, lift 11.5)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC19 > 0.007587331
## PC86 > -1.272787
## -> class 0\|1 [0.933]
##
## Rule 27/31: (33.5/1.7, lift 11.4)
## PC2 > 2.5099
## PC3 > -1.889242
## PC3 <= 1.640775
## PC14 > 0.5649558
## PC18 > -0.1703712
## PC29 > -0.4235662
## PC30 <= -0.7421157
## -> class 0\|1 [0.923]
##
## Rule 27/32: (51.8/5.1, lift 10.9)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC35 > 0.3892615
## PC86 <= -0.478604
## -> class 0\|1 [0.886]
##
## Rule 27/33: (68.5/7.8, lift 10.8)
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC31 > 0.2252463
## PC57 <= 1.162431
## -> class 0\|1 [0.875]
##
## Rule 27/34: (5.9, lift 10.8)
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -2.430627
## PC30 > 3.097199
## PC30 <= 4.817863
## -> class 0\|1 [0.873]
##
## Rule 27/35: (317/42.1, lift 10.7)
## PC2 > 2.5099
## PC10 <= -0.7628639
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC87 > 0.1316473
## -> class 0\|1 [0.865]
##
## Rule 27/36: (62/7.7, lift 10.6)
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > 2.365061
## PC18 <= 2.761912
## PC31 <= 0.2252463
## PC32 <= 0.2233723
## PC49 <= 0.4585105
## PC57 <= 1.162431
## -> class 0\|1 [0.863]
##
## Rule 27/37: (50.1/6.7, lift 10.5)
## PC2 > 2.5099
## PC3 > -1.889242
## PC3 <= 1.640775
## PC10 <= -0.7628639
## PC14 <= 0.5649558
## PC18 > -0.1703712
## PC18 <= 2.365061
## -> class 0\|1 [0.852]
##
## Rule 27/38: (100.3/15, lift 10.4)
## PC4 > 7.954464
## PC12 > -2.032964
## PC18 > 2.365061
## PC57 <= 1.162431
## PC86 > -1.272787
## -> class 0\|1 [0.844]
##
## Rule 27/39: (24.3/3.8, lift 10.1)
## PC2 > 2.5099
## PC9 > 0.297108
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC87 > 0.1907422
## -> class 0\|1 [0.819]
##
## Rule 27/40: (184.7/50.6, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -2.032964
## PC18 > -0.1703712
## PC18 <= 3.718587
## PC35 <= -0.3969824
## -> class 0\|1 [0.723]
##
## Rule 27/41: (603/181.7, lift 8.6)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC12 > -2.032964
## PC12 <= 1.927776
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC39 > -1.54784
## PC40 > -2.091298
## PC84 <= 1.938207
## -> class 0\|1 [0.698]
##
## Rule 27/42: (109, lift 10.3)
## PC1 <= -0.4139525
## PC2 > 2.874486
## PC7 > -0.7458541
## PC9 <= 0.5243747
## PC18 > -1.91947
## PC18 <= -1.136285
## PC32 > -1.397449
## PC39 > -0.7481161
## PC40 > -1.58891
## PC52 > -1.922131
## PC78 <= 2.43545
## PC92 > -1.103412
## PC94 > 0.4037371
## -> class 0\|2 [0.991]
##
## Rule 27/43: (106.2, lift 10.3)
## PC2 > 2.5099
## PC12 <= -2.032964
## PC18 > -0.1703712
## PC42 > -2.196222
## -> class 0\|2 [0.991]
##
## Rule 27/44: (92.6, lift 10.3)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC15 > 0.7124785
## PC18 <= -1.136285
## PC34 > -0.3604122
## PC59 <= 0.8846105
## PC91 > -0.737647
## -> class 0\|2 [0.989]
##
## Rule 27/45: (84.8, lift 10.3)
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -2.430627
## PC19 <= 0.3461967
## PC30 <= 3.097199
## PC31 <= 0.3367273
## PC33 > -1.425962
## -> class 0\|2 [0.988]
##
## Rule 27/46: (78.9, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.07482972
## PC18 > -1.91947
## PC18 <= -1.136285
## PC40 > -1.58891
## PC52 > -1.922131
## PC92 > -1.103412
## -> class 0\|2 [0.988]
##
## Rule 27/47: (83.9, lift 10.2)
## PC7 > -0.7458541
## PC16 <= 1.840834
## PC18 <= -1.136285
## PC25 > -0.3697706
## PC33 > 3.754773
## PC71 > -0.928605
## PC78 <= 2.43545
## -> class 0\|2 [0.988]
##
## Rule 27/48: (71.9, lift 10.2)
## PC13 > 7.236558
## PC15 > 0.920364
## PC18 > -0.1703712
## PC18 <= 3.718587
## PC35 > -0.3969824
## -> class 0\|2 [0.986]
##
## Rule 27/49: (65.5, lift 10.2)
## PC3 <= 1.640775
## PC5 > 1.875734
## PC15 > 0.7124785
## PC18 <= -1.136285
## PC43 <= 1.773609
## PC55 > -1.370677
## -> class 0\|2 [0.985]
##
## Rule 27/50: (63.9, lift 10.2)
## PC2 > 2.5099
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC40 <= -2.091298
## PC41 <= 0.3306161
## PC98 > -1.163594
## -> class 0\|2 [0.985]
##
## Rule 27/51: (81.1/0.3, lift 10.2)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -1.136285
## PC32 <= -1.397449
## PC43 <= 1.773609
## PC48 <= 0.3789212
## PC72 <= -0.07845613
## -> class 0\|2 [0.984]
##
## Rule 27/52: (54, lift 10.2)
## PC4 <= -6.964373
## PC18 <= -1.136285
## PC66 > -1.162353
## PC87 > 0.1267545
## -> class 0\|2 [0.982]
##
## Rule 27/53: (47.2, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.1703712
## PC19 <= 0.3461967
## PC43 > 0.2651465
## -> class 0\|2 [0.980]
##
## Rule 27/54: (45.4, lift 10.2)
## PC4 > 7.896845
## PC15 <= 0.7124785
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC78 <= 2.43545
## PC92 > -1.103412
## -> class 0\|2 [0.979]
##
## Rule 27/55: (46.1, lift 10.2)
## PC1 <= -0.4139525
## PC18 > -1.91947
## PC18 <= -1.136285
## PC35 > 0.1219892
## PC35 <= 0.4803709
## PC39 > -0.7481161
## PC40 > -1.58891
## PC52 > -1.922131
## PC92 > -1.103412
## PC94 <= 0.4037371
## PC96 > -0.756959
## -> class 0\|2 [0.979]
##
## Rule 27/56: (94.9/1.5, lift 10.1)
## PC7 <= -0.4666672
## PC18 <= -1.91947
## PC24 > -0.04805686
## PC33 <= 3.754773
## PC43 <= 1.773609
## PC77 > -0.4501603
## PC78 <= 2.43545
## PC98 > -1.040769
## -> class 0\|2 [0.974]
##
## Rule 27/57: (46.5/0.2, lift 10.1)
## PC4 <= -6.964373
## PC18 <= -1.136285
## PC35 > 0.501202
## -> class 0\|2 [0.974]
##
## Rule 27/58: (77.9/1.1, lift 10.1)
## PC3 <= 1.640775
## PC9 <= 0.5243747
## PC18 > -1.91947
## PC18 <= -1.136285
## PC32 > -1.397449
## PC35 <= 0.4803709
## PC39 > -0.7481161
## PC40 > -1.58891
## PC52 > -1.922131
## PC62 > -0.09971878
## PC92 > -1.103412
## -> class 0\|2 [0.973]
##
## Rule 27/59: (38.6/0.1, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC9 > 0.6749936
## PC18 <= -1.136285
## -> class 0\|2 [0.972]
##
## Rule 27/60: (33.9, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -0.9345169
## PC17 > -0.1422031
## PC18 <= -0.1703712
## PC37 <= 1.081589
## PC78 <= 2.43545
## -> class 0\|2 [0.972]
##
## Rule 27/61: (37/0.2, lift 10.0)
## PC3 <= 1.640775
## PC18 > -1.91947
## PC18 <= -1.136285
## PC32 > -1.397449
## PC35 <= 0.4803709
## PC39 > -0.7481161
## PC40 > -1.58891
## PC52 > -1.922131
## PC96 <= -0.756959
## -> class 0\|2 [0.968]
##
## Rule 27/62: (27.4, lift 10.0)
## PC2 > 2.5099
## PC18 > -1.91947
## PC18 <= -1.136285
## PC39 > -0.7481161
## PC62 <= -0.09971878
## PC92 > -1.103412
## PC94 <= 0.4037371
## PC95 <= -0.2095289
## -> class 0\|2 [0.966]
##
## Rule 27/63: (64.8/1.4, lift 10.0)
## PC7 > -0.7458541
## PC10 <= -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC31 <= 0.2845364
## PC76 <= -0.02862407
## PC78 <= 2.43545
## -> class 0\|2 [0.964]
##
## Rule 27/64: (59.5/1.3, lift 10.0)
## PC4 <= -6.964373
## PC7 > -0.7458541
## PC18 <= -0.1703712
## PC34 > -1.94964
## PC84 > 0.2514168
## -> class 0\|2 [0.962]
##
## Rule 27/65: (26.2, lift 10.0)
## PC7 > -0.7458541
## PC18 <= -1.136285
## PC25 <= -2.254268
## PC66 > -1.162353
## PC67 > -0.6125493
## PC94 > -0.487979
## -> class 0\|2 [0.961]
##
## Rule 27/66: (28.4/0.2, lift 10.0)
## PC7 > -0.7458541
## PC18 <= -1.136285
## PC32 > -1.397449
## PC64 <= 4.875659
## PC66 > -1.162353
## PC66 <= -1.000756
## PC78 <= 2.43545
## PC94 > -0.487979
## -> class 0\|2 [0.960]
##
## Rule 27/67: (39.1/0.7, lift 10.0)
## PC4 > 8.238229
## PC10 > -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## -> class 0\|2 [0.960]
##
## Rule 27/68: (22.6, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC29 > 1.807862
## PC37 <= 1.081589
## PC78 <= 2.43545
## -> class 0\|2 [0.959]
##
## Rule 27/69: (73.8/2.2, lift 9.9)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC12 <= 1.927776
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC39 > -1.54784
## PC90 <= -1.207988
## -> class 0\|2 [0.958]
##
## Rule 27/70: (29.9/0.5, lift 9.9)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC12 <= 1.927776
## PC18 > -0.1703712
## PC18 <= 1.108336
## PC39 > -1.54784
## PC59 <= -1.35427
## PC84 <= 1.938207
## -> class 0\|2 [0.952]
##
## Rule 27/71: (17.9, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 > -1.91947
## PC18 <= -1.136285
## PC37 <= -0.8678297
## PC43 <= 1.773609
## PC52 > -1.922131
## PC92 > -1.103412
## PC100 > -0.1612637
## -> class 0\|2 [0.950]
##
## Rule 27/72: (60.5/2.1, lift 9.9)
## PC2 > 2.5099
## PC7 > -0.7458541
## PC10 > -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC37 > 1.081589
## -> class 0\|2 [0.950]
##
## Rule 27/73: (19.6/0.1, lift 9.8)
## PC14 <= 0.276467
## PC18 <= -0.1703712
## PC25 > 0.7619632
## PC38 > 0.07101676
## PC64 <= 4.875659
## PC66 > -1.162353
## PC78 <= 2.43545
## PC94 > -0.487979
## -> class 0\|2 [0.948]
##
## Rule 27/74: (16.7, lift 9.8)
## PC1 <= -0.4139525
## PC2 > 2.5099
## PC5 <= -0.4823957
## PC7 > -0.7458541
## PC18 > -1.91947
## PC18 <= -0.1703712
## PC35 <= 0.4803709
## -> class 0\|2 [0.947]
##
## Rule 27/75: (103.1/4.6, lift 9.8)
## PC3 <= 1.640775
## PC6 <= 0.2108589
## PC7 > -0.7458541
## PC10 <= -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC31 <= 0.2845364
## PC37 <= 1.807821
## PC44 <= 0.7174938
## PC78 <= 2.43545
## PC87 <= 0.1907422
## PC95 <= 0.6273936
## -> class 0\|2 [0.947]
##
## Rule 27/76: (16.3, lift 9.8)
## PC3 <= -1.889242
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC39 <= -1.54784
## PC84 <= 1.938207
## -> class 0\|2 [0.945]
##
## Rule 27/77: (15.9, lift 9.8)
## PC2 > 2.5099
## PC7 > -0.7458541
## PC18 > -1.136285
## PC18 <= -1.111185
## PC37 <= 1.081589
## -> class 0\|2 [0.944]
##
## Rule 27/78: (31.8/0.9, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC37 > 2.849658
## PC78 <= 2.43545
## -> class 0\|2 [0.943]
##
## Rule 27/79: (82.6/4.1, lift 9.7)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC18 <= 1.108336
## PC19 > -0.2329682
## PC40 <= -0.5588934
## PC47 > -0.609759
## -> class 0\|2 [0.940]
##
## Rule 27/80: (64.1/3, lift 9.7)
## PC15 > -0.2495917
## PC18 <= -1.090713
## PC57 <= 0.218777
## PC78 > 2.43545
## PC100 > -0.04304946
## -> class 0\|2 [0.939]
##
## Rule 27/81: (14.8, lift 9.7)
## PC1 > -0.4764788
## PC3 <= 1.640775
## PC18 <= -1.91947
## PC38 > 0.07101676
## PC64 <= -0.4586444
## PC67 > -0.6125493
## -> class 0\|2 [0.937]
##
## Rule 27/82: (14.6, lift 9.7)
## PC18 > -1.91947
## PC18 <= -1.136285
## PC40 <= -1.58891
## PC43 <= 1.773609
## PC52 > -1.922131
## PC92 > -1.103412
## PC100 <= -0.1612637
## -> class 0\|2 [0.936]
##
## Rule 27/83: (44.2/2, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC26 > 1.475225
## PC32 > -1.397449
## PC33 <= 3.754773
## PC43 <= 1.773609
## -> class 0\|2 [0.936]
##
## Rule 27/84: (21/0.5, lift 9.7)
## PC18 <= -1.136285
## PC37 <= 2.849658
## PC64 > 4.875659
## PC78 <= 2.43545
## -> class 0\|2 [0.935]
##
## Rule 27/85: (79.2/4.4, lift 9.7)
## PC13 > 7.236558
## PC18 > -0.1703712
## PC20 > -4.314174
## PC22 > -2.687148
## PC54 <= 1.014989
## PC65 <= -0.2877114
## -> class 0\|2 [0.934]
##
## Rule 27/86: (12.1, lift 9.6)
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.1703712
## PC19 <= 0.3461967
## PC28 > 1.022186
## -> class 0\|2 [0.929]
##
## Rule 27/87: (22.9/1, lift 9.6)
## PC3 <= 1.640775
## PC12 > -2.032964
## PC13 <= 7.236558
## PC18 <= 2.365061
## PC39 > -1.54784
## PC47 > -0.609759
## PC69 <= -3.165598
## PC90 > -1.207988
## -> class 0\|2 [0.921]
##
## Rule 27/88: (10.4, lift 9.5)
## PC13 > 7.236558
## PC18 > -0.1703712
## PC28 > 2.931851
## -> class 0\|2 [0.919]
##
## Rule 27/89: (8.3, lift 9.4)
## PC13 > 7.236558
## PC18 > 3.718587
## PC20 <= -3.980935
## -> class 0\|2 [0.903]
##
## Rule 27/90: (40.3/3.2, lift 9.4)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC18 <= 1.108336
## PC84 <= 1.938207
## PC90 > -1.207988
## PC98 > 0.7176622
## -> class 0\|2 [0.902]
##
## Rule 27/91: (7.9, lift 9.3)
## PC2 > 2.5099
## PC3 > -1.889242
## PC3 <= 1.640775
## PC10 > -0.7628639
## PC18 > -0.1703712
## PC18 <= 2.365061
## -> class 0\|2 [0.899]
##
## Rule 27/92: (59.4/7.4, lift 9.0)
## PC14 <= 0.276467
## PC18 <= -1.91947
## PC33 > 2.897988
## PC37 <= 2.849658
## PC43 <= 1.773609
## PC64 <= 4.875659
## PC66 > -1.162353
## PC94 > -0.487979
## -> class 0\|2 [0.864]
##
## Rule 27/93: (69.1/9, lift 8.9)
## PC18 <= -1.136285
## PC32 > -1.397449
## PC34 <= -1.94964
## PC43 <= 1.773609
## PC72 <= -0.008416203
## PC73 > -0.2760233
## PC94 > -0.487979
## -> class 0\|2 [0.860]
##
## Rule 27/94: (15.9/1.8, lift 8.7)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC13 <= 7.236558
## PC18 <= 2.365061
## PC19 <= -0.2329682
## PC40 > -2.091298
## -> class 0\|2 [0.841]
##
## Rule 27/95: (88.1/13.8, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC10 > -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC22 > 0.2994803
## -> class 0\|2 [0.836]
##
## Rule 27/96: (5.2/0.4, lift 8.4)
## PC2 > 2.5099
## PC18 <= -0.1703712
## PC38 > 0.07101676
## PC38 <= 0.07261771
## -> class 0\|2 [0.813]
##
## Rule 27/97: (4.5/0.2, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > 1.913571
## PC38 > 0.07101676
## -> class 0\|2 [0.811]
##
## Rule 27/98: (49.9/10.2, lift 8.1)
## PC2 > 2.5099
## PC3 <= -1.889242
## PC12 <= 1.927776
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC18 <= 2.365061
## PC47 <= -0.609759
## PC84 <= 1.938207
## -> class 0\|2 [0.784]
##
## Rule 27/99: (46.8/10.8, lift 7.9)
## PC2 > 2.5099
## PC7 > -0.7458541
## PC9 <= 0.6749936
## PC18 <= -1.136285
## PC67 <= -0.6125493
## PC78 <= 2.43545
## -> class 0\|2 [0.759]
##
## Rule 27/100: (20.4/5.3, lift 7.5)
## PC2 > 2.5099
## PC18 > -1.136285
## PC73 > 3.633124
## -> class 0\|2 [0.719]
##
## Rule 27/101: (39.6/11.4, lift 7.3)
## PC2 > 2.5099
## PC18 > -0.1703712
## PC84 > 1.938207
## -> class 0\|2 [0.703]
##
## Rule 27/102: (163, lift 9.5)
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 <= -1.91947
## PC26 <= 1.475225
## PC32 > -1.397449
## PC33 <= 3.754773
## PC94 <= -0.487979
## -> class 0\|3 [0.994]
##
## Rule 27/103: (313.8/1.6, lift 9.5)
## PC4 > -6.964373
## PC7 > -0.4666672
## PC15 <= 0.7124785
## PC17 <= 0.2433885
## PC18 <= -1.91947
## PC30 <= 1.146639
## PC32 > -1.397449
## PC38 <= 0.07101676
## PC66 > -1.000756
## PC67 > -0.6125493
## PC79 > -1.625051
## -> class 0\|3 [0.992]
##
## Rule 27/104: (40.6, lift 9.3)
## PC13 > 7.236558
## PC15 <= 0.920364
## PC20 <= -4.314174
## -> class 0\|3 [0.977]
##
## Rule 27/105: (31.8, lift 9.3)
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -2.430627
## PC33 <= -1.425962
## -> class 0\|3 [0.970]
##
## Rule 27/106: (25.5, lift 9.2)
## PC2 > 2.5099
## PC12 <= -2.032964
## PC42 <= -2.196222
## -> class 0\|3 [0.964]
##
## Rule 27/107: (25, lift 9.2)
## PC18 <= -0.1703712
## PC53 <= -6.779774
## -> class 0\|3 [0.963]
##
## Rule 27/108: (12.7, lift 8.9)
## PC7 > -0.7458541
## PC10 <= -0.9345169
## PC18 > -1.136285
## PC18 <= -0.1703712
## PC31 > 0.2845364
## -> class 0\|3 [0.932]
##
## Rule 27/109: (22.6/2.8, lift 8.1)
## PC2 > 2.5099
## PC16 > 1.840834
## PC33 > 3.754773
## -> class 0\|3 [0.847]
##
## Rule 27/110: (8014/5939.9, lift 2.5)
## PC2 > 2.5099
## -> class 0\|3 [0.259]
##
## Rule 27/111: (34.8, lift 26.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC46 > 0.9321272
## PC71 > 0.972841
## -> class 1\|0 [0.973]
##
## Rule 27/112: (205.3/6.1, lift 25.9)
## PC1 > -0.430681
## PC12 > 2.3317
## PC16 <= 2.509746
## PC19 > 2.417467
## PC41 <= 1.23103
## PC70 > -0.458995
## PC91 > -0.4093689
## -> class 1\|0 [0.966]
##
## Rule 27/113: (15.1, lift 25.2)
## PC1 > -0.1217223
## PC1 <= 1.163324
## PC2 <= 2.5099
## PC3 > 0.775887
## PC16 <= 0.3594292
## PC57 > 0.1156747
## PC94 > -0.9760069
## -> class 1\|0 [0.942]
##
## Rule 27/114: (113.3/7, lift 24.9)
## PC2 > 2.5099
## PC7 > -8.338532
## PC16 <= -5.274351
## PC33 > -0.5413352
## PC78 <= 0.267622
## -> class 1\|0 [0.930]
##
## Rule 27/115: (22.6/1.8, lift 23.7)
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC37 > 0.280546
## PC54 <= -0.2720395
## PC71 > 0.972841
## -> class 1\|0 [0.885]
##
## Rule 27/116: (5, lift 22.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC43 <= -1.018115
## PC71 > 0.972841
## -> class 1\|0 [0.856]
##
## Rule 27/117: (4.8, lift 22.9)
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC47 > 0.1406486
## PC51 > -0.1606648
## PC70 > 1.537228
## -> class 1\|0 [0.853]
##
## Rule 27/118: (6.2/0.3, lift 22.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC51 > -0.1606648
## PC71 <= 0.972841
## PC77 > 0.5952014
## -> class 1\|0 [0.846]
##
## Rule 27/119: (14.9/1.9, lift 22.2)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.5099
## PC57 > 1.028121
## PC91 <= 0.2982692
## -> class 1\|0 [0.828]
##
## Rule 27/120: (8.1/0.8, lift 22.1)
## PC3 > 1.640775
## PC47 > 0.1406486
## PC71 > 0.972841
## PC83 <= -0.4155691
## -> class 1\|0 [0.826]
##
## Rule 27/121: (52.1/12.3, lift 20.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC47 <= 0.1406486
## PC51 > -0.1606648
## PC71 > 0.972841
## -> class 1\|0 [0.755]
##
## Rule 27/122: (159.6/42.5, lift 19.6)
## PC2 <= 2.5099
## PC10 > -0.7928229
## PC16 <= -0.71062
## PC34 <= -1.239713
## -> class 1\|0 [0.731]
##
## Rule 27/123: (83.8/29.8, lift 17.2)
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC17 > -0.1012408
## PC37 > 0.280546
## -> class 1\|0 [0.641]
##
## Rule 27/124: (771.3/427.6, lift 11.9)
## PC1 > -0.1217223
## PC3 <= 0.775887
## PC10 > -0.7928229
## PC19 > -1.152695
## -> class 1\|0 [0.446]
##
## Rule 27/125: (145.2/0.9, lift 13.9)
## PC1 > 1.163324
## PC10 > -0.7928229
## PC16 <= 0.3594292
## PC21 > -0.8702136
## PC98 > 0.4019556
## -> class 1\|1 [0.987]
##
## Rule 27/126: (57.3, lift 13.8)
## PC1 > 15.23147
## PC6 <= -1.13717
## PC10 > -0.7928229
## PC19 <= -1.152695
## -> class 1\|1 [0.983]
##
## Rule 27/127: (55.9, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC6 <= -1.736889
## PC15 > -1.050178
## PC19 > 0.2935774
## -> class 1\|1 [0.981]
##
## Rule 27/128: (38.4, lift 13.7)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.5099
## PC57 > 1.028121
## PC91 > 0.2982692
## -> class 1\|1 [0.975]
##
## Rule 27/129: (29, lift 13.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC6 <= 3.749432
## PC9 > -0.1601986
## PC12 <= 2.3317
## PC23 <= 2.17248
## PC68 > 1.034019
## -> class 1\|1 [0.968]
##
## Rule 27/130: (27.4, lift 13.6)
## PC1 > 9.845796
## PC3 <= 0.775887
## PC9 <= -0.1601986
## PC10 > -0.7928229
## PC19 > -1.152695
## -> class 1\|1 [0.966]
##
## Rule 27/131: (56.4/1.1, lift 13.6)
## PC2 <= 2.5099
## PC4 <= -1.624887
## PC6 <= 6.017145
## PC26 > -0.4998997
## PC57 <= -0.3763379
## -> class 1\|1 [0.965]
##
## Rule 27/132: (35.4/0.4, lift 13.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -1.050178
## PC55 <= -0.5716879
## -> class 1\|1 [0.962]
##
## Rule 27/133: (375.3/22.9, lift 13.2)
## PC1 > -0.430681
## PC9 > -0.09433286
## PC12 > 2.3317
## PC19 <= 2.417467
## PC39 <= 0.8150619
## PC67 > -0.1708669
## PC87 <= 0.4878679
## PC96 <= 0.3956875
## -> class 1\|1 [0.937]
##
## Rule 27/134: (48.6/2.3, lift 13.1)
## PC1 > -0.430681
## PC3 > 0.775887
## PC16 <= -0.71062
## PC34 <= -1.239713
## PC99 <= 0.4640183
## -> class 1\|1 [0.935]
##
## Rule 27/135: (12.9, lift 13.1)
## PC1 > -0.430681
## PC9 > -0.09433286
## PC12 > 2.3317
## PC16 <= 2.509746
## PC91 <= -0.4093689
## -> class 1\|1 [0.933]
##
## Rule 27/136: (59/3.4, lift 13.0)
## PC1 <= 1.163324
## PC2 <= 2.5099
## PC3 > 0.775887
## PC12 <= 2.3317
## PC16 <= 0.3594292
## PC21 > -0.8702136
## PC57 <= 0.1156747
## -> class 1\|1 [0.928]
##
## Rule 27/137: (41.6/2.3, lift 13.0)
## PC1 > -0.1217223
## PC3 <= 0.775887
## PC6 > 3.749432
## PC9 > -0.1601986
## PC12 <= 2.3317
## PC19 > -1.152695
## -> class 1\|1 [0.923]
##
## Rule 27/138: (14.7/0.9, lift 12.4)
## PC3 > 0.775887
## PC4 > -1.624887
## PC16 <= 0.3594292
## PC21 > -0.8702136
## PC34 > -1.239713
## PC66 > -0.06613959
## PC93 <= -0.7603053
## -> class 1\|1 [0.885]
##
## Rule 27/139: (5, lift 12.0)
## PC1 > -0.1217223
## PC10 > -0.7928229
## PC19 > 2.417467
## PC41 > 1.23103
## -> class 1\|1 [0.857]
##
## Rule 27/140: (32/6.9, lift 10.8)
## PC1 > -0.1217223
## PC3 <= 0.775887
## PC9 > -0.1601986
## PC12 <= 2.3317
## PC19 > -1.152695
## PC87 <= -0.3807356
## -> class 1\|1 [0.769]
##
## Rule 27/141: (49.2/13.5, lift 10.1)
## PC1 > -0.1217223
## PC3 <= 0.775887
## PC10 > -0.7928229
## PC12 <= 2.3317
## PC19 <= -1.152695
## PC47 <= -0.5116767
## -> class 1\|1 [0.717]
##
## Rule 27/142: (17.6/6.4, lift 8.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7928229
## PC94 <= -0.9760069
## -> class 1\|1 [0.622]
##
## Rule 27/143: (1229.1/689.9, lift 6.2)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.439]
##
## Rule 27/144: (59, lift 17.2)
## PC10 <= -0.7928229
## PC14 > 2.102291
## PC19 <= -1.521262
## PC50 <= -0.1299888
## PC100 <= 2.829587
## -> class 1\|2 [0.984]
##
## Rule 27/145: (61.6, lift 17.3)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC4 <= -1.624887
## PC57 > -0.3763379
## PC94 > -0.9760069
## PC100 <= 5.78491
## -> class 1\|2 [0.984]
##
## Rule 27/146: (77.9/0.5, lift 17.2)
## PC1 > -0.1217223
## PC3 <= 0.775887
## PC6 > -1.13717
## PC10 > -0.7928229
## PC12 <= 2.3317
## PC19 <= -1.152695
## PC29 > -0.04073464
## PC47 > -0.5116767
## -> class 1\|2 [0.981]
##
## Rule 27/147: (50.3, lift 17.2)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC4 <= -1.624887
## PC26 <= -0.4998997
## PC94 > -0.9760069
## -> class 1\|2 [0.981]
##
## Rule 27/148: (51.2, lift 17.2)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC12 <= 2.3317
## PC16 <= 0.3594292
## PC21 <= -0.8702136
## PC34 > -1.239713
## -> class 1\|2 [0.981]
##
## Rule 27/149: (45.6, lift 17.2)
## PC1 > 1.163324
## PC3 > 0.775887
## PC4 > -1.624887
## PC12 <= 2.3317
## PC13 <= -0.2307061
## PC16 <= 0.3594292
## PC34 > -1.239713
## PC57 > -1.245641
## -> class 1\|2 [0.979]
##
## Rule 27/150: (79.3/0.7, lift 17.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.4291682
## PC82 <= -0.5138191
## -> class 1\|2 [0.979]
##
## Rule 27/151: (38.4, lift 17.1)
## PC1 > 1.163324
## PC3 > 0.775887
## PC4 > -1.624887
## PC10 > -0.7928229
## PC12 <= 2.3317
## PC16 <= 0.3594292
## PC34 > -1.239713
## PC66 <= -0.06613959
## -> class 1\|2 [0.975]
##
## Rule 27/152: (23.4, lift 16.8)
## PC3 > 0.775887
## PC16 > -0.71062
## PC34 <= -1.239713
## -> class 1\|2 [0.961]
##
## Rule 27/153: (267.7/9.5, lift 16.9)
## PC3 > 1.640775
## PC6 <= -1.736889
## PC15 > -1.050178
## PC16 > 0.4291682
## PC19 <= 0.2935774
## PC55 > -0.5716879
## -> class 1\|2 [0.961]
##
## Rule 27/154: (49.1/1.1, lift 16.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.6799939
## PC16 <= 0.4291682
## PC50 <= -0.1664659
## PC51 <= -0.1606648
## PC99 > -0.005262095
## -> class 1\|2 [0.959]
##
## Rule 27/155: (19.9, lift 16.7)
## PC1 > 1.353178
## PC2 > 2.5099
## PC15 <= -1.050178
## -> class 1\|2 [0.954]
##
## Rule 27/156: (265/15.6, lift 16.4)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC4 > -1.624887
## PC9 > -0.6113476
## PC12 <= 2.3317
## PC14 <= 0.6681267
## PC16 > 0.3594292
## PC22 > -2.473595
## PC43 > -0.06705483
## PC56 > -0.6419484
## PC76 <= 2.752588
## -> class 1\|2 [0.938]
##
## Rule 27/157: (41.1/1.7, lift 16.4)
## PC1 > -0.430681
## PC9 > 1.313825
## PC12 <= 2.3317
## PC16 > 0.3594292
## PC47 > 0.7147909
## PC56 > -0.5129337
## PC70 > -0.3247387
## -> class 1\|2 [0.937]
##
## Rule 27/158: (212.4/15, lift 16.2)
## PC3 > 9.018908
## PC16 > 0.4291682
## -> class 1\|2 [0.926]
##
## Rule 27/159: (11.2, lift 16.2)
## PC1 > -0.430681
## PC10 > -0.7928229
## PC16 <= 0.3594292
## PC35 <= -1.450574
## -> class 1\|2 [0.924]
##
## Rule 27/160: (91.2/6.2, lift 16.2)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC3 > 0.775887
## PC12 <= 2.3317
## PC34 > -1.239713
## PC94 > -0.9760069
## PC95 <= -0.477174
## -> class 1\|2 [0.923]
##
## Rule 27/161: (10.7, lift 16.2)
## PC1 > -0.430681
## PC12 > 2.3317
## PC70 <= -0.458995
## -> class 1\|2 [0.921]
##
## Rule 27/162: (9.2, lift 16.0)
## PC2 > 2.5099
## PC5 <= -6.652731
## PC15 <= -1.050178
## -> class 1\|2 [0.911]
##
## Rule 27/163: (8.5, lift 15.9)
## PC1 > -0.430681
## PC16 > 2.509746
## PC19 > 2.417467
## -> class 1\|2 [0.905]
##
## Rule 27/164: (49.8/4, lift 15.8)
## PC3 > 0.775887
## PC9 > 1.313825
## PC12 <= 2.3317
## PC47 > 0.7147909
## PC56 <= -0.5129337
## -> class 1\|2 [0.903]
##
## Rule 27/165: (12.9/0.6, lift 15.7)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC12 <= 2.3317
## PC13 <= -0.3800153
## PC43 <= -0.06705483
## PC100 > -1.151123
## PC100 <= 0.5561683
## -> class 1\|2 [0.894]
##
## Rule 27/166: (77/8.4, lift 15.5)
## PC3 > 0.775887
## PC12 <= 2.3317
## PC16 > 0.3594292
## PC47 > 0.7147909
## PC92 > 0.07984899
## -> class 1\|2 [0.881]
##
## Rule 27/167: (4.2, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.6799939
## PC20 > 0.9147968
## PC51 <= -0.1606648
## -> class 1\|2 [0.837]
##
## Rule 27/168: (54.7/9.5, lift 14.3)
## PC1 > -0.430681
## PC16 > 0.3594292
## PC43 <= -0.06705483
## PC100 <= -1.151123
## -> class 1\|2 [0.815]
##
## Rule 27/169: (55.4, lift 15.0)
## PC1 > -0.1217223
## PC4 > -1.624887
## PC16 > 0.3594292
## PC43 <= -0.06705483
## PC56 > -0.5129337
## PC70 <= -0.3247387
## PC92 <= 0.07984899
## PC100 <= 0.5561683
## -> class 1\|3 [0.982]
##
## Rule 27/170: (84.4/1.1, lift 14.9)
## PC1 <= 1.353178
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.018908
## PC5 > -6.652731
## PC15 <= -1.050178
## PC82 > -0.5138191
## -> class 1\|3 [0.976]
##
## Rule 27/171: (20.4/5.1, lift 11.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC6 > -1.736889
## PC15 > -1.050178
## PC16 > 0.4291682
## -> class 1\|3 [0.728]
##
## Rule 27/172: (4502.2/3306.3, lift 4.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.266]
##
## Rule 27/173: (85.2, lift 14.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 <= -0.1738288
## PC83 > 0.272599
## PC91 > -0.1135303
## -> class 2\|0 [0.989]
##
## Rule 27/174: (40.4/0.2, lift 14.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2657993
## PC10 <= -0.1738288
## PC72 > 0.3250165
## PC83 <= 0.272599
## -> class 2\|0 [0.971]
##
## Rule 27/175: (30.7, lift 14.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC10 <= -0.1379986
## PC39 <= -0.5977288
## -> class 2\|0 [0.969]
##
## Rule 27/176: (567.6/27.3, lift 14.1)
## PC5 <= 1.376186
## PC8 > 2.291764
## PC12 > -0.9702706
## PC19 <= 1.09203
## PC21 > -0.248798
## PC28 <= 0.1391531
## PC41 <= 1.662125
## PC46 <= 1.256769
## PC59 <= 0.3535813
## PC60 > -0.7330561
## PC70 <= 0.155108
## PC79 <= 0.1324205
## -> class 2\|0 [0.950]
##
## Rule 27/177: (66.4/2.5, lift 14.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 > -0.9702706
## PC21 > -0.248798
## PC53 > 0.9740961
## -> class 2\|0 [0.949]
##
## Rule 27/178: (45.8/2, lift 13.9)
## PC1 <= -0.430681
## PC2 > -3.344707
## PC8 > 2.291764
## PC12 > -0.9702706
## PC46 > 1.256769
## PC46 <= 1.601715
## PC59 <= 0.3535813
## PC60 > -0.7330561
## -> class 2\|0 [0.938]
##
## Rule 27/179: (12.8, lift 13.8)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.5099
## PC26 <= -1.840126
## PC67 <= 0.3301138
## -> class 2\|0 [0.932]
##
## Rule 27/180: (33.5/1.8, lift 13.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2657993
## PC8 <= 2.291764
## PC10 <= -0.1738288
## PC32 > 1.606076
## -> class 2\|0 [0.921]
##
## Rule 27/181: (10.6, lift 13.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2657993
## PC8 <= 2.291764
## PC10 <= -0.1738288
## PC73 > 0.3822962
## PC83 <= 0.272599
## -> class 2\|0 [0.921]
##
## Rule 27/182: (663/53, lift 13.6)
## PC5 <= 1.376186
## PC8 > 2.291764
## PC12 > -0.9702706
## PC19 <= 1.09203
## PC21 > -0.248798
## PC28 <= 0.1391531
## PC41 <= 1.662125
## PC46 <= 1.256769
## PC59 <= 0.3535813
## PC60 > -0.7330561
## PC70 <= 0.155108
## -> class 2\|0 [0.919]
##
## Rule 27/183: (35.8/3.2, lift 13.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC22 > -0.7661651
## PC29 <= 0.05969111
## PC44 > 0.6074791
## -> class 2\|0 [0.888]
##
## Rule 27/184: (24.4/2.3, lift 13.0)
## PC1 > -0.1217223
## PC9 <= -0.09433286
## PC10 > -0.7928229
## PC12 > 2.3317
## -> class 2\|0 [0.876]
##
## Rule 27/185: (5.2, lift 12.7)
## PC8 > 5.878347
## PC12 <= -0.9702706
## PC21 > -0.248798
## -> class 2\|0 [0.861]
##
## Rule 27/186: (15.8/3.1, lift 11.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 > -0.248798
## PC53 > 1.349651
## -> class 2\|0 [0.771]
##
## Rule 27/187: (26.7/10.5, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC22 > -0.7661651
## PC29 > 0.05969111
## PC44 > 0.6074791
## PC71 <= -0.6542775
## -> class 2\|0 [0.599]
##
## Rule 27/188: (82.5, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC32 > 1.077431
## PC92 <= 0.4890641
## -> class 2\|1 [0.988]
##
## Rule 27/189: (226.8/2, lift 9.9)
## PC2 <= 2.5099
## PC8 > 1.526527
## PC8 <= 2.270142
## PC10 > -0.1738288
## PC22 > -1.764462
## PC24 <= 1.530555
## PC29 <= 0.1647431
## PC40 > -1.505062
## PC44 <= 0.6074791
## PC52 > -0.1731652
## PC70 <= 0.2935769
## PC78 <= 0.6560449
## -> class 2\|1 [0.987]
##
## Rule 27/190: (71.5, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC30 > 0.4383159
## PC56 > -0.3223555
## -> class 2\|1 [0.986]
##
## Rule 27/191: (54.9, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC20 <= -0.4681721
## PC29 <= 0.1647431
## PC94 <= 0.6777908
## -> class 2\|1 [0.982]
##
## Rule 27/192: (137.9/2.2, lift 9.8)
## PC3 <= 0.4787726
## PC8 > 0.8241764
## PC8 <= 1.480409
## PC22 > -1.764462
## PC24 > -0.3014483
## PC29 <= 0.1647431
## PC32 <= 1.077431
## PC40 > -1.505062
## PC44 <= 0.6074791
## PC55 <= 0.6773724
## PC69 <= -0.01000808
## PC95 > -0.3629274
## -> class 2\|1 [0.977]
##
## Rule 27/193: (28.7, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 > -2.212579
## PC32 <= 1.077431
## PC44 <= 0.6074791
## PC46 <= -0.4241093
## PC56 > -0.3223555
## -> class 2\|1 [0.967]
##
## Rule 27/194: (21.1, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC22 <= -0.7534418
## PC79 > 0.1324205
## -> class 2\|1 [0.957]
##
## Rule 27/195: (18.6, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 1.072179
## PC8 <= 2.291764
## PC22 <= -0.7661651
## PC44 > 0.6074791
## -> class 2\|1 [0.951]
##
## Rule 27/196: (88.1/3.7, lift 9.5)
## PC1 <= -2.780294
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 > -2.212579
## PC29 <= 0.1647431
## PC46 > -0.4241093
## PC50 <= -0.3270931
## PC56 > -0.3223555
## -> class 2\|1 [0.948]
##
## Rule 27/197: (22.1/0.5, lift 9.4)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.5099
## PC41 > -0.3869053
## PC57 <= 1.028121
## PC67 > 0.3301138
## -> class 2\|1 [0.939]
##
## Rule 27/198: (11.9, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 0.8241764
## PC29 <= 0.1647431
## PC55 > 0.8656818
## -> class 2\|1 [0.921]
##
## Rule 27/199: (27.3/1.4, lift 9.2)
## PC1 <= -0.430681
## PC5 <= 1.376186
## PC8 > 2.291764
## PC79 > 0.1324205
## PC90 > 0.09463426
## -> class 2\|1 [0.916]
##
## Rule 27/200: (81.3/10.7, lift 8.7)
## PC2 <= 2.5099
## PC3 <= 0.4787726
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC29 <= 0.1647431
## PC94 > 0.6777908
## -> class 2\|1 [0.860]
##
## Rule 27/201: (122.4/18.1, lift 8.5)
## PC2 <= -9.022285
## -> class 2\|1 [0.847]
##
## Rule 27/202: (49.1/7.1, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC12 > 5.398648
## -> class 2\|1 [0.841]
##
## Rule 27/203: (11.2/1.2, lift 8.4)
## PC1 <= -2.780294
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 > -2.212579
## PC30 <= -0.0619094
## PC56 > -0.3223555
## PC98 <= 0.572118
## -> class 2\|1 [0.832]
##
## Rule 27/204: (3.6, lift 8.3)
## PC8 <= -0.2273773
## PC14 > 2.635719
## PC100 > 3.380966
## -> class 2\|1 [0.821]
##
## Rule 27/205: (60.3/14.8, lift 7.5)
## PC1 > -0.430681
## PC1 <= 9.845796
## PC3 <= 0.775887
## PC8 > -0.3640697
## PC9 <= -0.1601986
## PC10 > -0.7928229
## PC19 > -1.152695
## PC64 <= 0.5903751
## -> class 2\|1 [0.746]
##
## Rule 27/206: (36.6/9.3, lift 7.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC12 <= 5.398648
## PC14 <= 2.635719
## PC33 <= -0.6375301
## PC63 > 0.04733508
## -> class 2\|1 [0.732]
##
## Rule 27/207: (7.9/1.7, lift 7.3)
## PC9 > 13.26738
## PC14 <= 2.635719
## PC45 <= 0.326501
## PC57 <= -0.06080139
## -> class 2\|1 [0.728]
##
## Rule 27/208: (3308.5/1611.4, lift 5.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## -> class 2\|1 [0.513]
##
## Rule 27/209: (119.7/0.7, lift 10.9)
## PC1 <= -0.430681
## PC3 <= 0.4787726
## PC8 > -0.2273773
## PC8 <= 0.8241764
## PC12 <= -2.212579
## PC20 > -0.4681721
## PC32 <= 1.077431
## PC44 <= 0.6074791
## PC55 <= 0.8656818
## -> class 2\|2 [0.986]
##
## Rule 27/210: (190.3/3.3, lift 10.8)
## PC1 > -2.780294
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= 0.4787726
## PC8 > -0.2273773
## PC8 <= 0.8241764
## PC10 > -0.1738288
## PC20 > -0.4681721
## PC32 <= 1.077431
## PC34 <= 0.7671963
## PC44 <= 0.6074791
## PC46 > -0.4241093
## PC55 <= 0.8656818
## PC56 > -0.3223555
## PC68 <= 0.5613831
## PC90 <= 0.7730852
## PC94 <= 0.6777908
## PC98 <= 0.572118
## -> class 2\|2 [0.978]
##
## Rule 27/211: (354.9/7.1, lift 10.8)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC6 <= 6.94979
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC15 > -2.289802
## PC19 > -2.848473
## PC27 > -0.7187883
## PC28 > -0.2656237
## PC35 > -2.299299
## PC37 <= 1.408006
## PC45 <= 0.326501
## PC47 <= 0.6126066
## PC57 <= -0.06080139
## PC64 > -0.1588884
## PC76 <= 0.6005656
## -> class 2\|2 [0.977]
##
## Rule 27/212: (104.3/1.7, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC12 <= 5.398648
## PC19 > -2.848473
## PC43 <= -1.44244
## PC47 > -0.7832964
## PC48 <= 0.7614362
## PC63 <= 0.04733508
## -> class 2\|2 [0.975]
##
## Rule 27/213: (32.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC12 <= 5.398648
## PC33 > -0.6375301
## PC43 > -0.1268914
## PC51 > 0.4496837
## PC63 > 0.04733508
## -> class 2\|2 [0.971]
##
## Rule 27/214: (70.9/1.6, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC14 > 2.635719
## PC100 <= 3.380966
## -> class 2\|2 [0.965]
##
## Rule 27/215: (239/8.4, lift 10.6)
## PC1 <= -2.078414
## PC2 > -9.022285
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC10 > -0.3981075
## PC11 > -2.319353
## PC19 > -2.848473
## PC35 <= 1.066626
## PC38 > -0.3949716
## PC39 > -0.3871033
## PC44 <= 0.4152645
## PC47 > -0.7832964
## PC48 <= 0.7614362
## PC49 > -0.8121825
## PC51 <= 0.1661651
## PC56 > -0.9257014
## PC61 > -1.276284
## PC64 > -0.4971626
## PC71 > -0.6983611
## PC86 > -0.377133
## -> class 2\|2 [0.961]
##
## Rule 27/216: (23.1, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC29 <= 0.1647431
## PC30 <= 0.4383159
## PC40 <= -1.505062
## PC53 > -1.558367
## -> class 2\|2 [0.960]
##
## Rule 27/217: (116.4/4.4, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= 0.4787726
## PC8 > -0.2273773
## PC8 <= 0.8241764
## PC10 > -0.1738288
## PC20 > -0.4681721
## PC29 <= 0.1647431
## PC30 > -0.0619094
## PC30 <= 0.4383159
## PC44 <= 0.6074791
## PC50 > -0.3270931
## PC56 > -0.3223555
## PC90 <= 0.7730852
## PC94 <= 0.6777908
## PC98 <= 0.572118
## -> class 2\|2 [0.955]
##
## Rule 27/218: (272.1/11.4, lift 10.6)
## PC2 > -9.022285
## PC2 <= 2.5099
## PC6 <= 6.94979
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC15 > -2.289802
## PC19 > -2.583949
## PC35 > -2.299299
## PC37 <= 1.408006
## PC44 <= -0.5985714
## PC47 <= 0.6126066
## PC57 <= -0.06080139
## PC64 > -2.651782
## PC76 <= 0.6005656
## -> class 2\|2 [0.955]
##
## Rule 27/219: (14.4, lift 10.4)
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC47 > -0.7832964
## PC48 <= 0.7614362
## PC57 > -0.06080139
## PC94 <= -1.608204
## -> class 2\|2 [0.939]
##
## Rule 27/220: (192/11.2, lift 10.4)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC12 <= 4.257565
## PC15 > -1.014177
## PC33 > -0.6375301
## PC43 <= -0.1268914
## PC45 <= 0.3595834
## PC55 > -1.279077
## PC57 > -0.06080139
## PC63 > 0.04733508
## PC86 <= 1.877236
## -> class 2\|2 [0.937]
##
## Rule 27/221: (13.8, lift 10.4)
## PC8 > -3.21639
## PC14 <= 2.635719
## PC71 > 12.00661
## -> class 2\|2 [0.937]
##
## Rule 27/222: (58.8/3.1, lift 10.3)
## PC1 <= -0.430681
## PC4 > -0.4804776
## PC8 > 0.8241764
## PC8 <= 1.526527
## PC10 > -0.1738288
## PC24 > -0.3014483
## PC30 <= 0.4383159
## PC40 > -1.505062
## PC44 <= 0.6074791
## PC69 > -0.01000808
## PC88 <= 0.2006713
## -> class 2\|2 [0.932]
##
## Rule 27/223: (11.3, lift 10.2)
## PC1 > -0.1217223
## PC1 <= 9.845796
## PC3 <= 0.775887
## PC8 <= -0.3640697
## PC9 <= -0.1601986
## PC10 > -0.7928229
## PC19 > -1.152695
## PC41 > 0.4290316
## PC67 > -0.4050675
## -> class 2\|2 [0.925]
##
## Rule 27/224: (99.7/7.4, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4804776
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC24 <= 1.530555
## PC29 > 0.1647431
## PC30 <= 0.4383159
## PC44 <= 0.6074791
## PC56 > -0.3223555
## -> class 2\|2 [0.917]
##
## Rule 27/225: (32.3/2.1, lift 10.1)
## PC1 <= -0.430681
## PC4 > -0.4804776
## PC8 > 0.8241764
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC22 > -1.764462
## PC24 <= -0.3014483
## PC30 <= 0.4383159
## PC44 <= 0.6074791
## PC53 > -1.558367
## PC56 > -0.3223555
## PC90 <= 0.7730852
## -> class 2\|2 [0.910]
##
## Rule 27/226: (86.7/7, lift 10.1)
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC19 > -2.848473
## PC22 <= -1.026865
## PC51 <= 0.4496837
## PC57 > -0.06080139
## PC57 <= 0.2860052
## PC63 > 0.04733508
## -> class 2\|2 [0.910]
##
## Rule 27/227: (8.3, lift 10.0)
## PC1 <= -0.430681
## PC11 > -2.319353
## PC11 <= -2.300785
## PC19 > -2.848473
## PC57 > -0.06080139
## -> class 2\|2 [0.902]
##
## Rule 27/228: (7.4, lift 9.9)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC8 <= -0.3640697
## PC10 > -0.7928229
## PC19 > -1.152695
## PC71 <= -1.328791
## -> class 2\|2 [0.894]
##
## Rule 27/229: (7.4, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC28 > -0.2656237
## PC47 > -0.7832964
## PC47 <= -0.778796
## -> class 2\|2 [0.894]
##
## Rule 27/230: (7.2, lift 9.9)
## PC1 <= -0.430681
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC28 > -0.2656237
## PC47 <= -0.7832964
## PC54 <= -1.450812
## PC63 <= 0.04733508
## PC93 > -0.2549861
## -> class 2\|2 [0.892]
##
## Rule 27/231: (6.8, lift 9.8)
## PC1 <= -0.430681
## PC4 > -0.4804776
## PC8 > 0.8241764
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC44 <= 0.6074791
## PC52 <= -0.1731652
## -> class 2\|2 [0.886]
##
## Rule 27/232: (84.9/9.1, lift 9.8)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC46 > 0.413817
## PC60 <= -0.7855141
## -> class 2\|2 [0.883]
##
## Rule 27/233: (50.2/5.2, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC11 > -2.319353
## PC14 <= 2.635719
## PC48 > 0.7614362
## PC57 > -0.06080139
## PC63 <= 0.04733508
## PC67 <= 1.703674
## -> class 2\|2 [0.881]
##
## Rule 27/234: (6.2, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC32 > 1.077431
## PC44 <= 0.6074791
## PC92 > 0.4890641
## -> class 2\|2 [0.878]
##
## Rule 27/235: (28.2/3.3, lift 9.5)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC8 > -0.3640697
## PC9 <= -0.1601986
## PC19 > -1.152695
## PC64 > 0.5903751
## -> class 2\|2 [0.856]
##
## Rule 27/236: (5.4/0.2, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC10 <= -0.1738288
## PC92 > 0.3201515
## -> class 2\|2 [0.831]
##
## Rule 27/237: (34.2/5.4, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC27 <= -0.3525146
## PC44 <= 0.6074791
## PC56 <= -0.3223555
## PC91 <= -0.04039728
## -> class 2\|2 [0.822]
##
## Rule 27/238: (16.6/3.5, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 0.2657993
## PC10 <= -0.1738288
## -> class 2\|2 [0.757]
##
## Rule 27/239: (148.7/40.9, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC21 <= -0.248798
## PC22 <= -1.207938
## -> class 2\|2 [0.722]
##
## Rule 27/240: (13.2/4.1, lift 7.3)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.5099
## PC18 <= 0.0676518
## PC33 > -0.1963791
## PC66 <= 0.4690351
## PC67 <= 0.3301138
## -> class 2\|2 [0.662]
##
## Rule 27/241: (627.4/238, lift 6.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC22 <= -0.7661651
## -> class 2\|2 [0.620]
##
## Rule 27/242: (117.1, lift 8.1)
## PC8 <= -3.21639
## PC15 > 2.318293
## PC43 <= 1.692294
## -> class 2\|3 [0.992]
##
## Rule 27/243: (109.8, lift 8.1)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC43 <= 1.692294
## PC81 > 0.3374948
## -> class 2\|3 [0.991]
##
## Rule 27/244: (86.7, lift 8.1)
## PC8 <= -0.2273773
## PC11 > -2.319353
## PC19 > -2.848473
## PC28 > -0.2656237
## PC35 > 1.066626
## PC43 > -1.44244
## PC47 > -0.7832964
## PC49 > -0.8121825
## PC56 > -0.9257014
## PC57 > -0.06080139
## -> class 2\|3 [0.989]
##
## Rule 27/245: (81.5, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC10 <= -0.3981075
## PC28 > -0.2656237
## PC57 > -0.06080139
## PC63 <= 0.04733508
## -> class 2\|3 [0.988]
##
## Rule 27/246: (84.6/0.4, lift 8.0)
## PC8 <= -3.21639
## PC28 <= 0.04549059
## PC35 > 1.399431
## PC85 <= 0.175203
## -> class 2\|3 [0.984]
##
## Rule 27/247: (82.1/0.5, lift 8.0)
## PC1 > -0.1217223
## PC2 <= 2.5099
## PC10 <= -0.7928229
## PC19 > -1.521262
## PC35 > -1.000107
## PC83 <= 0.3757846
## PC85 <= 0.5895096
## -> class 2\|3 [0.982]
##
## Rule 27/248: (62.4/0.8, lift 7.9)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC11 > -4.127287
## PC39 > 0.197493
## PC85 > 0.175203
## -> class 2\|3 [0.972]
##
## Rule 27/249: (31.6, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC35 > 0.5639358
## PC35 <= 1.399431
## PC68 > 1.303894
## PC80 <= -0.7750584
## -> class 2\|3 [0.970]
##
## Rule 27/250: (48.8/0.7, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC15 <= -1.014177
## PC43 <= -0.1268914
## PC57 > -0.06080139
## PC63 > 0.04733508
## -> class 2\|3 [0.968]
##
## Rule 27/251: (82.4/1.8, lift 7.9)
## PC1 > -0.1217223
## PC1 <= 9.845796
## PC3 <= 0.775887
## PC8 <= -0.3640697
## PC10 > -0.7928229
## PC19 > -1.152695
## PC41 <= 0.4290316
## PC67 > -0.4050675
## PC71 > -1.328791
## -> class 2\|3 [0.967]
##
## Rule 27/252: (25.2, lift 7.9)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC23 > 2.300639
## PC85 > 0.175203
## -> class 2\|3 [0.963]
##
## Rule 27/253: (20.1, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC24 > 1.530555
## -> class 2\|3 [0.955]
##
## Rule 27/254: (36.7/0.8, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC9 <= 13.26738
## PC37 <= 1.408006
## PC45 <= 0.326501
## PC57 <= -0.06080139
## PC76 > 0.6005656
## -> class 2\|3 [0.953]
##
## Rule 27/255: (33.3/0.8, lift 7.8)
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC12 <= 5.398648
## PC35 > -2.299299
## PC45 <= 0.326501
## PC64 <= -2.651782
## -> class 2\|3 [0.950]
##
## Rule 27/256: (200.5/10.3, lift 7.7)
## PC1 <= -0.9432858
## PC3 <= 0.04709202
## PC6 > -0.07416741
## PC8 <= -3.21639
## PC11 > -4.127287
## PC21 > -0.8207462
## PC44 <= 0.9181572
## PC54 <= 0.8177436
## PC85 <= 0.7277512
## -> class 2\|3 [0.944]
##
## Rule 27/257: (19.6/1.5, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC22 > -0.7661651
## PC29 > 0.05969111
## PC32 > -0.8371444
## PC44 > 0.6074791
## -> class 2\|3 [0.885]
##
## Rule 27/258: (111.9/13.1, lift 7.2)
## PC8 <= -3.21639
## PC26 > 2.590867
## PC85 > 0.175203
## -> class 2\|3 [0.876]
##
## Rule 27/259: (50/12.9, lift 6.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC27 > -0.3525146
## PC44 <= 0.6074791
## PC56 <= -0.3223555
## PC68 > -0.338543
## -> class 2\|3 [0.733]
##
## Rule 27/260: (19.8/5, lift 5.9)
## PC2 <= 2.5099
## PC6 > -0.9158209
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC22 > -0.7661651
## PC29 > 0.05969111
## PC44 > 0.6074791
## PC71 > -0.6542775
## -> class 2\|3 [0.727]
##
## Rule 27/261: (4113/1958.1, lift 4.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## -> class 2\|3 [0.524]
##
## Rule 27/262: (22/10.5, lift 4.2)
## PC1 > -0.430681
## PC1 <= -0.1217223
## PC2 <= 2.5099
## PC41 <= -0.3869053
## -> class 2\|3 [0.519]
##
## Rule 27/263: (40.3/24.4, lift 3.3)
## PC10 <= -0.7928229
## PC100 > 2.829587
## -> class 2\|3 [0.400]
##
## Rule 27/264: (106.9, lift 22.9)
## PC8 <= -3.21639
## PC43 > 1.692294
## PC46 <= 0.413817
## PC69 <= 0.6522157
## -> class 2\|4 [0.991]
##
## Rule 27/265: (71.7, lift 22.8)
## PC8 <= -3.21639
## PC35 > 0.5639358
## PC35 <= 1.399431
## PC46 <= 0.413817
## PC65 > -0.2249936
## PC68 > 1.303894
## PC76 <= 0.4891668
## PC80 > -0.7750584
## PC85 <= 0.175203
## -> class 2\|4 [0.986]
##
## Rule 27/266: (113.9/1.1, lift 22.7)
## PC2 <= 2.5099
## PC10 <= -0.7928229
## PC19 > -1.521262
## PC44 > -0.3391405
## PC83 > 0.3757846
## -> class 2\|4 [0.982]
##
## Rule 27/267: (21.8, lift 22.1)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC29 <= -0.2492445
## PC46 <= 0.413817
## PC85 <= 0.175203
## -> class 2\|4 [0.958]
##
## Rule 27/268: (41.8/1.1, lift 22.0)
## PC1 <= -0.430681
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC19 <= -2.848473
## PC96 > 0.03813855
## -> class 2\|4 [0.953]
##
## Rule 27/269: (53.9/2.8, lift 21.5)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC28 > 0.04549059
## PC46 <= 0.413817
## -> class 2\|4 [0.932]
##
## Rule 27/270: (43/2.5, lift 21.3)
## PC1 <= -0.430681
## PC8 <= -0.2273773
## PC19 <= -2.848473
## PC22 > -0.8432438
## -> class 2\|4 [0.921]
##
## Rule 27/271: (29.3/4.4, lift 19.1)
## PC1 > -0.430681
## PC1 <= 9.845796
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC8 <= -0.3640697
## PC19 > -1.152695
## PC67 <= -0.4050675
## -> class 2\|4 [0.826]
##
## Rule 27/272: (58.1/10, lift 18.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC11 > -2.319353
## PC12 <= 5.398648
## PC14 <= 2.635719
## PC45 <= 0.4335379
## PC47 <= -0.7832964
## PC57 > -0.06080139
## PC63 <= 0.04733508
## PC93 <= -0.2549861
## -> class 2\|4 [0.817]
##
## Rule 27/273: (19.4/3.8, lift 18.0)
## PC1 <= -2.078414
## PC8 <= -0.2273773
## PC11 > -2.319353
## PC14 <= 2.635719
## PC38 <= -0.3949716
## PC39 > -0.3871033
## PC48 <= 0.7614362
## PC57 > -0.06080139
## PC63 <= 0.04733508
## PC86 > -0.377133
## -> class 2\|4 [0.777]
##
## Rule 27/274: (215.8/50.3, lift 17.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC11 <= -2.319353
## PC15 <= -0.4150989
## PC19 > -2.848473
## PC57 > -0.06080139
## -> class 2\|4 [0.764]
##
## Rule 27/275: (12/3.4, lift 15.9)
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC9 <= -3.518553
## PC11 > -2.319353
## PC14 <= 2.635719
## PC47 <= -0.7832964
## PC57 > -0.06080139
## PC63 <= 0.04733508
## -> class 2\|4 [0.689]
##
## Rule 27/276: (670/219, lift 15.5)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC46 <= 0.413817
## PC82 <= 0.1349488
## PC85 > 0.175203
## -> class 2\|4 [0.673]
##
## Rule 27/277: (40.8/14.8, lift 14.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC12 <= 5.398648
## PC28 > -0.2656237
## PC37 > 1.408006
## PC57 <= -0.06080139
## -> class 2\|4 [0.630]
##
## Default class: 2\|3
##
## ----- Trial 28: -----
##
## Rules:
##
## Rule 28/1: (68.5, lift 15.9)
## PC18 > 0.5059283
## PC40 <= -2.874519
## PC47 > -1.610874
## PC87 > 0.228705
## -> class 0\|0 [0.986]
##
## Rule 28/2: (56.6/0.2, lift 15.8)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC25 > -1.203939
## PC28 <= 3.406951
## PC100 <= -1.540123
## -> class 0\|0 [0.980]
##
## Rule 28/3: (206.8/5.7, lift 15.6)
## PC2 > 2.5099
## PC3 > -4.942089
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC24 <= -2.667044
## PC47 <= 1.428013
## PC91 > -1.513539
## -> class 0\|0 [0.968]
##
## Rule 28/4: (30, lift 15.6)
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC25 > -1.203939
## PC28 <= 3.406951
## PC30 <= -2.564915
## PC47 > -1.610874
## PC97 > -1.449272
## -> class 0\|0 [0.967]
##
## Rule 28/5: (20.9, lift 15.4)
## PC2 > 6.633385
## PC13 > -3.333121
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC26 <= 0.780035
## PC33 > -1.741434
## PC47 <= 1.428013
## PC59 > -1.600852
## PC91 > -1.513539
## PC97 > -1.449272
## PC97 <= -0.6537972
## -> class 0\|0 [0.954]
##
## Rule 28/6: (17, lift 15.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC18 > 1.296624
## -> class 0\|0 [0.947]
##
## Rule 28/7: (16.8, lift 15.3)
## PC3 <= -4.942089
## PC13 > -3.333121
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC47 <= 1.428013
## PC99 > 1.045439
## -> class 0\|0 [0.947]
##
## Rule 28/8: (14.3, lift 15.2)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC25 > -1.203939
## PC60 <= -1.654403
## -> class 0\|0 [0.939]
##
## Rule 28/9: (37.4/2.2, lift 14.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= -0.3535447
## PC18 <= 0.5059283
## PC46 <= -1.308755
## -> class 0\|0 [0.920]
##
## Rule 28/10: (21.5/1, lift 14.8)
## PC18 > 0.5059283
## PC21 <= 0.4902074
## PC25 > -1.203939
## PC33 <= -1.741434
## PC35 <= 0.5582652
## PC49 <= -0.7130989
## -> class 0\|0 [0.915]
##
## Rule 28/11: (18/1.5, lift 14.2)
## PC2 > 2.5099
## PC13 > -3.333121
## PC13 <= 7.236558
## PC15 <= -0.2743332
## PC18 > 0.5059283
## PC25 > -1.203939
## PC28 <= 3.406951
## PC65 <= -1.009959
## -> class 0\|0 [0.877]
##
## Rule 28/12: (5.8, lift 14.1)
## PC13 > 7.236558
## PC18 > 3.666845
## PC31 > 0.1783828
## PC47 > -1.610874
## -> class 0\|0 [0.872]
##
## Rule 28/13: (4.4, lift 13.6)
## PC13 > 7.236558
## PC18 > 3.666845
## PC20 > -3.980935
## PC47 > -1.610874
## PC59 > 2.532087
## -> class 0\|0 [0.844]
##
## Rule 28/14: (2.5, lift 12.5)
## PC10 <= -2.766919
## PC15 <= -0.2743332
## PC18 > 0.5059283
## -> class 0\|0 [0.776]
##
## Rule 28/15: (35.8/8.3, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -1.127962
## PC26 > -0.6424729
## -> class 0\|0 [0.753]
##
## Rule 28/16: (9.8/2.6, lift 11.2)
## PC2 > 2.5099
## PC7 <= 0.2589701
## PC18 > 0.5059283
## PC25 <= -1.203939
## -> class 0\|0 [0.695]
##
## Rule 28/17: (1252.9/464.6, lift 10.2)
## PC2 > 2.5099
## PC2 <= 6.633385
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC26 <= 0.780035
## PC33 > -1.741434
## PC35 <= 0.5582652
## PC47 <= 1.428013
## PC59 > -1.600852
## PC91 > -1.513539
## -> class 0\|0 [0.629]
##
## Rule 28/18: (167.9/0.2, lift 12.7)
## PC2 > 6.633385
## PC13 > -3.333121
## PC13 <= 7.236558
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC24 > -2.667044
## PC25 > -1.203939
## PC26 <= 0.780035
## PC33 > -1.741434
## PC40 > -2.874519
## PC97 > -0.6537972
## PC100 > -1.540123
## -> class 0\|1 [0.993]
##
## Rule 28/19: (132.4/0.4, lift 12.7)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC25 > -1.203939
## PC28 <= 3.406951
## PC30 > -2.564915
## PC35 > 0.5582652
## PC46 <= 1.972667
## -> class 0\|1 [0.989]
##
## Rule 28/20: (81.9, lift 12.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -0.3535447
## PC18 <= 0.5059283
## PC20 > -3.440173
## PC46 <= -1.308755
## PC73 <= -0.2433583
## -> class 0\|1 [0.988]
##
## Rule 28/21: (84.6, lift 12.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -3.333121
## PC18 > 0.5059283
## PC31 <= -0.2922627
## PC32 <= 0.5570846
## PC47 <= 1.428013
## PC95 <= 0.8596638
## -> class 0\|1 [0.988]
##
## Rule 28/22: (64.9, lift 12.6)
## PC13 > 7.236558
## PC18 > 3.666845
## PC20 > -3.980935
## PC31 <= 0.1783828
## PC52 <= 3.672759
## PC59 <= 2.532087
## -> class 0\|1 [0.985]
##
## Rule 28/23: (100.4/0.8, lift 12.6)
## PC3 <= -4.942089
## PC13 > -3.333121
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC25 > -1.203939
## PC28 <= 3.406951
## PC40 > -2.874519
## PC99 <= 1.045439
## -> class 0\|1 [0.983]
##
## Rule 28/24: (56, lift 12.6)
## PC2 > 2.5099
## PC2 <= 6.633385
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC21 <= 0.4902074
## PC24 > -2.667044
## PC30 > -2.564915
## PC32 <= 0.5570846
## PC56 > 0.7015016
## PC59 > -1.600852
## -> class 0\|1 [0.983]
##
## Rule 28/25: (101.2/1, lift 12.6)
## PC2 > 2.5099
## PC3 > -4.942089
## PC13 > 0.8367534
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC24 > -2.667044
## PC32 <= 0.5570846
## PC40 > -2.874519
## PC97 > -1.449272
## -> class 0\|1 [0.980]
##
## Rule 28/26: (99.1/1.1, lift 12.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 <= -0.07038876
## PC13 <= 7.236558
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC24 > -2.667044
## PC32 <= 0.5570846
## PC40 > -2.874519
## PC55 > -0.1906182
## -> class 0\|1 [0.979]
##
## Rule 28/27: (64.4/0.5, lift 12.5)
## PC2 > 2.5099
## PC7 <= 0.526584
## PC18 > 0.5059283
## PC32 <= 0.5570846
## PC33 > -1.741434
## PC45 > 1.329749
## PC56 <= 0.7015016
## -> class 0\|1 [0.977]
##
## Rule 28/28: (50.4/0.5, lift 12.5)
## PC2 > 2.5099
## PC3 > -4.942089
## PC3 <= 1.640775
## PC13 > -3.333121
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC25 > -1.203939
## PC26 > 0.780035
## PC40 > -2.874519
## PC97 > -1.449272
## PC100 > -1.540123
## -> class 0\|1 [0.972]
##
## Rule 28/29: (106.3/2.1, lift 12.5)
## PC2 > 2.5099
## PC3 > -4.942089
## PC3 <= -1.141957
## PC13 > -3.333121
## PC13 <= 7.236558
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC18 <= 2.848612
## PC24 > -2.667044
## PC32 <= 0.5570846
## PC33 > -1.741434
## PC40 > -2.874519
## PC45 <= 1.329749
## PC65 > -0.2829847
## -> class 0\|1 [0.971]
##
## Rule 28/30: (102.5/2, lift 12.5)
## PC3 <= -1.141957
## PC13 > -3.333121
## PC13 <= 7.236558
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC26 <= 0.780035
## PC29 > -1.20104
## PC32 <= 0.5570846
## PC33 > -1.741434
## PC40 > -2.874519
## PC65 > -0.2829847
## PC80 > -0.1646361
## PC97 > -1.449272
## -> class 0\|1 [0.971]
##
## Rule 28/31: (36.5/0.1, lift 12.5)
## PC2 > 2.5099
## PC13 > -3.333121
## PC18 > 0.5059283
## PC47 > -1.610874
## PC92 > 2.614784
## -> class 0\|1 [0.971]
##
## Rule 28/32: (84.7/1.6, lift 12.4)
## PC13 > -3.333121
## PC13 <= 7.236558
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC21 <= 0.4902074
## PC24 > -2.667044
## PC25 > -1.203939
## PC59 <= -1.600852
## PC60 > -1.654403
## PC97 > -1.449272
## -> class 0\|1 [0.970]
##
## Rule 28/33: (114.9/2.5, lift 12.4)
## PC2 > 2.5099
## PC9 > 0.1754378
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC24 > -2.667044
## PC30 > -0.4650935
## PC32 <= 0.5570846
## PC33 > -1.741434
## PC40 > -2.874519
## PC55 <= -0.1906182
## -> class 0\|1 [0.970]
##
## Rule 28/34: (27.4, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC24 > -2.667044
## PC25 > -1.203939
## PC28 <= 3.406951
## PC59 > -1.600852
## PC95 > 0.8596638
## PC97 > -1.449272
## PC100 > -1.540123
## -> class 0\|1 [0.966]
##
## Rule 28/35: (47.9/0.7, lift 12.4)
## PC3 <= 1.640775
## PC13 > -3.333121
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC21 <= 0.4902074
## PC25 > -1.203939
## PC91 <= -1.513539
## PC97 > -1.449272
## PC100 > -1.540123
## -> class 0\|1 [0.965]
##
## Rule 28/36: (49.4/0.8, lift 12.4)
## PC2 > 2.5099
## PC13 > -3.333121
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC24 > -2.667044
## PC32 <= 0.5570846
## PC39 <= -0.9456047
## PC65 <= -0.2829847
## PC97 > -1.449272
## PC100 > -1.540123
## -> class 0\|1 [0.965]
##
## Rule 28/37: (45.7/0.7, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= -0.1022524
## PC15 > -1.210525
## PC18 > -1.127962
## PC18 <= 0.5059283
## PC32 > 0.4774309
## -> class 0\|1 [0.964]
##
## Rule 28/38: (25.8/0.1, lift 12.3)
## PC2 > 2.5099
## PC13 > -3.333121
## PC13 <= 7.236558
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC24 > -2.667044
## PC26 <= 0.780035
## PC32 <= 0.5570846
## PC95 <= -1.164248
## -> class 0\|1 [0.959]
##
## Rule 28/39: (20.1, lift 12.2)
## PC2 > 2.5099
## PC2 <= 6.633385
## PC3 <= 1.640775
## PC15 > -0.2743332
## PC18 > 0.5059283
## PC32 > 0.5570846
## PC80 > 0.5756894
## PC97 > -1.449272
## -> class 0\|1 [0.955]
##
## Rule 28/40: (17.3, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.261679
## PC18 > 0.221546
## PC18 <= 0.5059283
## PC44 > 0.5996249
## PC46 > -1.308755
## PC51 <= 1.127254
## -> class 0\|1 [0.948]
##
## Rule 28/41: (23.3/0.4, lift 12.1)
## PC2 > 2.5099
## PC9 > 0.64594
## PC18 > 0.5059283
## PC100 > -1.540123
## -> class 0\|1 [0.946]
##
## Rule 28/42: (135.4/8.2, lift 12.0)
## PC2 > 2.5099
## PC3 > -1.506377
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC18 > -1.127962
## PC18 <= 0.5059283
## PC40 <= 0.3893082
## PC46 > -1.308755
## PC68 > -0.234995
## PC71 > -0.2831494
## PC72 > -0.470849
## -> class 0\|1 [0.933]
##
## Rule 28/43: (97.4/5.7, lift 12.0)
## PC3 <= 1.640775
## PC10 > -2.766919
## PC13 > -3.333121
## PC15 <= -0.2743332
## PC18 > 0.5059283
## PC21 <= 0.4902074
## PC25 > -1.203939
## PC33 > -1.741434
## PC40 > -2.874519
## PC65 > -1.009959
## -> class 0\|1 [0.933]
##
## Rule 28/44: (85.7/5.8, lift 11.8)
## PC13 <= 7.236558
## PC18 > 1.112413
## PC25 > -1.203939
## PC30 > -2.564915
## PC33 <= -1.741434
## PC47 <= 1.428013
## PC49 > -0.7130989
## PC97 > -1.449272
## -> class 0\|1 [0.923]
##
## Rule 28/45: (9.2, lift 11.7)
## PC3 <= 1.640775
## PC15 > -0.2743332
## PC15 <= -0.2472632
## PC18 > 0.5059283
## PC25 > -1.203939
## PC32 <= 0.5570846
## PC35 <= 0.5582652
## PC40 > -2.874519
## PC59 > -1.600852
## -> class 0\|1 [0.911]
##
## Rule 28/46: (12.3/0.4, lift 11.6)
## PC15 > -1.210525
## PC18 > -1.127962
## PC18 <= 0.5059283
## PC20 > 3.814862
## PC46 > -1.308755
## -> class 0\|1 [0.905]
##
## Rule 28/47: (8.3, lift 11.6)
## PC13 > 7.236558
## PC18 > 0.5059283
## PC18 <= 3.666845
## PC46 <= 1.972667
## PC47 > -1.610874
## PC74 > 0.9883926
## -> class 0\|1 [0.903]
##
## Rule 28/48: (140.9/14.2, lift 11.5)
## PC3 <= 1.640775
## PC13 > -3.333121
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC21 <= 0.4902074
## PC24 > -2.667044
## PC29 <= -1.20104
## PC32 <= 0.5570846
## PC40 > -2.874519
## PC45 <= 1.329749
## PC55 > -0.1906182
## -> class 0\|1 [0.894]
##
## Rule 28/49: (35.9/3.4, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= 0.5059283
## PC78 > 2.983765
## PC91 <= -1.002618
## -> class 0\|1 [0.884]
##
## Rule 28/50: (5, lift 11.0)
## PC4 <= -7.517457
## PC33 > 3.745984
## -> class 0\|1 [0.857]
##
## Rule 28/51: (11/1.3, lift 10.6)
## PC13 > 7.236558
## PC18 > 0.5059283
## PC18 <= 3.666845
## PC42 <= -2.180294
## PC46 <= 1.972667
## PC47 > -1.610874
## -> class 0\|1 [0.824]
##
## Rule 28/52: (20.8/3.3, lift 10.4)
## PC13 > -3.333121
## PC13 <= 7.236558
## PC18 > 0.5059283
## PC29 > 3.266254
## PC47 <= 1.428013
## PC97 > -1.449272
## -> class 0\|1 [0.813]
##
## Rule 28/53: (37.9/10.8, lift 9.0)
## PC4 <= -8.261679
## PC18 <= 0.5059283
## PC59 <= -0.8938659
## -> class 0\|1 [0.705]
##
## Rule 28/54: (33.6, lift 10.1)
## PC3 <= 1.640775
## PC18 > -1.236645
## PC18 <= -1.127962
## PC23 > -1.976331
## PC43 <= 1.773609
## PC52 > -2.082905
## PC55 <= 0.1979363
## PC75 <= 0.4798002
## -> class 0\|2 [0.972]
##
## Rule 28/55: (72.9/1.3, lift 10.1)
## PC7 > 0.2589701
## PC18 > 0.5059283
## PC25 <= -1.203939
## PC38 <= 3.059559
## -> class 0\|2 [0.969]
##
## Rule 28/56: (100.7/2.6, lift 10.1)
## PC4 > 8.399589
## PC18 <= -1.127962
## PC20 > -5.506513
## PC36 <= 2.555241
## PC78 <= 2.983765
## PC81 > -0.7012362
## -> class 0\|2 [0.965]
##
## Rule 28/57: (68.7/5.1, lift 9.5)
## PC4 <= -6.964373
## PC18 <= -1.127962
## PC36 <= 1.146734
## PC90 > 0.2232773
## -> class 0\|2 [0.914]
##
## Rule 28/58: (7.6, lift 9.3)
## PC2 > 2.5099
## PC46 > -1.308755
## PC78 <= 2.983765
## PC96 > 4.681134
## -> class 0\|2 [0.896]
##
## Rule 28/59: (69.7/8.2, lift 9.1)
## PC2 > 2.5099
## PC3 <= -1.506377
## PC18 > -1.127962
## PC18 <= 0.221546
## PC20 > -4.816998
## PC32 <= 0.4774309
## PC44 > 0.5996249
## PC46 > -1.308755
## PC51 <= 1.127254
## -> class 0\|2 [0.871]
##
## Rule 28/60: (7654.4/5743.5, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.250]
##
## Rule 28/61: (109.4/0.1, lift 10.9)
## PC4 <= 8.399589
## PC7 > -0.703411
## PC9 <= 0.6749936
## PC18 <= -1.127962
## PC20 <= 2.091965
## PC33 <= 3.745984
## PC55 > 0.1979363
## PC67 <= 0.08365791
## PC75 > -0.1477809
## PC78 <= 2.983765
## -> class 0\|3 [0.990]
##
## Rule 28/62: (97.8/0.4, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= 0.6749936
## PC18 <= -1.127962
## PC25 <= 16.10328
## PC39 <= -1.445797
## PC78 <= 2.983765
## -> class 0\|3 [0.986]
##
## Rule 28/63: (67.2, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC9 <= 0.6749936
## PC18 <= -1.127962
## PC20 <= 2.091965
## PC24 <= 1.154169
## PC67 <= 0.08365791
## PC75 > 0.4798002
## -> class 0\|3 [0.986]
##
## Rule 28/64: (83/0.7, lift 10.8)
## PC4 > -8.261679
## PC4 <= -6.964373
## PC18 <= -2.29641
## PC26 <= 1.386091
## PC57 <= 0.5666176
## PC61 > -0.3203616
## PC62 > -0.2478938
## PC79 <= 0.9579589
## PC90 > -1.007012
## PC90 <= 0.2232773
## PC97 <= 1.013682
## -> class 0\|3 [0.980]
##
## Rule 28/65: (159.6/2.9, lift 10.7)
## PC4 <= 8.399589
## PC5 > -0.9522218
## PC18 <= -2.29641
## PC33 <= 3.745984
## PC97 <= -0.9075205
## -> class 0\|3 [0.976]
##
## Rule 28/66: (76/0.9, lift 10.7)
## PC3 <= 1.640775
## PC4 > -7.097243
## PC4 <= 8.399589
## PC7 > -0.4985195
## PC18 > -2.29641
## PC18 <= -1.127962
## PC24 > 1.154169
## PC28 <= 1.380152
## -> class 0\|3 [0.975]
##
## Rule 28/67: (36.2, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC18 > -2.29641
## PC18 <= -1.127962
## PC43 > 1.773609
## -> class 0\|3 [0.974]
##
## Rule 28/68: (32.4, lift 10.7)
## PC2 > 2.5099
## PC80 <= -4.714075
## -> class 0\|3 [0.971]
##
## Rule 28/69: (248.5/6.5, lift 10.7)
## PC4 > -6.964373
## PC4 <= 8.399589
## PC8 <= 0.05571313
## PC10 > -5.334851
## PC17 <= 0.6090416
## PC18 <= -2.29641
## PC20 > -4.583162
## PC26 > -2.09578
## PC27 > -6.738084
## PC34 > -2.328316
## PC36 <= 1.146734
## PC42 > -0.6679253
## PC78 <= 2.983765
## PC93 > -0.05677242
## PC97 <= 1.013682
## -> class 0\|3 [0.970]
##
## Rule 28/70: (30.4, lift 10.7)
## PC2 > 2.5099
## PC25 <= -1.203939
## PC38 > 3.059559
## -> class 0\|3 [0.969]
##
## Rule 28/71: (28.5, lift 10.6)
## PC13 > 7.236558
## PC18 > 0.5059283
## PC39 > 3.348826
## -> class 0\|3 [0.967]
##
## Rule 28/72: (48.6/0.7, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= 0.5059283
## PC26 <= -2.09578
## PC39 > -1.445797
## -> class 0\|3 [0.966]
##
## Rule 28/73: (130.2/3.5, lift 10.6)
## PC4 > -6.964373
## PC4 <= 8.399589
## PC10 > -5.334851
## PC18 <= -2.29641
## PC29 <= 0.2432277
## PC33 <= 3.745984
## PC35 <= 0.06180245
## PC42 <= -0.6679253
## PC97 <= 1.013682
## -> class 0\|3 [0.966]
##
## Rule 28/74: (148.2/4.2, lift 10.6)
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC10 > 1.611974
## PC18 <= -2.29641
## PC27 > -6.738084
## PC33 <= 3.745984
## -> class 0\|3 [0.965]
##
## Rule 28/75: (26.6, lift 10.6)
## PC5 > -0.9522218
## PC18 <= 0.5059283
## PC20 <= -5.506513
## PC33 <= 3.745984
## PC78 <= 2.983765
## PC81 > -0.7012362
## -> class 0\|3 [0.965]
##
## Rule 28/76: (23.8, lift 10.6)
## PC13 > 7.236558
## PC18 > 0.5059283
## PC18 <= 3.666845
## PC25 > -1.203939
## PC47 > -1.610874
## PC94 <= -1.333739
## -> class 0\|3 [0.961]
##
## Rule 28/77: (23, lift 10.6)
## PC2 > 2.5099
## PC18 <= 0.5059283
## PC46 > -1.308755
## PC48 > 0.2262224
## PC78 > 2.983765
## PC91 > -1.002618
## -> class 0\|3 [0.960]
##
## Rule 28/78: (20.8, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC7 > -0.703411
## PC9 <= 0.6749936
## PC18 > -2.29641
## PC18 <= -1.127962
## PC28 <= 1.380152
## PC52 > -2.082905
## PC65 > -0.7554216
## PC67 > 0.08365791
## PC75 > -0.1477809
## PC84 > -0.7875167
## -> class 0\|3 [0.956]
##
## Rule 28/79: (18.6, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -0.3535447
## PC46 <= -1.308755
## PC87 <= -1.711336
## -> class 0\|3 [0.951]
##
## Rule 28/80: (38.8/1.6, lift 10.3)
## PC9 <= 0.6749936
## PC18 <= -1.127962
## PC36 > 2.555241
## PC46 > -1.308755
## PC78 <= 2.983765
## -> class 0\|3 [0.936]
##
## Rule 28/81: (68.4/3.5, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.261679
## PC18 > -1.127962
## PC18 <= 0.5059283
## PC44 <= 0.5996249
## PC46 > 0.3893501
## PC76 <= 0.2216823
## -> class 0\|3 [0.936]
##
## Rule 28/82: (44.3/2.1, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC18 > -2.29641
## PC18 <= -1.127962
## PC27 > -6.738084
## PC33 <= 3.745984
## PC55 <= 0.7018931
## PC78 <= 2.983765
## PC84 <= -0.7875167
## -> class 0\|3 [0.932]
##
## Rule 28/83: (12.5, lift 10.2)
## PC18 <= 0.5059283
## PC33 > 3.745984
## PC46 > -1.308755
## PC71 <= -0.9827021
## -> class 0\|3 [0.931]
##
## Rule 28/84: (87.9/5.3, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.210525
## PC18 > -1.127962
## PC18 <= 0.5059283
## -> class 0\|3 [0.930]
##
## Rule 28/85: (12.4, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.127962
## PC18 <= 0.5059283
## PC20 > -4.816998
## PC32 <= 0.4774309
## PC51 > 1.127254
## -> class 0\|3 [0.928]
##
## Rule 28/86: (328.8/23.1, lift 10.2)
## PC3 <= 1.640775
## PC4 > -6.964373
## PC4 <= 8.399589
## PC5 > -0.9522218
## PC10 > -5.334851
## PC17 <= 0.6090416
## PC18 <= -2.29641
## PC26 <= 1.386091
## PC27 > -6.738084
## PC33 <= 3.745984
## PC34 > -2.328316
## PC36 <= 1.146734
## PC42 > -0.6679253
## PC78 <= 2.983765
## PC90 > -1.007012
## PC93 <= -0.06644218
## PC97 > -0.9075205
## -> class 0\|3 [0.927]
##
## Rule 28/87: (32/2.2, lift 10.0)
## PC18 > -1.127962
## PC18 <= 0.5059283
## PC20 <= -4.816998
## -> class 0\|3 [0.906]
##
## Rule 28/88: (36.4/2.9, lift 9.9)
## PC2 > 2.5099
## PC4 > -7.097243
## PC4 <= 8.399589
## PC7 > -0.703411
## PC18 > -2.29641
## PC18 <= -1.127962
## PC23 <= -1.976331
## PC50 > -0.6666621
## PC78 <= 2.983765
## -> class 0\|3 [0.900]
##
## Rule 28/89: (20.9/1.4, lift 9.9)
## PC18 <= 0.5059283
## PC33 > 3.745984
## PC96 > 1.143479
## -> class 0\|3 [0.896]
##
## Rule 28/90: (33.1/3, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC46 > -1.308755
## PC55 > 0.7018931
## PC78 <= 2.983765
## -> class 0\|3 [0.886]
##
## Rule 28/91: (176.1/28.1, lift 9.2)
## PC3 <= 1.640775
## PC4 > -7.097243
## PC4 <= 8.399589
## PC9 <= 0.5631471
## PC18 > -2.29641
## PC18 <= -1.236645
## PC20 <= 2.091965
## PC24 <= 1.154169
## PC33 <= 3.745984
## PC39 > -1.429097
## PC44 <= 0.7250444
## PC50 > -0.6666621
## PC62 <= 0.4419071
## PC65 > -0.7554216
## PC75 > -0.1477809
## PC84 > -0.7875167
## PC88 <= 0.03376502
## PC92 > -0.4960203
## -> class 0\|3 [0.837]
##
## Rule 28/92: (36.1/5.6, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > 0.5059283
## PC46 > 1.972667
## -> class 0\|3 [0.826]
##
## Rule 28/93: (10/1.2, lift 9.0)
## PC4 > 8.399589
## PC18 <= -1.127962
## PC33 <= 3.745984
## PC81 <= -0.7012362
## -> class 0\|3 [0.818]
##
## Rule 28/94: (45.2/13, lift 7.8)
## PC2 > 2.5099
## PC3 <= -1.506377
## PC12 > -0.1022524
## PC18 > -1.127962
## PC18 <= 0.5059283
## PC32 > 0.4774309
## PC46 > -1.308755
## -> class 0\|3 [0.704]
##
## Rule 28/95: (50.5/16.5, lift 7.3)
## PC1 > -0.430681
## PC2 > -2.073976
## PC10 <= -0.7514341
## PC70 > 0.3090008
## -> class 0\|3 [0.667]
##
## Rule 28/96: (113.8, lift 17.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC20 > -0.1650496
## PC60 > 0.8443592
## -> class 1\|0 [0.991]
##
## Rule 28/97: (135.6/0.7, lift 17.4)
## PC2 <= 2.5099
## PC10 > -0.7514341
## PC16 <= -0.71062
## PC18 > -0.4061779
## PC34 <= -1.254124
## PC77 > -0.3257686
## PC97 <= 1.050058
## -> class 1\|0 [0.987]
##
## Rule 28/98: (73.1/0.6, lift 17.3)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC24 > 0.8152863
## PC65 > -0.1389549
## PC99 <= -0.2468884
## -> class 1\|0 [0.979]
##
## Rule 28/99: (41.3/0.2, lift 17.1)
## PC2 > 2.5099
## PC3 > 6.53583
## PC26 <= 0.04168434
## PC33 <= 0.4427276
## PC65 > -0.1389549
## PC66 > -0.505701
## PC77 <= 0.6559501
## PC88 <= -0.2163977
## PC92 <= 0.4899847
## -> class 1\|0 [0.973]
##
## Rule 28/100: (146/6.4, lift 16.7)
## PC2 > 2.5099
## PC3 > 6.53583
## PC13 > -0.1653859
## PC26 <= 0.04168434
## PC27 <= 0.4836715
## PC51 > 0.234192
## PC66 > -0.505701
## PC74 <= 0.2981315
## PC77 <= 0.6559501
## PC92 <= 0.4899847
## -> class 1\|0 [0.950]
##
## Rule 28/101: (81.7/3.5, lift 16.7)
## PC3 > 0.7432103
## PC12 > 2.702868
## PC64 > -0.4173216
## -> class 1\|0 [0.946]
##
## Rule 28/102: (49.4/2.1, lift 16.6)
## PC3 > 0.7432103
## PC12 > 0.8543217
## PC16 <= 0.8572028
## PC62 <= -0.3381267
## PC69 > -0.4647739
## -> class 1\|0 [0.940]
##
## Rule 28/103: (139.5/8, lift 16.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC63 > 1.696403
## PC65 > -0.1389549
## PC99 > -0.2468884
## -> class 1\|0 [0.936]
##
## Rule 28/104: (15.2/6.3, lift 10.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7514341
## PC72 > 1.24485
## -> class 1\|0 [0.578]
##
## Rule 28/105: (27.4/12.6, lift 9.5)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC36 <= -1.288884
## -> class 1\|0 [0.538]
##
## Rule 28/106: (1378/776.5, lift 7.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC10 > -0.7514341
## -> class 1\|0 [0.437]
##
## Rule 28/107: (185.9, lift 14.9)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC12 > 2.702868
## PC64 <= -0.4173216
## -> class 1\|1 [0.995]
##
## Rule 28/108: (120.7, lift 14.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC17 <= -1.582087
## PC34 > -1.254124
## PC51 <= 0.505841
## -> class 1\|1 [0.992]
##
## Rule 28/109: (80.4, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC74 > 0.2981315
## PC99 > -0.2468884
## -> class 1\|1 [0.988]
##
## Rule 28/110: (68.8/0.7, lift 14.6)
## PC1 > 14.58976
## PC3 <= 0.7432103
## PC9 <= 0.5203298
## PC10 > -0.7514341
## PC18 > -0.2852878
## PC28 <= 0.2567424
## PC50 <= 0.5827398
## -> class 1\|1 [0.976]
##
## Rule 28/111: (31.1, lift 14.5)
## PC3 > 0.5247456
## PC3 <= 0.6834592
## PC9 > 0.5203298
## PC56 > -0.02010515
## -> class 1\|1 [0.970]
##
## Rule 28/112: (30.2, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC97 > 1.535991
## -> class 1\|1 [0.969]
##
## Rule 28/113: (89.6/1.9, lift 14.5)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC12 > 0.8543217
## PC12 <= 2.702868
## PC16 <= 0.8572028
## PC34 > -1.254124
## PC62 > -0.3381267
## PC69 > -0.4647739
## PC90 <= 0.5868329
## PC94 > -0.3347274
## PC96 <= 1.450047
## -> class 1\|1 [0.968]
##
## Rule 28/114: (26.7, lift 14.4)
## PC1 > -0.430681
## PC2 <= -2.073976
## PC12 <= -2.467902
## PC18 > 0.2041752
## -> class 1\|1 [0.965]
##
## Rule 28/115: (27/0.2, lift 14.3)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC3 <= 0.7816898
## PC13 > -0.2238208
## PC16 <= 0.8572028
## PC66 > -0.06003783
## -> class 1\|1 [0.960]
##
## Rule 28/116: (20.6, lift 14.3)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC16 <= -0.71062
## PC34 <= -1.254124
## PC97 > 1.050058
## -> class 1\|1 [0.956]
##
## Rule 28/117: (118/5.5, lift 14.1)
## PC1 > -0.430681
## PC3 <= 0.7432103
## PC9 > 0.5203298
## PC10 > 0.7349702
## PC74 > -1.490742
## PC78 > -0.2438361
## PC98 > -0.3253424
## PC99 <= 1.546576
## -> class 1\|1 [0.946]
##
## Rule 28/118: (10.7, lift 13.8)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC16 <= 0.8572028
## PC50 <= -0.7975031
## PC66 <= -0.06003783
## -> class 1\|1 [0.921]
##
## Rule 28/119: (10.3, lift 13.7)
## PC1 > -0.430681
## PC3 <= 0.7432103
## PC9 > 0.5203298
## PC10 <= 0.7349702
## PC56 > -0.02010515
## PC81 <= -0.3918847
## -> class 1\|1 [0.919]
##
## Rule 28/120: (8.5, lift 13.5)
## PC1 > -0.430681
## PC3 > 0.7432103
## PC18 <= -0.4061779
## PC34 <= -1.254124
## -> class 1\|1 [0.905]
##
## Rule 28/121: (10.8/0.6, lift 13.1)
## PC1 > 8.817184
## PC1 <= 14.58976
## PC8 <= 0.5831117
## PC10 > -0.7514341
## PC18 > -0.2852878
## PC19 > -1.80574
## PC44 <= 1.254894
## -> class 1\|1 [0.876]
##
## Rule 28/122: (39.2/5.3, lift 12.7)
## PC1 > -0.430681
## PC3 > 0.7432103
## PC3 <= 0.8452482
## PC10 > -0.7514341
## PC66 <= -0.06003783
## -> class 1\|1 [0.848]
##
## Rule 28/123: (42.4/6.4, lift 12.5)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC6 <= 0.8463724
## PC16 <= 0.8572028
## PC17 > -1.582087
## PC72 <= 1.24485
## -> class 1\|1 [0.834]
##
## Rule 28/124: (25.6/6.1, lift 11.1)
## PC1 > -0.430681
## PC3 <= 0.7432103
## PC9 > 0.5203298
## PC9 <= 0.6331856
## PC10 > -0.7514341
## PC10 <= 0.7349702
## -> class 1\|1 [0.741]
##
## Rule 28/125: (42.1/16.9, lift 8.9)
## PC1 > -0.430681
## PC3 <= 0.7432103
## PC9 > 0.153158
## PC9 <= 0.5203298
## PC10 > -0.7514341
## PC18 > -0.2852878
## -> class 1\|1 [0.595]
##
## Rule 28/126: (1266.4/722.8, lift 6.4)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.429]
##
## Rule 28/127: (190.1, lift 16.4)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC5 > 3.189565
## PC12 <= 2.702868
## PC16 > 0.8572028
## PC65 <= 1.019995
## -> class 1\|2 [0.995]
##
## Rule 28/128: (109/0.3, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC9 <= 0.5203298
## PC10 > -0.7514341
## PC18 <= -0.2852878
## PC23 <= 1.49152
## PC38 <= 0.6078058
## -> class 1\|2 [0.988]
##
## Rule 28/129: (139.8/1.1, lift 16.2)
## PC3 > 0.7432103
## PC8 > 2.191673
## PC12 <= 2.702868
## PC16 > 0.8572028
## PC37 > -0.9504825
## -> class 1\|2 [0.986]
##
## Rule 28/130: (90.5/0.4, lift 16.2)
## PC1 > -0.430681
## PC6 > 0.8463724
## PC12 <= 0.8543217
## PC13 <= -0.2238208
## PC16 <= 0.8572028
## PC17 > -1.582087
## PC66 > -0.06003783
## -> class 1\|2 [0.985]
##
## Rule 28/131: (64.8, lift 16.2)
## PC3 > 0.7816898
## PC6 > 0.8463724
## PC10 > -0.7514341
## PC12 <= 0.8543217
## PC13 > -0.2238208
## PC16 <= 0.8572028
## PC17 > -1.582087
## PC78 > 0.266916
## -> class 1\|2 [0.984]
##
## Rule 28/132: (43.9, lift 16.1)
## PC3 > 0.7432103
## PC16 > 0.8572028
## PC35 <= -0.5423597
## PC60 > -0.9345402
## -> class 1\|2 [0.978]
##
## Rule 28/133: (40.3, lift 16.1)
## PC4 <= -1.520835
## PC6 > 0.8463724
## PC12 <= 0.8543217
## PC13 > -0.2238208
## PC17 > -1.582087
## -> class 1\|2 [0.976]
##
## Rule 28/134: (128.7/3.2, lift 16.0)
## PC3 > 0.8452482
## PC6 > 0.8463724
## PC10 > -0.7514341
## PC12 <= 0.8543217
## PC16 <= 0.8572028
## PC17 > -1.582087
## PC50 > -0.7975031
## PC66 <= -0.06003783
## -> class 1\|2 [0.968]
##
## Rule 28/135: (209.3/6.8, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -1.599951
## PC16 > 0.9959877
## PC31 <= 0.1854061
## PC89 > -0.4480482
## -> class 1\|2 [0.963]
##
## Rule 28/136: (21.8, lift 15.8)
## PC1 > 14.58976
## PC3 <= 0.7432103
## PC28 > 0.2567424
## -> class 1\|2 [0.958]
##
## Rule 28/137: (19.5, lift 15.7)
## PC3 > 0.7432103
## PC12 > 0.8543217
## PC34 > -1.254124
## PC90 <= 0.5868329
## PC96 > 1.450047
## -> class 1\|2 [0.953]
##
## Rule 28/138: (18, lift 15.7)
## PC3 > 0.7432103
## PC16 > -0.71062
## PC34 <= -1.254124
## -> class 1\|2 [0.950]
##
## Rule 28/139: (14.7, lift 15.5)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC16 <= 0.8572028
## PC34 > -1.254124
## PC62 > -0.3381267
## PC90 > 0.5868329
## -> class 1\|2 [0.940]
##
## Rule 28/140: (11.7, lift 15.3)
## PC1 > 1.128336
## PC2 > 2.5099
## PC15 <= -1.599951
## -> class 1\|2 [0.927]
##
## Rule 28/141: (46.5/2.7, lift 15.2)
## PC2 <= -2.073976
## PC10 <= -0.7514341
## PC12 <= -2.467902
## PC18 <= 0.2041752
## -> class 1\|2 [0.924]
##
## Rule 28/142: (90.6/7.7, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 0.9959877
## PC20 > -0.4508424
## PC29 > -0.2115736
## PC97 <= 1.535991
## -> class 1\|2 [0.906]
##
## Rule 28/143: (25.4/1.7, lift 14.9)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC16 > 0.8572028
## PC37 <= -0.9504825
## PC100 <= 0.141961
## -> class 1\|2 [0.903]
##
## Rule 28/144: (58.1/8.6, lift 13.8)
## PC3 > 0.7432103
## PC8 <= 2.191673
## PC16 > 0.8572028
## PC60 <= -0.9345402
## PC100 <= 0.141961
## -> class 1\|2 [0.840]
##
## Rule 28/145: (564.4/128.6, lift 12.7)
## PC3 > 0.7432103
## PC12 <= 2.702868
## PC16 > 0.8572028
## PC17 > -1.582087
## PC100 > 0.141961
## -> class 1\|2 [0.771]
##
## Rule 28/146: (65.2, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 > 0.8572028
## PC94 <= -0.8220814
## -> class 1\|3 [0.985]
##
## Rule 28/147: (62.6, lift 16.3)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC9 > -0.5973437
## PC16 > 0.8572028
## PC65 > 0.5845962
## PC72 <= 1.24485
## -> class 1\|3 [0.985]
##
## Rule 28/148: (65.1, lift 16.3)
## PC1 <= 1.128336
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -1.599951
## PC96 > -4.783025
## -> class 1\|3 [0.985]
##
## Rule 28/149: (21.5, lift 15.8)
## PC1 > -0.430681
## PC2 > -2.073976
## PC9 <= -1.926722
## PC10 <= -0.7514341
## PC70 <= 0.3090008
## -> class 1\|3 [0.955]
##
## Rule 28/150: (16.6, lift 15.7)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC5 <= 3.189565
## PC9 <= -0.5973437
## PC16 > 0.8572028
## PC100 > 0.141961
## -> class 1\|3 [0.946]
##
## Rule 28/151: (17.2/0.2, lift 15.6)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC5 <= 3.189565
## PC16 > 0.8572028
## PC34 <= -0.7950751
## -> class 1\|3 [0.938]
##
## Rule 28/152: (15.3/0.4, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC10 > -0.7514341
## PC23 <= 1.49152
## PC38 > 0.6078058
## -> class 1\|3 [0.918]
##
## Rule 28/153: (80.5/6.8, lift 15.0)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC5 <= 3.189565
## PC16 > 0.8572028
## PC72 <= 1.24485
## PC99 <= -0.8228029
## -> class 1\|3 [0.906]
##
## Rule 28/154: (165.2/23.6, lift 14.2)
## PC3 > 0.7432103
## PC5 <= 3.189565
## PC10 > -0.7514341
## PC16 > 0.8572028
## PC26 <= -0.771329
## -> class 1\|3 [0.853]
##
## Rule 28/155: (72.8/17.9, lift 12.4)
## PC3 > 1.640775
## PC15 > -1.599951
## PC16 > 0.9959877
## PC89 <= -0.4480482
## -> class 1\|3 [0.748]
##
## Rule 28/156: (15.8/5.2, lift 10.8)
## PC1 > -0.430681
## PC1 <= 14.58976
## PC3 <= 0.7432103
## PC10 > -0.7514341
## PC18 > -0.2852878
## PC19 <= -1.80574
## PC44 <= 1.254894
## -> class 1\|3 [0.654]
##
## Rule 28/157: (4940.6/3838, lift 3.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.223]
##
## Rule 28/158: (94.2, lift 12.3)
## PC1 > -0.430681
## PC3 <= 0.7432103
## PC8 > 0.5831117
## PC9 <= 0.5203298
## PC10 <= 0.007514764
## PC62 <= 0.01772991
## -> class 2\|0 [0.990]
##
## Rule 28/159: (150.1/0.6, lift 12.3)
## PC2 > -8.847698
## PC8 > 2.291764
## PC12 > -1.72615
## PC21 > 1.703343
## PC68 > 0.4892768
## -> class 2\|0 [0.989]
##
## Rule 28/160: (72.4, lift 12.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > 0.1598658
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC10 <= -0.1738288
## PC83 > 0.286226
## PC100 <= 0.6077086
## -> class 2\|0 [0.987]
##
## Rule 28/161: (76.9/0.6, lift 12.2)
## PC1 <= -0.430681
## PC8 > 5.257244
## PC12 > -1.72615
## PC34 <= -0.3501166
## -> class 2\|0 [0.980]
##
## Rule 28/162: (199.9/4.8, lift 12.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 > -1.72615
## PC32 > 1.36862
## -> class 2\|0 [0.971]
##
## Rule 28/163: (78.6/1.6, lift 12.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 > -1.72615
## PC68 > 0.4892768
## PC88 > 0.2267181
## -> class 2\|0 [0.967]
##
## Rule 28/164: (457.4/19, lift 11.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC10 <= 0.5683248
## PC12 > -1.72615
## PC17 > -0.2221429
## PC42 > -0.3827201
## PC60 > -0.05115781
## -> class 2\|0 [0.956]
##
## Rule 28/165: (505.4/22.1, lift 11.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC10 <= 0.5683248
## PC12 > -1.72615
## PC20 > -0.4726719
## PC42 > -0.3827201
## PC60 > -0.05115781
## PC75 <= 0.310332
## PC85 > -0.8320419
## -> class 2\|0 [0.954]
##
## Rule 28/166: (61.8/2.6, lift 11.7)
## PC8 > 2.291764
## PC10 <= 0.5683248
## PC11 > -0.4620082
## PC20 > -0.4726719
## PC42 <= -0.3827201
## PC48 <= 0.2115763
## PC60 > -0.05115781
## PC61 > -0.631299
## -> class 2\|0 [0.943]
##
## Rule 28/167: (10.5, lift 11.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 > -1.72615
## PC60 <= -0.05115781
## PC69 > 0.374312
## -> class 2\|0 [0.920]
##
## Rule 28/168: (54.4/4.5, lift 11.2)
## PC2 <= 2.5099
## PC8 > 0.5326868
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC19 <= -0.8201595
## PC29 <= 0.3459832
## PC44 > 0.4764253
## PC46 <= 0.6862471
## -> class 2\|0 [0.903]
##
## Rule 28/169: (33.4/3.5, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC10 <= -0.1738288
## PC57 > 0.6406411
## -> class 2\|0 [0.872]
##
## Rule 28/170: (6.4, lift 10.8)
## PC2 <= -8.847698
## PC8 > 2.291764
## PC60 <= -0.05115781
## -> class 2\|0 [0.869]
##
## Rule 28/171: (333/70.9, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC10 <= -0.1738288
## PC35 > -1.435113
## PC68 > -0.3550116
## PC91 <= 0.417838
## -> class 2\|0 [0.786]
##
## Rule 28/172: (1299.9/769.4, lift 5.1)
## PC2 > -2.073976
## PC2 <= 2.5099
## PC10 <= -0.7514341
## -> class 2\|0 [0.408]
##
## Rule 28/173: (90.1, lift 9.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC20 > -0.4726719
## PC42 <= -0.3827201
## PC48 > 0.2115763
## -> class 2\|1 [0.989]
##
## Rule 28/174: (62.1, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC10 > 0.5683248
## PC60 > -0.05115781
## -> class 2\|1 [0.984]
##
## Rule 28/175: (196.3/2.6, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 <= -1.72615
## -> class 2\|1 [0.982]
##
## Rule 28/176: (51.3, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC17 > -0.2221429
## PC28 > 0.08905473
## PC60 > -0.05115781
## PC75 > 0.310332
## -> class 2\|1 [0.980]
##
## Rule 28/177: (48.7, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC17 <= -0.2221429
## PC75 > 0.310332
## -> class 2\|1 [0.979]
##
## Rule 28/178: (39.2, lift 9.6)
## PC1 > -0.430681
## PC3 <= 0.7432103
## PC8 > 0.5831117
## PC9 <= 0.5203298
## PC10 > 0.007514764
## PC18 > -0.2852878
## -> class 2\|1 [0.976]
##
## Rule 28/179: (35.5, lift 9.6)
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC21 > 2.607432
## PC62 > -1.285304
## PC63 > -0.3043147
## -> class 2\|1 [0.973]
##
## Rule 28/180: (34.3, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC42 <= -0.3827201
## PC60 > -0.05115781
## PC61 <= -0.631299
## PC85 > -0.8320419
## -> class 2\|1 [0.972]
##
## Rule 28/181: (33.1, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.4620082
## PC42 <= -0.3827201
## -> class 2\|1 [0.971]
##
## Rule 28/182: (80/2.5, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC10 <= -0.04945722
## PC73 <= -1.355258
## -> class 2\|1 [0.957]
##
## Rule 28/183: (54.3/2.1, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC37 <= -0.893113
## -> class 2\|1 [0.945]
##
## Rule 28/184: (333.2/17.4, lift 9.3)
## PC1 <= -0.430681
## PC2 > -8.847698
## PC8 > 2.291764
## PC21 <= 1.703343
## PC34 > -0.3501166
## PC60 <= -0.05115781
## PC69 <= 0.374312
## PC88 <= 0.2267181
## -> class 2\|1 [0.945]
##
## Rule 28/185: (30.8/1.2, lift 9.2)
## PC1 > -0.430681
## PC1 <= 14.58976
## PC3 <= 0.7432103
## PC8 > 0.5831117
## PC9 <= 0.153158
## PC62 > 0.01772991
## -> class 2\|1 [0.934]
##
## Rule 28/186: (468.3/37.3, lift 9.1)
## PC1 <= -0.430681
## PC2 > -8.847698
## PC8 > 2.291764
## PC8 <= 5.257244
## PC32 <= 1.36862
## PC60 <= -0.05115781
## PC69 <= 0.374312
## -> class 2\|1 [0.919]
##
## Rule 28/187: (14.1/0.8, lift 8.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC60 > -0.05115781
## PC85 <= -0.8320419
## -> class 2\|1 [0.889]
##
## Rule 28/188: (38.7/5.1, lift 8.4)
## PC1 > -0.430681
## PC1 <= 14.58976
## PC2 <= 2.5099
## PC8 <= 0.5831117
## PC9 <= 0.5203298
## PC10 > -0.7514341
## PC44 > 1.254894
## -> class 2\|1 [0.851]
##
## Rule 28/189: (8.6/0.6, lift 8.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC20 <= -0.4726719
## PC60 > -0.05115781
## -> class 2\|1 [0.848]
##
## Rule 28/190: (39.9/6.9, lift 8.0)
## PC2 <= -9.022285
## PC8 <= -0.2574542
## -> class 2\|1 [0.811]
##
## Rule 28/191: (55.2/10.7, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC12 > 4.369685
## PC73 <= -1.355258
## -> class 2\|1 [0.796]
##
## Rule 28/192: (1816.7/844.1, lift 5.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 2.291764
## -> class 2\|1 [0.535]
##
## Rule 28/193: (227.1, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC12 <= -1.100775
## PC16 <= 1.734343
## PC19 > -3.647172
## PC37 > -0.801118
## PC57 <= -0.100883
## PC60 <= -0.02762962
## -> class 2\|2 [0.996]
##
## Rule 28/194: (103.4, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC17 <= 0.5492198
## PC24 > 0.6342371
## PC57 <= 0.3883328
## PC94 <= -0.3086235
## -> class 2\|2 [0.991]
##
## Rule 28/195: (78.8, lift 11.5)
## PC1 <= -0.430681
## PC8 > -0.2574542
## PC8 <= 1.768798
## PC10 > -0.1738288
## PC12 <= -2.779273
## PC21 <= 2.607432
## PC32 <= 1.077431
## PC44 <= 0.4764253
## -> class 2\|2 [0.987]
##
## Rule 28/196: (88.6/0.4, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -2.329443
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC9 > -1.755948
## PC23 > 0.8411557
## PC45 > -0.04810669
## PC45 <= 0.3823274
## PC51 <= 0.3369295
## PC63 > -0.3043147
## PC71 <= -0.2226929
## PC91 > -0.1514377
## -> class 2\|2 [0.985]
##
## Rule 28/197: (62.6, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 2.291764
## PC23 <= 2.13056
## PC32 <= 1.077431
## PC44 <= 0.4764253
## PC45 > -0.04810669
## PC56 > 0.675958
## PC59 > -0.6592996
## PC65 > -0.6522989
## PC66 <= 0.583456
## PC91 > -0.1514377
## PC95 <= 0.3901779
## -> class 2\|2 [0.984]
##
## Rule 28/198: (57.8, lift 11.5)
## PC1 <= -0.430681
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC19 > 2.666939
## PC23 <= 0.8411557
## PC44 <= 0.4764253
## PC63 > -0.3043147
## PC97 <= -0.03484026
## -> class 2\|2 [0.983]
##
## Rule 28/199: (49.5, lift 11.5)
## PC1 > -0.430681
## PC1 <= 8.817184
## PC3 <= 0.7432103
## PC8 <= 0.5831117
## PC9 <= 0.153158
## PC10 > -0.7514341
## PC14 <= 0.5714325
## PC18 > -0.2852878
## PC19 > -1.80574
## PC31 <= 0.4876475
## PC44 <= 1.254894
## PC60 <= -0.6035717
## PC97 <= 1.238189
## -> class 2\|2 [0.981]
##
## Rule 28/200: (71.7/0.6, lift 11.4)
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC23 > 0.8411557
## PC24 <= 1.540841
## PC32 <= 1.077431
## PC44 <= 0.4764253
## PC45 > -0.04810669
## PC61 > 0.3505862
## PC63 > -0.3043147
## -> class 2\|2 [0.979]
##
## Rule 28/201: (40.8, lift 11.4)
## PC1 <= -0.430681
## PC8 > -0.2574542
## PC19 > 3.37187
## PC44 <= 0.4764253
## PC45 > -0.04810669
## -> class 2\|2 [0.977]
##
## Rule 28/202: (35.1, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.350524
## PC8 <= -0.2574542
## PC10 <= 0.6503604
## PC19 > -3.647172
## PC28 <= 0.008215462
## PC67 > 0.4946131
## PC73 > -1.355258
## -> class 2\|2 [0.973]
##
## Rule 28/203: (39/0.3, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -2.329443
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC44 <= 0.4764253
## PC45 > -0.04810669
## PC63 > -0.3043147
## PC86 <= -0.5218899
## -> class 2\|2 [0.969]
##
## Rule 28/204: (31.6, lift 11.3)
## PC1 <= -0.430681
## PC6 > -2.329443
## PC12 > 2.889639
## PC32 <= 1.077431
## PC44 <= 0.4764253
## PC45 > -0.04810669
## PC45 <= 0.3823274
## PC59 > -0.6592996
## PC63 > -0.3043147
## PC63 <= 0.4037953
## PC91 > -0.1514377
## PC95 <= 0.3901779
## -> class 2\|2 [0.969]
##
## Rule 28/205: (77.8/1.5, lift 11.3)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC32 <= 1.947536
## PC33 <= -0.4139605
## PC45 > -0.175928
## PC57 > -0.100883
## PC73 > -1.355258
## PC79 <= 0.5376816
## PC98 > -0.4782737
## -> class 2\|2 [0.969]
##
## Rule 28/206: (29.3, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -2.329443
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC44 <= 0.4764253
## PC45 > -0.04810669
## PC65 <= -0.6522989
## -> class 2\|2 [0.967]
##
## Rule 28/207: (246.8/7.2, lift 11.3)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC6 <= 1.580282
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC11 > -2.501196
## PC15 > -2.104069
## PC24 > -0.7111888
## PC28 > -0.1282357
## PC32 <= 1.947536
## PC45 <= 0.3222792
## PC53 <= 2.107413
## PC57 <= -0.100883
## PC60 <= -0.02762962
## PC76 <= 0.6378464
## -> class 2\|2 [0.967]
##
## Rule 28/208: (208.3/6.5, lift 11.3)
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC19 > -3.647172
## PC33 > -0.4139605
## PC39 > -0.6067213
## PC51 > -0.2388444
## PC55 > -0.5888073
## PC68 <= -0.8119464
## PC78 > -0.1881059
## PC81 <= 0.6304653
## -> class 2\|2 [0.965]
##
## Rule 28/209: (20.2, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 0.5326868
## PC10 > -0.1738288
## PC28 <= 0.1095078
## PC44 > 0.4764253
## PC67 > 0.2133587
## -> class 2\|2 [0.955]
##
## Rule 28/210: (39.2/0.9, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC23 > 2.13056
## PC32 <= 1.077431
## -> class 2\|2 [0.954]
##
## Rule 28/211: (57.4/1.8, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -2.329443
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC32 <= 1.077431
## PC44 <= 0.4764253
## PC59 > -0.6592996
## PC63 > -0.3043147
## PC95 > 0.3901779
## -> class 2\|2 [0.953]
##
## Rule 28/212: (22.6/0.2, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.350524
## PC8 <= -0.2574542
## PC10 > 0.6503604
## PC28 <= 0.008215462
## PC33 > -0.4139605
## PC47 > -0.8644236
## PC57 > -0.100883
## PC68 > -0.8119464
## -> class 2\|2 [0.951]
##
## Rule 28/213: (36.2/0.9, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.350524
## PC8 <= -0.2574542
## PC17 <= 0.5492198
## PC33 > -0.4139605
## PC47 > -0.8644236
## PC49 <= -0.4523354
## PC73 > -1.355258
## -> class 2\|2 [0.951]
##
## Rule 28/214: (134.6/5.9, lift 11.1)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -1.350524
## PC8 <= -0.2574542
## PC15 <= 3.661684
## PC19 > -3.647172
## PC28 > 0.008215462
## PC29 <= 0.2792483
## PC33 > -0.4139605
## PC47 > -0.8644236
## PC68 > -0.8119464
## PC69 > -0.2803498
## -> class 2\|2 [0.950]
##
## Rule 28/215: (30.2/0.9, lift 11.0)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 <= -1.350524
## PC27 <= -0.2334193
## PC57 > -0.100883
## PC64 > 0.5747154
## PC81 <= 0.6304653
## -> class 2\|2 [0.942]
##
## Rule 28/216: (13.8, lift 10.9)
## PC8 > -3.145528
## PC8 <= -1.350524
## PC19 > 3.509839
## PC57 <= 0.3883328
## PC68 > -0.8119464
## PC94 <= -0.3086235
## -> class 2\|2 [0.937]
##
## Rule 28/217: (67.5/3.8, lift 10.9)
## PC1 <= -0.430681
## PC8 > -0.2574542
## PC11 <= -2.363616
## PC44 <= 0.4764253
## PC45 > -0.04810669
## PC62 > -1.285304
## -> class 2\|2 [0.931]
##
## Rule 28/218: (57.2/3.1, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -2.329443
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC23 <= 2.13056
## PC32 <= 1.077431
## PC45 > -0.04810669
## PC59 > -0.6592996
## PC63 > 0.4037953
## PC66 <= 0.583456
## PC91 > -0.1514377
## -> class 2\|2 [0.930]
##
## Rule 28/219: (95.7/6.5, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -0.04230507
## PC8 > -1.350524
## PC8 <= -0.2574542
## PC29 <= 0.2792483
## PC33 > -0.4139605
## PC47 > -0.8644236
## PC57 > -0.100883
## PC63 > 0.05751005
## PC69 > -0.2803498
## PC73 > -1.355258
## -> class 2\|2 [0.923]
##
## Rule 28/220: (28.4/1.3, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.145528
## PC27 > -0.2334193
## PC29 <= 0.2792483
## PC32 <= 1.947536
## PC33 > -0.4139605
## PC69 > -0.2803498
## PC77 <= 2.10622
## PC84 <= -0.4951016
## PC94 <= -0.3086235
## -> class 2\|2 [0.923]
##
## Rule 28/221: (60/3.9, lift 10.8)
## PC2 <= 2.5099
## PC8 <= -0.2574542
## PC10 > -0.04945722
## PC12 <= 4.369685
## PC57 <= 2.443888
## PC73 <= -1.355258
## -> class 2\|2 [0.921]
##
## Rule 28/222: (10, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -1.350524
## PC27 <= -0.2334193
## PC38 > 0.6579186
## PC81 <= 0.6304653
## -> class 2\|2 [0.916]
##
## Rule 28/223: (67.9/5.4, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2574542
## PC46 > 0.413817
## PC60 <= -0.7855141
## PC73 > -1.355258
## -> class 2\|2 [0.908]
##
## Rule 28/224: (13.7/0.5, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC29 <= -0.1367583
## PC32 <= 1.077431
## PC45 > -0.04810669
## -> class 2\|2 [0.903]
##
## Rule 28/225: (7.9, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.350524
## PC8 <= -0.2574542
## PC17 <= 0.5492198
## PC32 > 1.203356
## PC33 > -0.4139605
## PC73 > -1.355258
## -> class 2\|2 [0.899]
##
## Rule 28/226: (12.9/0.6, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -2.329443
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC23 <= 0.8411557
## PC24 > 0.2116383
## PC44 <= 0.4764253
## PC63 > -0.3043147
## PC91 > -0.04416095
## PC94 <= 0.3971989
## PC95 <= 0.3901779
## PC97 <= -0.03484026
## -> class 2\|2 [0.893]
##
## Rule 28/227: (227.2/27.2, lift 10.2)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC11 > -0.6155272
## PC16 <= 1.734343
## PC28 > -0.1282357
## PC32 <= 1.947536
## PC57 <= -0.100883
## PC97 <= 1.675995
## -> class 2\|2 [0.877]
##
## Rule 28/228: (53.7/6.2, lift 10.2)
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC32 <= 1.077431
## PC44 <= 0.4764253
## PC59 > -0.6592996
## PC62 > -1.285304
## PC66 > 0.583456
## PC90 <= 0.6792846
## -> class 2\|2 [0.871]
##
## Rule 28/229: (77.9/9.5, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -2.329443
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC29 > -0.1367583
## PC44 <= 0.4764253
## PC45 <= 0.3823274
## PC63 > -0.3043147
## PC91 > -0.1514377
## PC91 <= -0.04416095
## PC94 <= 0.3971989
## PC97 <= -0.03484026
## -> class 2\|2 [0.869]
##
## Rule 28/230: (18.7/2.8, lift 9.6)
## PC8 <= -3.145528
## PC36 > 0.4058869
## PC74 > -0.8009616
## PC76 <= 0.4850297
## PC98 > 0.4520667
## -> class 2\|2 [0.818]
##
## Rule 28/231: (49.7/10.6, lift 9.1)
## PC1 <= -0.430681
## PC8 > -3.145528
## PC8 <= -1.350524
## PC17 <= 0.5492198
## PC27 <= -0.2334193
## PC29 <= 0.2792483
## PC33 > -0.4139605
## PC57 > -0.100883
## PC67 > 0.01372455
## PC73 > -1.355258
## PC77 <= 2.10622
## -> class 2\|2 [0.775]
##
## Rule 28/232: (38.1/14.1, lift 7.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC24 <= 1.540841
## PC44 <= 0.4764253
## PC59 > -0.6592996
## PC62 <= -1.285304
## PC63 > -0.3043147
## -> class 2\|2 [0.624]
##
## Rule 28/233: (101, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -3.145528
## PC44 <= 0.9374329
## PC45 > 0.1517099
## -> class 2\|3 [0.990]
##
## Rule 28/234: (79.3, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -3.145528
## PC31 > 1.244208
## PC39 <= 0.2162909
## -> class 2\|3 [0.988]
##
## Rule 28/235: (75.2, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -3.145528
## PC18 > -0.2926225
## PC44 <= 0.9374329
## PC76 <= 0.4850297
## PC81 > 0.1970241
## PC100 <= 0.3804127
## -> class 2\|3 [0.987]
##
## Rule 28/236: (69.1, lift 8.4)
## PC1 > -0.430681
## PC2 <= -2.073976
## PC10 <= -0.7514341
## PC12 > -2.467902
## PC43 <= -0.1397224
## PC84 > -0.7119491
## -> class 2\|3 [0.986]
##
## Rule 28/237: (57.2, lift 8.4)
## PC1 > -0.430681
## PC1 <= 8.817184
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 <= 0.5831117
## PC9 <= 0.153158
## PC10 > -0.7514341
## PC19 > -1.80574
## PC43 <= 0.514162
## PC60 > -0.6035717
## -> class 2\|3 [0.983]
##
## Rule 28/238: (47, lift 8.3)
## PC1 <= 14.58976
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC9 <= 0.5203298
## PC43 <= 0.514162
## PC97 > 1.238189
## -> class 2\|3 [0.979]
##
## Rule 28/239: (461.3/9, lift 8.3)
## PC1 <= -0.430681
## PC8 > -3.145528
## PC8 <= -1.350524
## PC17 <= 0.5492198
## PC27 > -0.2334193
## PC33 > -0.4139605
## PC45 <= 0.4335379
## PC57 > -0.100883
## PC68 > -0.8119464
## PC69 > -0.2803498
## PC94 > -0.3086235
## -> class 2\|3 [0.978]
##
## Rule 28/240: (33.6, lift 8.3)
## PC1 > -0.430681
## PC1 <= 8.817184
## PC3 <= 0.7432103
## PC8 <= 0.5831117
## PC10 > -0.7514341
## PC14 > 0.5714325
## PC19 > -1.80574
## PC43 <= 0.514162
## -> class 2\|3 [0.972]
##
## Rule 28/241: (94.7/3.4, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC16 > 1.734343
## PC73 > -1.355258
## PC97 <= 1.675995
## -> class 2\|3 [0.955]
##
## Rule 28/242: (84.7/3.2, lift 8.1)
## PC2 <= 2.5099
## PC8 <= -3.145528
## PC36 <= 0.4058869
## PC41 > -0.4428328
## PC46 <= 0.413817
## PC98 > 0.4520667
## -> class 2\|3 [0.951]
##
## Rule 28/243: (16.1, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC10 > -0.1738288
## PC11 <= 0.708196
## PC44 <= 0.4764253
## PC63 <= -0.3043147
## -> class 2\|3 [0.945]
##
## Rule 28/244: (15.5, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC24 > 1.540841
## -> class 2\|3 [0.943]
##
## Rule 28/245: (13.1, lift 8.0)
## PC1 <= -0.430681
## PC6 > 1.580282
## PC8 <= -0.2574542
## PC12 > -1.100775
## PC32 <= 1.947536
## PC45 <= 0.3222792
## -> class 2\|3 [0.934]
##
## Rule 28/246: (30.3/1.9, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC10 <= -0.1738288
## PC35 <= -1.435113
## -> class 2\|3 [0.911]
##
## Rule 28/247: (8.5, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 2.291764
## PC29 > 0.3459832
## PC44 > 0.4764253
## -> class 2\|3 [0.898]
##
## Rule 28/248: (83.9/11.3, lift 7.3)
## PC1 > -0.430681
## PC2 <= -2.073976
## PC10 <= -0.7514341
## PC12 > -2.467902
## PC17 > 0.4119096
## PC71 <= -0.10524
## -> class 2\|3 [0.857]
##
## Rule 28/249: (49.6/7.9, lift 7.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2574542
## PC8 <= 0.5326868
## PC28 <= 0.1095078
## PC37 > -0.893113
## PC44 > 0.4764253
## PC67 <= 0.2133587
## -> class 2\|3 [0.827]
##
## Rule 28/250: (3964.6/1911.2, lift 4.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2574542
## -> class 2\|3 [0.518]
##
## Rule 28/251: (115.2, lift 22.6)
## PC2 <= 2.5099
## PC8 <= -3.145528
## PC27 > 0.02228288
## PC31 <= 1.244208
## PC41 <= 0.09447951
## PC43 > -0.2702033
## PC46 <= 0.413817
## PC47 > -0.3377062
## PC52 <= 0.07999884
## PC62 <= 0.9118405
## PC74 > -0.8009616
## PC81 <= 0.06971355
## PC85 > 0.07185512
## PC93 <= 0.4453863
## PC98 <= 0.4520667
## -> class 2\|4 [0.991]
##
## Rule 28/252: (146.7/0.7, lift 22.5)
## PC2 <= 2.5099
## PC8 <= -3.145528
## PC18 <= -0.2926225
## PC23 <= 2.379988
## PC26 <= 3.239936
## PC45 <= 0.1517099
## PC46 <= 0.413817
## PC75 <= 0.429649
## PC76 <= 0.4850297
## PC94 <= 0.7654349
## -> class 2\|4 [0.989]
##
## Rule 28/253: (123.6/0.5, lift 22.5)
## PC8 <= -3.145528
## PC23 <= 2.379988
## PC27 <= 0.02228288
## PC45 <= 0.1517099
## PC62 <= -0.5797458
## PC76 <= 0.4850297
## PC94 <= 0.7654349
## PC98 <= 0.4520667
## -> class 2\|4 [0.988]
##
## Rule 28/254: (45.8, lift 22.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC45 > 0.4335379
## PC97 <= -0.1509848
## -> class 2\|4 [0.979]
##
## Rule 28/255: (235.7/4, lift 22.3)
## PC2 <= 2.5099
## PC8 <= -3.145528
## PC23 <= 2.379988
## PC26 <= 3.239936
## PC41 <= 0.09447951
## PC45 <= 0.1517099
## PC46 <= 0.413817
## PC47 <= -0.3377062
## PC49 <= 0.1867856
## PC76 <= 0.4850297
## PC81 <= 0.1970241
## PC94 <= 0.7654349
## PC98 <= 0.4520667
## -> class 2\|4 [0.979]
##
## Rule 28/256: (122.3/3.1, lift 22.1)
## PC8 <= -3.145528
## PC31 <= 1.244208
## PC44 > 0.9374329
## PC46 <= 0.413817
## PC56 > -1.572737
## PC74 > -0.8009616
## PC76 <= 0.4850297
## PC98 <= 0.4520667
## -> class 2\|4 [0.967]
##
## Rule 28/257: (97/2.6, lift 22.0)
## PC1 <= -0.430681
## PC8 <= -0.2574542
## PC9 <= -5.05894
## PC26 <= 3.239936
## PC74 > -0.8009616
## PC75 <= 0.429649
## PC93 <= 0.4453863
## -> class 2\|4 [0.963]
##
## Rule 28/258: (178.3/6.6, lift 21.8)
## PC1 <= -0.430681
## PC8 <= -3.145528
## PC31 <= 1.244208
## PC56 > -1.572737
## PC74 > -0.8009616
## PC76 <= 0.4850297
## PC84 > -0.2814895
## PC98 <= 0.4520667
## PC100 > 0.3804127
## -> class 2\|4 [0.958]
##
## Rule 28/259: (27.1/0.9, lift 21.3)
## PC8 <= -3.145528
## PC36 <= 0.4058869
## PC41 <= -0.4428328
## PC46 <= 0.413817
## PC73 > -1.355258
## PC76 <= 0.4850297
## PC98 > 0.4520667
## -> class 2\|4 [0.934]
##
## Rule 28/260: (55.3/3.2, lift 21.1)
## PC1 > -0.430681
## PC2 <= -2.073976
## PC10 <= -0.7514341
## PC12 > -2.467902
## PC43 > -0.1397224
## PC71 > -0.10524
## -> class 2\|4 [0.927]
##
## Rule 28/261: (11.4, lift 21.1)
## PC1 <= -0.430681
## PC8 <= -3.145528
## PC46 <= 0.413817
## PC56 > -1.572737
## PC85 > 1.810729
## -> class 2\|4 [0.925]
##
## Rule 28/262: (44.5/3.3, lift 20.7)
## PC1 <= -0.430681
## PC8 <= -3.145528
## PC44 > 2.31718
## PC56 > -1.572737
## PC74 > -0.8009616
## -> class 2\|4 [0.908]
##
## Rule 28/263: (5.4, lift 19.7)
## PC2 <= 2.5099
## PC8 <= -3.145528
## PC59 > 0.2421495
## PC73 > -1.355258
## PC74 <= -0.8009616
## -> class 2\|4 [0.864]
##
## Rule 28/264: (80.4/11.5, lift 19.3)
## PC1 <= -0.430681
## PC8 <= -0.2574542
## PC19 <= -3.647172
## PC63 <= -0.2927086
## -> class 2\|4 [0.848]
##
## Rule 28/265: (11.9/1.3, lift 19.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2574542
## PC45 <= 0.4335379
## PC57 <= -0.100883
## PC73 > -1.355258
## PC97 > 1.675995
## -> class 2\|4 [0.838]
##
## Rule 28/266: (33.2/5.8, lift 18.4)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC12 > 0.2930036
## PC29 > 0.2792483
## PC69 > -0.2803498
## PC81 <= 0.6304653
## -> class 2\|4 [0.806]
##
## Rule 28/267: (31.3/9.4, lift 15.7)
## PC1 > -0.430681
## PC1 <= 8.817184
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 <= 0.5831117
## PC9 <= 0.153158
## PC43 > 0.514162
## PC44 <= 1.254894
## -> class 2\|4 [0.688]
##
## Rule 28/268: (30.8/10.7, lift 14.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.145528
## PC8 <= -0.2574542
## PC19 > -3.647172
## PC32 > 1.947536
## PC45 <= 0.4335379
## PC73 > -1.355258
## -> class 2\|4 [0.644]
##
## Rule 28/269: (16.3/6.8, lift 13.1)
## PC8 > -3.145528
## PC8 <= -1.350524
## PC27 > -0.2334193
## PC33 > -0.4139605
## PC57 > -0.100883
## PC65 > 0.9432499
## PC68 > -0.8119464
## PC73 > -1.355258
## -> class 2\|4 [0.575]
##
## Default class: 2\|1
##
## ----- Trial 29: -----
##
## Rules:
##
## Rule 29/1: (243/1.3, lift 15.9)
## PC5 <= 1.6919
## PC13 <= 7.506931
## PC18 > 2.052136
## PC19 > -0.3125989
## PC25 <= 0.7820565
## PC48 > -0.6094309
## PC53 <= -1.055398
## -> class 0\|0 [0.991]
##
## Rule 29/2: (90.8/0.1, lift 15.9)
## PC13 <= 7.506931
## PC18 > 2.052136
## PC19 > -0.3125989
## PC28 <= 3.252207
## PC45 <= 1.319403
## PC55 > -0.3992188
## PC58 <= 2.526783
## PC77 <= -0.4512687
## PC91 <= 3.159646
## -> class 0\|0 [0.988]
##
## Rule 29/3: (78.2, lift 15.9)
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > 2.052136
## PC28 <= 3.252207
## PC45 <= 1.319403
## PC54 > -1.095759
## PC55 > -0.3992188
## PC85 <= 2.546556
## PC95 > 0.6322361
## -> class 0\|0 [0.987]
##
## Rule 29/4: (109/1.3, lift 15.8)
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > 2.052136
## PC37 <= 2.17147
## PC54 <= -1.095759
## PC55 > -0.3992188
## PC91 <= 3.159646
## -> class 0\|0 [0.980]
##
## Rule 29/5: (47.2/0.8, lift 15.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= 2.372984
## PC13 <= -0.3155258
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC47 <= -0.9183904
## -> class 0\|0 [0.963]
##
## Rule 29/6: (53.2/1.7, lift 15.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > 0.4606963
## PC18 > -0.4683644
## PC47 > -0.9183904
## PC48 > 0.360111
## PC87 <= 0.1066178
## -> class 0\|0 [0.951]
##
## Rule 29/7: (24/0.3, lift 15.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > 0.4606963
## PC24 > 2.320164
## PC90 > -1.759266
## -> class 0\|0 [0.950]
##
## Rule 29/8: (55.1/3, lift 15.0)
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > 2.052136
## PC37 <= 2.17147
## PC55 > -0.3992188
## PC78 > 0.9895724
## PC85 <= 2.546556
## -> class 0\|0 [0.931]
##
## Rule 29/9: (360.1/29, lift 14.8)
## PC5 <= 1.6919
## PC7 > -0.9646559
## PC10 > -7.567951
## PC13 > -2.624836
## PC13 <= 1.043398
## PC16 > -1.229006
## PC18 > 2.052136
## PC25 <= 0.7820565
## PC45 <= 1.319403
## PC48 > -0.6094309
## PC54 <= 1.171919
## PC55 > -0.3992188
## PC68 > -0.1623678
## PC99 > -0.1048695
## -> class 0\|0 [0.917]
##
## Rule 29/10: (130/23.6, lift 13.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.1822112
## PC13 <= 1.698335
## PC18 > -0.4683644
## -> class 0\|0 [0.814]
##
## Rule 29/11: (25.3/4.3, lift 13.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.1932295
## PC13 <= 1.698335
## PC14 > 0.4606963
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC19 <= -0.1306577
## PC87 <= 0.1066178
## -> class 0\|0 [0.806]
##
## Rule 29/12: (779/202.2, lift 11.9)
## PC12 > -2.032964
## PC13 <= -0.6545345
## PC18 > 2.052136
## PC28 <= 3.252207
## PC37 <= 2.17147
## PC43 <= 0.9013982
## PC55 > -0.3992188
## PC73 > -3.262554
## PC85 <= 2.546556
## PC91 <= 3.159646
## -> class 0\|0 [0.740]
##
## Rule 29/13: (105.7/36, lift 10.6)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC40 > 2.841514
## PC85 <= 2.546556
## -> class 0\|0 [0.656]
##
## Rule 29/14: (219.4, lift 12.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1822112
## PC14 <= 0.4606963
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC22 > -0.9211246
## PC40 <= 2.841514
## PC43 <= 0.4523694
## PC47 > -0.9183904
## PC55 > -0.3779121
## PC85 <= 0.06733282
## PC86 <= 4.013646
## PC90 > -1.759266
## -> class 0\|1 [0.995]
##
## Rule 29/15: (156.3, lift 12.6)
## PC2 > 2.5099
## PC6 <= 0.1822112
## PC8 > -0.1932295
## PC13 <= 1.698335
## PC14 > 0.4606963
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC87 > 0.1066178
## -> class 0\|1 [0.994]
##
## Rule 29/16: (141.8, lift 12.5)
## PC2 > 2.5099
## PC6 <= 0.1822112
## PC13 <= 1.698335
## PC14 > -1.071559
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 <= -1.05421
## PC40 <= 2.841514
## PC43 <= 0.4523694
## PC55 > -0.3779121
## PC85 <= 2.546556
## PC90 > -1.759266
## -> class 0\|1 [0.993]
##
## Rule 29/17: (95.4/0.2, lift 12.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1822112
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC47 > -0.9183904
## PC78 > 0.06980622
## PC85 > 0.06733282
## PC92 <= 0.07917529
## -> class 0\|1 [0.988]
##
## Rule 29/18: (84.2, lift 12.5)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC18 > 2.052136
## PC28 <= 3.252207
## PC32 <= 0.8154566
## PC55 <= -0.4046857
## PC60 > -1.360307
## -> class 0\|1 [0.988]
##
## Rule 29/19: (190.9/2.1, lift 12.4)
## PC3 <= 1.640775
## PC14 > -1.071559
## PC14 <= 0.4606963
## PC18 > 1.033548
## PC18 <= 2.052136
## PC21 <= 0.5762501
## PC40 <= 2.841514
## PC42 <= 1.576579
## PC55 > -0.3779121
## PC85 <= 2.546556
## PC90 > -1.759266
## -> class 0\|1 [0.984]
##
## Rule 29/20: (48.4/0.1, lift 12.4)
## PC3 <= 1.640775
## PC13 > -2.624836
## PC18 > -0.4683644
## PC25 <= 0.7820565
## PC29 <= -1.240475
## PC43 <= 0.9013982
## PC45 <= 1.319403
## PC53 > -1.055398
## PC55 > -0.3992188
## PC91 <= 3.159646
## PC99 <= -0.1048695
## -> class 0\|1 [0.978]
##
## Rule 29/21: (42.4, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -2.624836
## PC13 <= 7.506931
## PC16 > -1.229006
## PC18 > -0.4683644
## PC25 <= 0.7820565
## PC43 <= 0.9013982
## PC45 <= 1.319403
## PC48 > -0.6094309
## PC53 > -1.055398
## PC54 > -1.095759
## PC86 <= -0.4096343
## PC99 <= -0.1048695
## -> class 0\|1 [0.977]
##
## Rule 29/22: (50.2/0.3, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -2.032964
## PC14 <= -0.3790054
## PC18 > -0.4683644
## PC43 <= 1.815307
## PC54 > -1.095759
## PC68 > -0.5711414
## PC68 <= -0.1623678
## PC77 > -0.4512687
## PC86 <= 4.013646
## PC99 > -0.1048695
## -> class 0\|1 [0.975]
##
## Rule 29/23: (196.7/4.5, lift 12.3)
## PC2 > 2.5099
## PC6 <= 0.1822112
## PC8 > -0.1932295
## PC13 <= 1.698335
## PC14 > 0.4606963
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC19 > -0.1306577
## PC24 <= 2.320164
## PC48 <= 0.360111
## PC90 > -1.759266
## -> class 0\|1 [0.972]
##
## Rule 29/24: (74.2/1.2, lift 12.3)
## PC13 > -0.6545345
## PC13 <= 7.506931
## PC18 > 2.052136
## PC45 > 1.319403
## PC73 > -3.262554
## PC78 <= 0.9895724
## -> class 0\|1 [0.972]
##
## Rule 29/25: (33.5, lift 12.3)
## PC2 > 2.5099
## PC12 > -2.032964
## PC18 > 2.052136
## PC53 > 1.686158
## PC54 > -1.095759
## -> class 0\|1 [0.970]
##
## Rule 29/26: (29.5, lift 12.2)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > 2.052136
## PC91 > 3.159646
## -> class 0\|1 [0.968]
##
## Rule 29/27: (134.2/3.8, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1822112
## PC12 > -2.032964
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC34 > 0.3673071
## PC47 <= 0.6867923
## PC90 > -1.759266
## PC92 <= 0.07917529
## -> class 0\|1 [0.965]
##
## Rule 29/28: (23, lift 12.1)
## PC5 <= 1.6919
## PC13 <= 7.506931
## PC16 > -1.229006
## PC18 > 2.052136
## PC41 > 0.08692545
## PC53 > -1.055398
## PC95 <= 0.6322361
## PC99 <= -0.1048695
## -> class 0\|1 [0.960]
##
## Rule 29/29: (45.3/1.2, lift 12.0)
## PC5 <= 1.6919
## PC13 > 1.043398
## PC13 <= 7.506931
## PC18 > 2.052136
## PC45 <= 1.319403
## PC53 > -1.055398
## PC54 > -1.095759
## PC77 > -0.4512687
## -> class 0\|1 [0.954]
##
## Rule 29/30: (17.5, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC19 <= -0.3125989
## PC43 <= 0.9013982
## -> class 0\|1 [0.949]
##
## Rule 29/31: (79.3/3.1, lift 12.0)
## PC11 > -0.04040956
## PC13 <= -2.624836
## PC16 > -1.08999
## PC18 > 2.052136
## PC54 > -1.095759
## PC73 > -3.262554
## PC77 > -0.4512687
## PC85 <= 2.546556
## PC95 <= 0.6322361
## -> class 0\|1 [0.949]
##
## Rule 29/32: (25.5/0.7, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -2.624836
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC48 <= -0.6094309
## PC55 > -0.3992188
## PC77 > -0.4512687
## PC91 <= 3.159646
## PC95 <= 0.6322361
## -> class 0\|1 [0.940]
##
## Rule 29/33: (11.6, lift 11.7)
## PC10 <= -7.567951
## PC18 > -0.4683644
## PC43 <= 0.9013982
## PC95 <= 0.6322361
## -> class 0\|1 [0.927]
##
## Rule 29/34: (19.2/0.6, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC97 <= -6.190364
## -> class 0\|1 [0.924]
##
## Rule 29/35: (39/3.2, lift 11.3)
## PC13 <= 7.506931
## PC18 > 2.052136
## PC48 > -0.6094309
## PC53 > -1.055398
## PC54 > 1.171919
## PC73 > -3.262554
## PC85 <= 2.546556
## PC95 <= 0.6322361
## -> class 0\|1 [0.897]
##
## Rule 29/36: (166.7/17.5, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.1553605
## PC15 > -0.05787285
## PC18 <= -0.4683644
## PC19 <= 0.3461967
## PC55 > 0.1673479
## PC83 <= 0.009705628
## -> class 0\|1 [0.890]
##
## Rule 29/37: (87.1/9.2, lift 11.2)
## PC2 > 2.5099
## PC7 <= -0.9646559
## PC18 > 2.052136
## PC54 > -1.095759
## PC77 > -0.4512687
## -> class 0\|1 [0.885]
##
## Rule 29/38: (69.8/8.8, lift 10.9)
## PC13 <= 7.506931
## PC18 > 2.052136
## PC25 > 0.7820565
## PC77 > -0.4512687
## PC95 <= 0.6322361
## -> class 0\|1 [0.863]
##
## Rule 29/39: (4.5, lift 10.7)
## PC13 > 7.506931
## PC15 > 0.920364
## PC40 > 1.007824
## -> class 0\|1 [0.847]
##
## Rule 29/40: (50.4/7.9, lift 10.5)
## PC13 > 7.506931
## PC18 > 3.718587
## PC20 > -3.980935
## PC28 <= 2.931851
## -> class 0\|1 [0.830]
##
## Rule 29/41: (45.3/9.2, lift 9.9)
## PC5 <= 1.6919
## PC13 > -2.624836
## PC13 <= 1.043398
## PC16 <= -1.229006
## PC18 > 2.052136
## PC53 > -1.055398
## PC54 > -1.095759
## PC95 <= 0.6322361
## -> class 0\|1 [0.784]
##
## Rule 29/42: (46.2/11.7, lift 9.3)
## PC5 > 1.6919
## PC13 > -2.624836
## PC13 <= 7.506931
## PC18 > 2.052136
## PC19 > -0.3125989
## PC25 <= 0.7820565
## PC45 <= 1.319403
## PC48 > -0.6094309
## PC55 > -0.3992188
## PC95 <= 0.6322361
## -> class 0\|1 [0.737]
##
## Rule 29/43: (167.8/44.9, lift 9.2)
## PC2 > 2.5099
## PC5 <= 1.6919
## PC13 > -2.624836
## PC13 <= 7.506931
## PC18 > 2.052136
## PC19 > -0.3125989
## PC25 <= 0.7820565
## PC45 <= 1.319403
## PC53 > -1.055398
## PC54 > -1.095759
## PC55 > -0.3992188
## PC77 > -0.4512687
## PC95 <= 0.6322361
## PC99 <= -0.1048695
## -> class 0\|1 [0.730]
##
## Rule 29/44: (13.1, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.053191
## PC29 <= 1.807862
## PC38 <= 1.611627
## PC59 <= -4.72473
## -> class 0\|2 [0.934]
##
## Rule 29/45: (32.7/5.2, lift 8.5)
## PC7 > -0.5043108
## PC18 <= -2.053191
## PC38 <= 1.611627
## PC57 > 1.352132
## PC93 <= 0.9257153
## -> class 0\|2 [0.822]
##
## Rule 29/46: (132.9/25.6, lift 8.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC38 <= 1.611627
## PC42 <= 0.1792751
## PC44 <= 0.5717822
## PC46 <= 0.1609581
## PC55 <= 0.1673479
## PC67 <= -0.09593622
## PC78 <= 2.167191
## PC93 <= 0.9257153
## -> class 0\|2 [0.803]
##
## Rule 29/47: (37.2/8.1, lift 7.9)
## PC18 <= -0.4683644
## PC42 > 0.1792751
## PC55 <= 0.1673479
## PC85 > 0.1047274
## PC85 <= 0.1252552
## -> class 0\|2 [0.767]
##
## Rule 29/48: (29.2/9.3, lift 6.9)
## PC6 > -1.630364
## PC15 > -0.05787285
## PC18 <= -0.4683644
## PC19 <= 0.3461967
## PC44 > 1.556023
## PC55 > 0.1673479
## -> class 0\|2 [0.669]
##
## Rule 29/49: (7607.6/5680.6, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.253]
##
## Rule 29/50: (131.7/0.1, lift 11.3)
## PC4 > -8.287465
## PC7 > -0.4618833
## PC11 <= 0.1058891
## PC18 <= -2.053191
## PC23 > -3.769998
## PC25 > -1.226275
## PC42 <= 0.1792751
## PC55 > 0.1004119
## PC55 <= 0.1673479
## PC57 <= 1.352132
## PC67 > -0.09593622
## -> class 0\|3 [0.992]
##
## Rule 29/51: (146.6/0.2, lift 11.3)
## PC4 > -8.287465
## PC4 <= 9.305666
## PC7 > -0.4618833
## PC10 > -7.047635
## PC11 <= 0.3006447
## PC17 <= 1.209298
## PC18 <= -2.053191
## PC26 > -1.809087
## PC30 <= 1.184734
## PC32 > -1.664495
## PC42 > 0.1792751
## PC85 <= 0.1047274
## PC93 <= 0.9257153
## -> class 0\|3 [0.992]
##
## Rule 29/52: (106.4, lift 11.3)
## PC7 > -0.4618833
## PC11 <= 0.1058891
## PC18 <= -2.053191
## PC26 > -1.809087
## PC30 <= 1.184734
## PC44 <= 0.5717822
## PC46 > 0.1609581
## PC57 <= 1.352132
## PC67 <= -0.09593622
## PC78 <= 2.167191
## -> class 0\|3 [0.991]
##
## Rule 29/53: (109, lift 11.3)
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC7 > -0.5043108
## PC8 <= 0.06022203
## PC18 <= -2.053191
## PC19 > 0.08581124
## PC30 <= 1.184734
## PC42 <= 0.1792751
## PC55 <= 0.1673479
## PC57 <= 1.352132
## PC67 > -0.09593622
## PC78 <= 2.167191
## -> class 0\|3 [0.991]
##
## Rule 29/54: (55.5, lift 11.2)
## PC2 > 2.5099
## PC4 <= 9.305666
## PC7 > -0.5043108
## PC18 <= -0.4683644
## PC38 > 1.611627
## PC55 <= 0.1673479
## -> class 0\|3 [0.983]
##
## Rule 29/55: (121.5/1.1, lift 11.2)
## PC8 <= 0.05220808
## PC13 > 7.506931
## PC15 <= 0.920364
## PC18 > -0.4683644
## PC18 <= 3.718587
## PC21 <= -0.1900997
## PC34 <= 2.432339
## PC58 <= 2.426327
## -> class 0\|3 [0.983]
##
## Rule 29/56: (105.7/1.3, lift 11.1)
## PC2 > 2.5099
## PC4 <= 9.305666
## PC7 > -0.5043108
## PC18 <= -2.053191
## PC55 <= 0.1673479
## PC93 > 0.9257153
## -> class 0\|3 [0.979]
##
## Rule 29/57: (42.8/0.1, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.287465
## PC4 <= 9.305666
## PC7 > -0.5043108
## PC10 > -7.047635
## PC11 > 0.1058891
## PC18 <= -2.053191
## PC32 > -0.4313962
## PC55 <= 0.1673479
## -> class 0\|3 [0.975]
##
## Rule 29/58: (29.8, lift 11.0)
## PC2 > 2.5099
## PC7 > -0.5043108
## PC18 <= -0.4683644
## PC26 <= -2.09578
## PC55 <= 0.1673479
## -> class 0\|3 [0.969]
##
## Rule 29/59: (27.3, lift 11.0)
## PC2 > 2.5099
## PC7 <= -0.5043108
## PC16 > -0.2346755
## PC18 <= -0.4683644
## PC36 > 2.293972
## -> class 0\|3 [0.966]
##
## Rule 29/60: (104.9/3.2, lift 10.9)
## PC4 > -8.287465
## PC4 <= 9.305666
## PC7 > -0.4618833
## PC11 <= 0.3006447
## PC17 <= 1.209298
## PC18 <= -2.053191
## PC30 <= 1.184734
## PC32 > -1.664495
## PC42 > 0.1792751
## PC55 <= 0.1673479
## PC85 > 0.1252552
## PC95 <= 0.3344053
## -> class 0\|3 [0.961]
##
## Rule 29/61: (23.1, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -2.032964
## PC14 <= 0.4141572
## PC18 > -0.4683644
## PC43 > 1.815307
## PC86 <= 4.013646
## -> class 0\|3 [0.959]
##
## Rule 29/62: (20.1/0.2, lift 10.7)
## PC8 <= 0.1234196
## PC15 <= -0.05787285
## PC18 <= -0.4683644
## PC48 > 0.4450292
## PC55 > 0.1673479
## PC62 <= -0.2392378
## -> class 0\|3 [0.944]
##
## Rule 29/63: (15.3, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -0.05787285
## PC19 > 0.3461967
## PC55 > 0.1673479
## -> class 0\|3 [0.942]
##
## Rule 29/64: (15.3, lift 10.7)
## PC2 > 2.5099
## PC12 <= -2.032964
## PC42 <= -2.196222
## -> class 0\|3 [0.942]
##
## Rule 29/65: (187.2/10.3, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.117486
## PC7 > -0.5043108
## PC10 > -1.369903
## PC17 <= 1.403628
## PC18 > -2.053191
## PC18 <= -0.4683644
## PC20 <= 1.856903
## PC22 <= 0.1271012
## PC29 <= 1.807862
## PC55 <= 0.1673479
## PC59 > -4.72473
## -> class 0\|3 [0.940]
##
## Rule 29/66: (423.2/26.3, lift 10.6)
## PC4 <= 9.305666
## PC7 > -0.3375677
## PC10 > -7.047635
## PC11 <= 0.1058891
## PC18 <= -2.053191
## PC22 <= -0.4218211
## PC25 > -1.226275
## PC30 <= 1.184734
## PC34 > -2.323716
## PC55 <= 0.1673479
## PC67 > -0.09593622
## PC86 <= 0.6659732
## -> class 0\|3 [0.936]
##
## Rule 29/67: (13.3, lift 10.6)
## PC3 <= 1.640775
## PC8 <= 0.1234196
## PC18 <= -0.4683644
## PC55 > 0.1673479
## PC95 > 3.669673
## -> class 0\|3 [0.935]
##
## Rule 29/68: (229.2/17.1, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= 0.8553457
## PC8 <= 0.1234196
## PC15 <= -0.05787285
## PC18 <= -0.4683644
## PC19 <= 0.1974694
## PC35 <= 0.2363751
## PC45 > -1.603943
## PC55 > 0.1673479
## PC58 > -4.45924
## PC62 > -0.2392378
## PC96 > -1.906752
## -> class 0\|3 [0.922]
##
## Rule 29/69: (8.9, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 0.9513426
## PC6 <= -1.630364
## PC18 <= -0.4683644
## -> class 0\|3 [0.908]
##
## Rule 29/70: (8.4, lift 10.3)
## PC4 <= 9.305666
## PC10 <= -1.369903
## PC18 <= -0.4683644
## PC45 <= -2.68513
## -> class 0\|3 [0.904]
##
## Rule 29/71: (8.1, lift 10.2)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC93 > 6.82131
## -> class 0\|3 [0.901]
##
## Rule 29/72: (358.7/35.9, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC7 > -0.5043108
## PC10 > -1.369903
## PC17 <= 1.403628
## PC18 <= -0.4683644
## PC20 <= 1.856903
## PC22 <= 0.1271012
## PC29 <= 1.807862
## PC55 <= 0.1673479
## PC59 > -4.72473
## -> class 0\|3 [0.898]
##
## Rule 29/73: (6.5, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC22 > 0.1271012
## PC26 > -1.809087
## PC26 <= -1.194041
## PC55 <= 0.1673479
## -> class 0\|3 [0.883]
##
## Rule 29/74: (29.6/3.2, lift 9.9)
## PC2 > 2.5099
## PC6 > -1.630364
## PC7 <= -0.5043108
## PC16 <= -0.2346755
## PC18 <= -0.4683644
## PC55 <= 0.1673479
## -> class 0\|3 [0.866]
##
## Rule 29/75: (4.6, lift 9.7)
## PC4 > 9.305666
## PC10 > -7.047635
## PC18 <= -0.4683644
## PC78 > 2.983765
## -> class 0\|3 [0.849]
##
## Rule 29/76: (24.6/3.4, lift 9.5)
## PC4 > -8.287465
## PC7 <= -0.5043108
## PC13 <= -1.49803
## PC18 <= -0.4683644
## PC55 <= 0.1673479
## -> class 0\|3 [0.833]
##
## Rule 29/77: (28.7/5.6, lift 8.9)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC86 > 4.013646
## -> class 0\|3 [0.784]
##
## Rule 29/78: (29.3/7.9, lift 8.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -0.05787285
## PC18 <= -0.4683644
## PC55 > 0.1673479
## PC83 > 0.009705628
## PC95 > 0.1768727
## -> class 0\|3 [0.714]
##
## Rule 29/79: (322.2/1.6, lift 20.5)
## PC1 > -0.430681
## PC2 > -6.720232
## PC5 <= 12.1829
## PC9 > 0.387363
## PC11 <= 0.5041207
## PC17 <= 2.054418
## PC19 > -0.7575622
## PC27 <= 0.34863
## PC53 > -0.2302925
## PC58 > -0.7078331
## PC59 > -0.5330458
## PC68 > -2.002274
## PC79 > -0.1711981
## PC94 <= 0.3636651
## -> class 1\|0 [0.992]
##
## Rule 29/80: (106.9, lift 20.5)
## PC16 <= -5.317763
## PC68 <= -0.4132023
## -> class 1\|0 [0.991]
##
## Rule 29/81: (88, lift 20.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC20 > -0.1650496
## PC60 > 0.8443592
## -> class 1\|0 [0.989]
##
## Rule 29/82: (81.4/0.1, lift 20.4)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC17 > 0.5112413
## PC21 > 0.2560337
## PC27 <= 0.34863
## PC44 > -1.914118
## PC88 <= 0.1520904
## -> class 1\|0 [0.986]
##
## Rule 29/83: (97/1.9, lift 20.0)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC11 > 0.5041207
## PC21 > 0.2560337
## PC67 <= -0.03584877
## -> class 1\|0 [0.971]
##
## Rule 29/84: (210.1/9, lift 19.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC9 > 0.3598154
## PC11 <= 0.5041207
## PC17 <= 2.054418
## PC27 <= 0.34863
## PC28 <= 0.1634965
## PC56 > -0.01634729
## PC68 > -2.002274
## PC79 > -0.1711981
## PC91 > -0.4447485
## PC94 <= 0.3636651
## PC98 <= 0.302241
## -> class 1\|0 [0.953]
##
## Rule 29/85: (15.4, lift 19.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.470731
## PC8 > -4.446409
## PC16 <= 3.841364
## PC50 > 0.5827398
## -> class 1\|0 [0.943]
##
## Rule 29/86: (9.6, lift 18.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC37 > 0.08206944
## PC60 <= -1.093777
## -> class 1\|0 [0.914]
##
## Rule 29/87: (30.6/2, lift 18.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 1.763853
## PC16 > -5.317763
## PC37 > 0.08206944
## -> class 1\|0 [0.907]
##
## Rule 29/88: (56.2/4.5, lift 18.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC17 <= 2.054418
## PC27 > 0.34863
## PC38 <= -0.164153
## PC88 <= 0.1520904
## -> class 1\|0 [0.905]
##
## Rule 29/89: (108.2/12.9, lift 18.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC60 > -1.093777
## PC67 <= -0.5438395
## -> class 1\|0 [0.874]
##
## Rule 29/90: (72.8/15.4, lift 16.1)
## PC2 > 2.5099
## PC16 <= -5.317763
## PC70 > 0.09764547
## -> class 1\|0 [0.780]
##
## Rule 29/91: (38.9/14.5, lift 12.8)
## PC2 > 2.5099
## PC3 > 12.10811
## PC16 <= -0.8953013
## PC37 > 0.08206944
## -> class 1\|0 [0.620]
##
## Rule 29/92: (51.5/23.2, lift 11.3)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC16 <= 3.149442
## PC31 <= -0.2581946
## PC44 > -1.914118
## PC46 <= -0.9727864
## PC59 <= -0.5330458
## PC88 <= 0.1520904
## -> class 1\|0 [0.547]
##
## Rule 29/93: (296.9/155.5, lift 9.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC13 <= -0.3344326
## PC31 > -0.2581946
## -> class 1\|0 [0.476]
##
## Rule 29/94: (499.7/287.5, lift 8.8)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC16 <= 3.149442
## PC44 > -1.914118
## PC78 <= -0.08449925
## -> class 1\|0 [0.425]
##
## Rule 29/95: (176.4, lift 14.5)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC11 > 0.5041207
## PC17 <= 0.5112413
## PC19 > -0.7575622
## PC49 > -0.8013453
## PC67 > -0.03584877
## -> class 1\|1 [0.994]
##
## Rule 29/96: (124.1, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 > -0.08318924
## PC16 <= 3.149442
## PC19 > -0.7575622
## PC44 > -1.914118
## PC72 <= 0.3253488
## PC78 > -0.08449925
## PC79 <= -0.1711981
## PC88 <= 0.1520904
## -> class 1\|1 [0.992]
##
## Rule 29/97: (123.9, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 <= 3.149442
## PC17 > 2.054418
## PC59 > -0.5330458
## -> class 1\|1 [0.992]
##
## Rule 29/98: (72.7, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.470731
## PC8 > -4.446409
## PC9 <= 0.3598154
## PC12 <= 0.2684515
## PC16 > -2.839095
## PC17 <= 0.6527454
## PC50 <= 0.5827398
## PC82 <= 0.3373068
## -> class 1\|1 [0.987]
##
## Rule 29/99: (149.7/1.1, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -5.317763
## PC16 <= -0.8953013
## PC37 <= 0.08206944
## PC60 <= 0.8443592
## -> class 1\|1 [0.986]
##
## Rule 29/100: (97.2/0.5, lift 14.3)
## PC2 <= 2.5099
## PC9 <= 0.3598154
## PC12 <= 0.2684515
## PC16 <= -2.839095
## PC69 > -0.0410888
## -> class 1\|1 [0.985]
##
## Rule 29/101: (196.6/1.9, lift 14.3)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC11 > 0.5041207
## PC19 > -0.7575622
## PC21 <= 0.2560337
## -> class 1\|1 [0.985]
##
## Rule 29/102: (33.9, lift 14.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC16 <= 3.149442
## PC19 > -0.7575622
## PC59 > -0.5330458
## PC88 <= 0.1520904
## PC94 > 0.3636651
## -> class 1\|1 [0.972]
##
## Rule 29/103: (24.2, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC16 <= 3.149442
## PC19 > -0.7575622
## PC27 <= 0.34863
## PC44 > -1.914118
## PC53 <= -0.2302925
## PC94 <= 0.3636651
## PC98 > 0.302241
## -> class 1\|1 [0.962]
##
## Rule 29/104: (24.6, lift 14.0)
## PC1 > -0.430681
## PC6 > -2.255522
## PC9 > 0.3598154
## PC10 > -2.123873
## PC20 > -0.1408888
## PC44 > -1.914118
## PC88 > 0.1520904
## -> class 1\|1 [0.960]
##
## Rule 29/105: (28.4/0.4, lift 13.9)
## PC2 > 2.5099
## PC16 <= -5.317763
## PC68 > -0.4132023
## PC70 <= 0.09764547
## -> class 1\|1 [0.953]
##
## Rule 29/106: (14.2, lift 13.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC19 > -0.7575622
## PC27 <= 0.34863
## PC28 <= 0.1634965
## PC53 <= -0.2302925
## PC56 <= -0.01634729
## PC59 > -0.5330458
## PC68 > -2.002274
## PC88 <= 0.1520904
## -> class 1\|1 [0.937]
##
## Rule 29/107: (26.5/1, lift 13.5)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC9 > 0.3598154
## PC11 <= 0.5041207
## PC19 > -0.7575622
## PC59 > -0.5330458
## PC79 > -0.1711981
## PC88 <= 0.1520904
## PC91 <= -0.4447485
## -> class 1\|1 [0.930]
##
## Rule 29/108: (21.6/0.9, lift 13.4)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC19 <= -0.7575622
## PC29 > 0.04122447
## PC44 > -1.914118
## -> class 1\|1 [0.919]
##
## Rule 29/109: (269.1/25.5, lift 13.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 12.10811
## PC15 <= 1.763853
## PC16 > -5.317763
## PC16 <= -0.8953013
## PC60 > -1.093777
## PC60 <= 0.8443592
## PC67 > -0.5438395
## -> class 1\|1 [0.902]
##
## Rule 29/110: (8.9/0.2, lift 13.0)
## PC1 > -0.430681
## PC2 <= -6.720232
## PC9 > 0.3598154
## -> class 1\|1 [0.892]
##
## Rule 29/111: (121.8/14.4, lift 12.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 1.26344
## PC22 > -2.091307
## PC36 <= 0.4326895
## PC50 > -0.3257067
## PC63 > -1.478594
## PC65 > -0.6879153
## PC83 > -0.5257682
## -> class 1\|1 [0.876]
##
## Rule 29/112: (135.3/16.2, lift 12.7)
## PC5 > 12.1829
## PC27 <= 0.34863
## PC44 > -1.914118
## PC59 > -0.5330458
## -> class 1\|1 [0.875]
##
## Rule 29/113: (5.9, lift 12.7)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC20 <= -0.1650496
## PC60 > 0.8443592
## -> class 1\|1 [0.874]
##
## Rule 29/114: (6.6/0.1, lift 12.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC9 <= 0.387363
## PC19 > -0.7575622
## PC27 <= 0.34863
## -> class 1\|1 [0.867]
##
## Rule 29/115: (8.9/1, lift 11.9)
## PC1 > -0.430681
## PC9 > 0.387363
## PC16 <= 3.149442
## PC27 <= 0.34863
## PC58 <= -0.7078331
## PC59 > -0.5330458
## PC79 > -0.1711981
## -> class 1\|1 [0.816]
##
## Rule 29/116: (202/74.4, lift 9.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= 0.3598154
## PC12 <= 0.2684515
## PC18 > 0.2001757
## -> class 1\|1 [0.631]
##
## Rule 29/117: (28.2/13.1, lift 7.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= 0.3598154
## PC12 <= 0.2684515
## PC13 <= 0.1820254
## PC18 <= 0.2001757
## PC19 > -1.521262
## PC63 > -1.772329
## PC68 <= -0.1677306
## -> class 1\|1 [0.535]
##
## Rule 29/118: (153.1, lift 13.8)
## PC1 > -0.430681
## PC6 > -1.470731
## PC7 > 1.498023
## PC11 > 0.6934285
## PC19 <= -1.521262
## PC40 > 0.160649
## -> class 1\|2 [0.994]
##
## Rule 29/119: (165.8, lift 13.8)
## PC16 > 3.149442
## PC19 <= 1.7393
## PC29 > -0.02647548
## PC44 <= -0.3180843
## PC90 > -0.8321912
## PC100 > -0.009884551
## -> class 1\|2 [0.994]
##
## Rule 29/120: (165.6, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC22 <= -2.091307
## PC50 > -0.3257067
## -> class 1\|2 [0.994]
##
## Rule 29/121: (183.8, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 1.26344
## PC50 > -0.3257067
## -> class 1\|2 [0.994]
##
## Rule 29/122: (141.2, lift 13.8)
## PC1 > -0.430681
## PC9 > -0.2256205
## PC11 > 0.6934285
## PC19 <= -1.521262
## PC30 > -0.3632589
## PC40 > 0.160649
## -> class 1\|2 [0.993]
##
## Rule 29/123: (118.9, lift 13.8)
## PC1 > -0.430681
## PC6 > -1.470731
## PC8 > -0.4431875
## PC11 > 0.6934285
## PC18 <= 0.2001757
## PC19 <= -1.521262
## PC30 > -0.3632589
## PC40 > 0.160649
## -> class 1\|2 [0.991]
##
## Rule 29/124: (66, lift 13.7)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC10 > -0.2816382
## PC44 <= -1.914118
## -> class 1\|2 [0.985]
##
## Rule 29/125: (53.7, lift 13.7)
## PC1 > -0.430681
## PC6 > 2.561933
## PC9 <= 0.3598154
## PC12 > 0.2684515
## PC41 <= 1.040411
## -> class 1\|2 [0.982]
##
## Rule 29/126: (53.7, lift 13.7)
## PC1 > -0.430681
## PC6 > -2.255522
## PC9 > 0.3598154
## PC16 <= 3.149442
## PC20 <= -0.1408888
## PC79 <= 0.1901409
## PC88 > 0.1520904
## -> class 1\|2 [0.982]
##
## Rule 29/127: (43, lift 13.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -1.470731
## PC8 > -4.446409
## PC9 <= 0.3598154
## PC12 <= 0.2684515
## PC13 <= 0.1820254
## PC18 <= 0.2001757
## PC19 > -1.521262
## PC63 > -1.772329
## PC68 > -0.1677306
## -> class 1\|2 [0.978]
##
## Rule 29/128: (52.6/0.2, lift 13.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 <= -0.314232
## PC16 > -0.8953013
## PC50 <= -0.3257067
## -> class 1\|2 [0.978]
##
## Rule 29/129: (64/0.6, lift 13.6)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC19 <= -0.7575622
## PC29 <= 0.04122447
## -> class 1\|2 [0.976]
##
## Rule 29/130: (37.2, lift 13.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC63 > -1.478594
## PC65 <= -0.6879153
## PC83 > -0.5257682
## -> class 1\|2 [0.974]
##
## Rule 29/131: (33.2, lift 13.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 <= 3.149442
## PC31 <= -0.2581946
## PC46 > -0.9727864
## PC59 <= -0.5330458
## PC88 <= 0.1520904
## -> class 1\|2 [0.972]
##
## Rule 29/132: (30.7, lift 13.5)
## PC1 > -0.430681
## PC18 <= 0.2001757
## PC19 <= -1.521262
## PC24 <= -1.191135
## PC40 > 0.160649
## -> class 1\|2 [0.969]
##
## Rule 29/133: (28.5, lift 13.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC50 > -0.3257067
## PC83 <= -0.5257682
## -> class 1\|2 [0.967]
##
## Rule 29/134: (169.5/4.8, lift 13.5)
## PC1 > -0.430681
## PC2 > -2.745492
## PC2 <= 2.5099
## PC9 > 0.3598154
## PC16 > 3.149442
## PC75 <= 0.7066249
## -> class 1\|2 [0.966]
##
## Rule 29/135: (26.2, lift 13.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC22 > -2.091307
## PC36 > 0.4326895
## -> class 1\|2 [0.965]
##
## Rule 29/136: (208.8/6.8, lift 13.4)
## PC1 > -0.430681
## PC3 <= 2.067589
## PC6 > -1.470731
## PC11 > 0.6934285
## PC12 <= 0.2684515
## PC19 <= -1.521262
## PC30 > -0.3632589
## PC33 > -0.4625514
## PC40 <= 0.160649
## PC49 > -1.475463
## -> class 1\|2 [0.963]
##
## Rule 29/137: (274.3/9.3, lift 13.4)
## PC1 > -0.430681
## PC6 > -1.470731
## PC11 > 0.6934285
## PC16 > -2.839095
## PC19 <= -1.521262
## PC68 > 0.4298082
## -> class 1\|2 [0.963]
##
## Rule 29/138: (35.1/0.5, lift 13.4)
## PC3 > 1.640775
## PC16 > -0.8953013
## PC50 <= -0.3257067
## PC70 > 0.852351
## -> class 1\|2 [0.960]
##
## Rule 29/139: (22.5, lift 13.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC50 > -0.3257067
## PC63 <= -1.478594
## -> class 1\|2 [0.959]
##
## Rule 29/140: (37.8/1.5, lift 13.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > -3.550226
## PC9 <= 0.3598154
## PC12 > 0.2684515
## PC46 <= 0.3211941
## PC63 > 0.4565528
## -> class 1\|2 [0.938]
##
## Rule 29/141: (81.4/7.7, lift 12.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC32 <= 0.1768961
## PC39 > -0.3572063
## PC50 <= -0.3257067
## -> class 1\|2 [0.895]
##
## Rule 29/142: (67/6.6, lift 12.4)
## PC16 > 3.149442
## PC19 <= 1.7393
## PC24 > -0.2030227
## PC29 > -0.02647548
## PC89 > 0.4671118
## PC90 > -0.8321912
## PC100 > -0.009884551
## -> class 1\|2 [0.891]
##
## Rule 29/143: (196/39, lift 11.1)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC27 > 0.34863
## PC38 > -0.164153
## PC59 > -0.5330458
## -> class 1\|2 [0.798]
##
## Rule 29/144: (69.9, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.314232
## PC16 > -0.8953013
## PC39 <= -0.3572063
## PC50 <= -0.3257067
## PC70 <= 0.852351
## -> class 1\|3 [0.986]
##
## Rule 29/145: (55.8/1.1, lift 14.4)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC16 > 3.149442
## PC75 > 0.7066249
## PC100 <= -0.009884551
## -> class 1\|3 [0.964]
##
## Rule 29/146: (30.6/0.2, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.314232
## PC32 > 0.1768961
## PC50 <= -0.3257067
## -> class 1\|3 [0.964]
##
## Rule 29/147: (50.8/5.2, lift 13.2)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC13 > -0.3344326
## PC16 <= 3.149442
## PC19 > -0.7575622
## PC31 > -0.2581946
## PC44 > -1.914118
## PC59 <= -0.5330458
## PC88 <= 0.1520904
## -> class 1\|3 [0.883]
##
## Rule 29/148: (31.1/6.9, lift 11.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -1.470731
## PC8 > -4.446409
## PC9 <= 0.3598154
## PC16 > -2.839095
## PC18 > 0.2001757
## PC31 <= 0.1076473
## -> class 1\|3 [0.761]
##
## Rule 29/149: (9.6/3, lift 9.8)
## PC1 > -0.430681
## PC9 > 0.3598154
## PC44 > -1.914118
## PC59 > -0.5330458
## PC68 <= -2.002274
## -> class 1\|3 [0.659]
##
## Rule 29/150: (5088.8/3851, lift 3.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.243]
##
## Rule 29/151: (108.9, lift 13.7)
## PC1 > -0.430681
## PC6 <= 2.561933
## PC9 > -3.550226
## PC9 <= 0.3598154
## PC12 > 0.2684515
## PC21 > 0.8357167
## PC71 > -0.7803868
## -> class 2\|0 [0.991]
##
## Rule 29/152: (523/12.1, lift 13.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 > -0.9337804
## PC12 > -1.829687
## PC20 <= 0.007160807
## PC21 > 0.8979771
## PC32 > -1.793795
## PC49 <= 0.8581493
## PC61 > -0.8677605
## PC62 <= 0.8516298
## PC88 > -0.3054385
## PC88 <= 0.5872605
## PC94 <= 0.2908549
## -> class 2\|0 [0.975]
##
## Rule 29/153: (506.4/30.4, lift 13.0)
## PC8 > 1.706811
## PC10 <= 0.2933043
## PC19 <= -0.6387169
## PC20 > -0.3589399
## PC21 > -0.007157144
## PC32 > -1.793795
## PC36 > -0.2222846
## PC44 > -2.131235
## PC82 <= 0.1563143
## PC88 <= 0.5872605
## PC94 <= 0.2908549
## PC96 > -0.3563694
## PC97 <= 0.4019015
## -> class 2\|0 [0.938]
##
## Rule 29/154: (48.7/2.3, lift 12.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= 2.561933
## PC9 > -1.093274
## PC9 <= 0.3598154
## PC10 > -0.7216418
## PC12 > 0.2684515
## PC30 <= 0.1304885
## PC39 <= 0.1621064
## PC63 <= 0.4565528
## PC64 <= 0.8031842
## -> class 2\|0 [0.935]
##
## Rule 29/155: (25/0.8, lift 12.9)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 > -0.9337804
## PC21 > -0.007157144
## PC50 > 0.5759425
## PC96 > -0.3563694
## -> class 2\|0 [0.933]
##
## Rule 29/156: (24.4/1, lift 12.8)
## PC1 <= -0.430681
## PC2 > -1.001246
## PC2 <= 2.5099
## PC8 > -0.5441133
## PC8 <= 1.706811
## PC34 <= -0.3792612
## -> class 2\|0 [0.923]
##
## Rule 29/157: (151.6/11.4, lift 12.7)
## PC8 > 5.878347
## PC21 > -0.007157144
## -> class 2\|0 [0.919]
##
## Rule 29/158: (10.1, lift 12.7)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC16 > 0.3966658
## PC32 > -1.793795
## PC61 > -0.8677605
## PC62 <= 0.8516298
## PC94 > 0.2908549
## -> class 2\|0 [0.918]
##
## Rule 29/159: (12.6/0.2, lift 12.7)
## PC8 > 3.480494
## PC11 > -0.9337804
## PC12 > -1.829687
## PC32 > -1.793795
## PC61 <= -0.8677605
## PC62 <= 0.8516298
## -> class 2\|0 [0.916]
##
## Rule 29/160: (43.9/3.8, lift 12.4)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 > -0.007157144
## PC32 > -1.793795
## PC62 <= 0.8516298
## PC68 > 0.2448573
## PC94 > 0.2908549
## -> class 2\|0 [0.895]
##
## Rule 29/161: (12.2/0.5, lift 12.3)
## PC1 <= -0.430681
## PC8 > 4.304297
## PC21 > -0.007157144
## PC32 <= -1.793795
## -> class 2\|0 [0.892]
##
## Rule 29/162: (369.6/87.7, lift 10.5)
## PC1 <= -0.430681
## PC8 > -0.5441133
## PC19 <= -0.7104394
## PC23 > -1.11488
## PC57 > 0.0181126
## PC75 > 0.07208364
## -> class 2\|0 [0.761]
##
## Rule 29/163: (117, lift 9.8)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC19 <= -0.6387169
## PC21 <= 0.8979771
## PC82 > 0.1563143
## -> class 2\|1 [0.991]
##
## Rule 29/164: (78.8, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC28 <= -0.2656237
## -> class 2\|1 [0.988]
##
## Rule 29/165: (83.7/0.2, lift 9.8)
## PC1 <= -0.430681
## PC8 > -0.5441133
## PC19 <= -0.6387169
## PC21 <= 0.8979771
## PC24 <= 0.5709374
## PC36 <= -0.2222846
## PC44 > -2.131235
## -> class 2\|1 [0.986]
##
## Rule 29/166: (62.1, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.4562416
## PC8 <= 1.706811
## PC91 <= -0.2396215
## -> class 2\|1 [0.984]
##
## Rule 29/167: (63.9/0.1, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5441133
## PC8 <= 1.706811
## PC23 <= -1.11488
## PC57 > 0.0181126
## -> class 2\|1 [0.983]
##
## Rule 29/168: (108.7/0.9, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5441133
## PC8 <= 1.706811
## PC19 > -0.7104394
## PC22 > -1.293253
## PC57 > 0.0181126
## PC95 <= -0.1984325
## -> class 2\|1 [0.983]
##
## Rule 29/169: (54.7, lift 9.8)
## PC2 <= -9.46428
## -> class 2\|1 [0.982]
##
## Rule 29/170: (47.1, lift 9.7)
## PC1 <= -0.430681
## PC2 <= -1.001246
## PC8 > 1.280768
## PC8 <= 1.706811
## PC19 > -0.7104394
## PC57 > 0.0181126
## -> class 2\|1 [0.980]
##
## Rule 29/171: (128.9/1.6, lift 9.7)
## PC2 <= 2.5099
## PC8 > 1.706811
## PC11 > -0.9337804
## PC16 <= 0.3966658
## PC32 > -1.793795
## PC61 > -0.8677605
## PC68 <= 0.2448573
## PC94 > 0.2908549
## -> class 2\|1 [0.980]
##
## Rule 29/172: (42.9, lift 9.7)
## PC1 <= -0.430681
## PC2 > -1.721669
## PC2 <= 2.5099
## PC8 > -0.5441133
## PC8 <= 1.280768
## PC19 > -0.7104394
## PC37 <= 1.080778
## PC57 > 0.0181126
## -> class 2\|1 [0.978]
##
## Rule 29/173: (39, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5441133
## PC8 <= 1.706811
## PC20 <= -0.5770145
## -> class 2\|1 [0.976]
##
## Rule 29/174: (38.6, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= -0.4762218
## PC8 > -0.5441133
## PC8 <= 1.706811
## -> class 2\|1 [0.975]
##
## Rule 29/175: (36.3, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= -0.4070493
## PC8 > -0.5441133
## PC19 > -0.7104394
## PC57 > 0.0181126
## -> class 2\|1 [0.974]
##
## Rule 29/176: (269.3/6.9, lift 9.6)
## PC7 > 0.1627358
## PC8 > 1.706811
## PC11 > -0.9337804
## PC21 <= -0.007157144
## PC24 <= 0.5709374
## PC86 <= 0.7110475
## -> class 2\|1 [0.971]
##
## Rule 29/177: (133.4/3, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC8 <= 3.480494
## PC61 <= -0.8677605
## -> class 2\|1 [0.971]
##
## Rule 29/178: (29.9, lift 9.6)
## PC2 <= 2.5099
## PC8 > -2.62821
## PC14 <= -3.571462
## -> class 2\|1 [0.969]
##
## Rule 29/179: (96.6/3.2, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC8 <= 4.304297
## PC10 > -0.06705711
## PC21 > -0.007157144
## PC32 <= -1.793795
## -> class 2\|1 [0.957]
##
## Rule 29/180: (19.3, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5441133
## PC8 <= 1.706811
## PC19 > -0.7104394
## PC53 <= 0.69177
## PC57 > 0.0181126
## PC57 <= 0.02676456
## -> class 2\|1 [0.953]
##
## Rule 29/181: (73.7/2.7, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.4562416
## PC33 > -0.2112211
## PC57 <= 0.0181126
## PC60 <= -0.05422189
## PC81 <= -0.2272069
## -> class 2\|1 [0.951]
##
## Rule 29/182: (17.9, lift 9.4)
## PC1 <= -0.430681
## PC8 > 0.4562416
## PC8 <= 1.706811
## PC47 <= -0.5001938
## PC57 <= 0.0181126
## -> class 2\|1 [0.950]
##
## Rule 29/183: (16.8, lift 9.4)
## PC1 <= -0.430681
## PC8 > 0.4562416
## PC19 <= -2.222144
## PC22 <= -0.6902952
## PC57 <= 0.0181126
## -> class 2\|1 [0.947]
##
## Rule 29/184: (40.2/1.7, lift 9.3)
## PC1 <= -0.430681
## PC2 > -1.001246
## PC2 <= 2.5099
## PC8 > -0.5441133
## PC8 <= 1.706811
## PC34 > -0.3792612
## PC37 <= 1.080778
## PC75 > -0.2195884
## -> class 2\|1 [0.937]
##
## Rule 29/185: (13.8, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5441133
## PC8 <= 0.4562416
## PC34 > 0.8105589
## PC57 <= 0.0181126
## -> class 2\|1 [0.937]
##
## Rule 29/186: (11.8, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.4562416
## PC22 <= -0.6902952
## PC29 > 0.2638156
## -> class 2\|1 [0.928]
##
## Rule 29/187: (46.7/2.5, lift 9.2)
## PC1 <= -0.430681
## PC8 > 0.4562416
## PC8 <= 1.706811
## PC11 > -2.90796
## PC22 <= -0.6902952
## PC57 <= 0.0181126
## PC60 > -0.05422189
## -> class 2\|1 [0.928]
##
## Rule 29/188: (187.6/13.1, lift 9.2)
## PC1 <= -0.430681
## PC2 <= -1.001246
## PC8 > 0.4562416
## PC8 <= 1.706811
## PC12 <= 2.005602
## PC22 > -0.6902952
## PC32 > -2.157955
## PC54 <= 1.652692
## PC57 <= 0.0181126
## -> class 2\|1 [0.926]
##
## Rule 29/189: (21.5/0.8, lift 9.2)
## PC2 <= -1.721669
## PC8 > -0.5441133
## PC19 > -0.7104394
## PC21 > 2.077702
## PC44 <= 0.4781069
## PC57 > 0.0181126
## -> class 2\|1 [0.925]
##
## Rule 29/190: (34.7/2.4, lift 9.0)
## PC1 <= -0.430681
## PC2 <= -1.001246
## PC8 > 0.4562416
## PC22 <= -0.6902952
## PC33 <= -0.2112211
## -> class 2\|1 [0.909]
##
## Rule 29/191: (8.6, lift 9.0)
## PC1 > -0.430681
## PC9 > -3.550226
## PC21 > 0.8357167
## PC71 <= -0.7803868
## -> class 2\|1 [0.905]
##
## Rule 29/192: (13/0.6, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.04913668
## PC8 <= 0.4562416
## PC28 <= -0.127678
## -> class 2\|1 [0.895]
##
## Rule 29/193: (15/1.8, lift 8.3)
## PC4 > -0.3209489
## PC4 <= -0.3182207
## PC8 > -2.62821
## PC8 <= -0.5441133
## -> class 2\|1 [0.833]
##
## Rule 29/194: (104.7/18.5, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.4562416
## PC8 <= 1.706811
## PC10 <= 0.1017652
## PC33 > -0.2112211
## PC60 <= -0.05422189
## -> class 2\|1 [0.817]
##
## Rule 29/195: (35.7/6, lift 8.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.470731
## PC8 > -4.446409
## PC9 <= 0.3598154
## PC12 <= 0.2684515
## PC82 > 0.3373068
## -> class 2\|1 [0.815]
##
## Rule 29/196: (24/4.9, lift 7.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -1.470731
## PC9 <= 0.3598154
## PC12 <= 0.2684515
## PC16 > -2.839095
## PC18 > 0.2001757
## PC83 <= 0.0431002
## -> class 2\|1 [0.773]
##
## Rule 29/197: (46.6/15.3, lift 6.6)
## PC8 > -2.62821
## PC9 > 7.983715
## PC45 <= 0.4335379
## PC73 > 0.9392994
## -> class 2\|1 [0.664]
##
## Rule 29/198: (124.2/53.2, lift 5.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC21 > -0.6742345
## PC45 > 0.4335379
## -> class 2\|1 [0.570]
##
## Rule 29/199: (1962.9/929.6, lift 5.2)
## PC1 <= -0.430681
## PC8 > 1.706811
## -> class 2\|1 [0.526]
##
## Rule 29/200: (76.6, lift 11.4)
## PC1 <= -0.430681
## PC2 > -7.702621
## PC2 <= 2.5099
## PC8 > -1.225654
## PC8 <= -0.5441133
## PC14 > -3.571462
## PC19 > -3.647172
## PC67 > 0.4952401
## -> class 2\|2 [0.987]
##
## Rule 29/201: (161/1.5, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.3182207
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC9 <= 7.983715
## PC15 > -1.340803
## PC28 > -0.2656237
## PC46 > -0.4018688
## PC49 <= 0.8673677
## PC58 > -0.679098
## PC63 > 0.1548471
## -> class 2\|2 [0.985]
##
## Rule 29/202: (59.5, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.3182207
## PC8 > -1.225654
## PC8 <= -0.5441133
## PC28 > -0.2656237
## PC60 <= -0.2051024
## PC75 <= 0.2821778
## -> class 2\|2 [0.984]
##
## Rule 29/203: (56.8, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC45 <= 0.4335379
## PC59 > -0.4849428
## PC63 <= 0.1548471
## PC77 <= -0.7167804
## PC90 <= 0.9568366
## -> class 2\|2 [0.983]
##
## Rule 29/204: (58.2, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC20 > 0.3556936
## PC59 > -0.4849428
## PC75 > 0.2821778
## -> class 2\|2 [0.983]
##
## Rule 29/205: (49.8, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.225654
## PC8 <= -0.5441133
## PC28 > 0.04907383
## PC29 <= 0.2788967
## PC59 > -0.4849428
## PC86 <= 1.159869
## -> class 2\|2 [0.981]
##
## Rule 29/206: (63.9/0.3, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.225654
## PC8 <= -0.5441133
## PC12 <= -3.123856
## PC86 <= 1.159869
## -> class 2\|2 [0.981]
##
## Rule 29/207: (87.5/2.4, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC19 > -3.647172
## PC23 > 2.203005
## PC26 > -2.253249
## PC41 > -1.997926
## -> class 2\|2 [0.961]
##
## Rule 29/208: (46.7/1, lift 11.1)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC38 > 0.1580302
## PC53 > 0.1559663
## PC68 <= 0.9258409
## -> class 2\|2 [0.959]
##
## Rule 29/209: (211.2/7.9, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC12 <= 1.991178
## PC32 <= -0.04493034
## PC45 <= 0.4335379
## PC46 > -0.1644344
## PC59 > -0.4849428
## PC75 > 0.2821778
## -> class 2\|2 [0.958]
##
## Rule 29/210: (24.8/0.1, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= -0.3182207
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC14 > -3.571462
## PC43 <= -0.6449878
## -> class 2\|2 [0.958]
##
## Rule 29/211: (23.5/0.2, lift 11.0)
## PC4 > -0.3182207
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC14 > -3.571462
## PC59 <= -0.4849428
## PC63 <= 0.1548471
## PC92 > 0.3821167
## -> class 2\|2 [0.954]
##
## Rule 29/212: (78.4/3.1, lift 11.0)
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC9 <= 7.983715
## PC19 > -3.647172
## PC29 <= 0.2788967
## PC40 <= -0.6907449
## PC54 <= 0.8023272
## PC59 > -0.4849428
## PC63 <= 0.1548471
## -> class 2\|2 [0.949]
##
## Rule 29/213: (119.4/5.4, lift 10.9)
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC9 > 7.983715
## PC14 > -3.571462
## PC73 <= 0.9392994
## -> class 2\|2 [0.947]
##
## Rule 29/214: (15.6, lift 10.9)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC24 > 0.5709374
## PC42 <= -0.6382312
## -> class 2\|2 [0.943]
##
## Rule 29/215: (13.6, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5441133
## PC9 <= 7.983715
## PC45 <= 0.4335379
## PC59 > -0.4849428
## PC63 <= 0.1548471
## PC86 > 1.159869
## PC90 <= 0.9568366
## -> class 2\|2 [0.936]
##
## Rule 29/216: (99/6.3, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC12 <= 1.991178
## PC13 <= -0.1511555
## PC45 <= 0.4335379
## PC59 > -0.4849428
## PC75 > 0.2821778
## -> class 2\|2 [0.928]
##
## Rule 29/217: (46.2/3.8, lift 10.4)
## PC1 <= -0.430681
## PC2 > -9.46428
## PC2 <= 2.5099
## PC4 <= -0.3182207
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC84 <= -0.08363389
## -> class 2\|2 [0.901]
##
## Rule 29/218: (6.2, lift 10.1)
## PC1 <= -0.430681
## PC6 <= -1.853151
## PC8 <= -2.62821
## PC15 <= 2.051718
## PC43 <= 1.290461
## PC61 <= 0.002215485
## -> class 2\|2 [0.878]
##
## Rule 29/219: (5.4, lift 10.0)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC15 <= 2.051718
## PC29 > 0.2995083
## PC85 > 0.4763635
## -> class 2\|2 [0.865]
##
## Rule 29/220: (4.1, lift 9.6)
## PC1 <= -0.430681
## PC7 <= 0.1627358
## PC8 > 1.706811
## -> class 2\|2 [0.835]
##
## Rule 29/221: (62/11.8, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC45 <= 0.4335379
## PC63 <= 0.1548471
## PC90 > 0.9568366
## -> class 2\|2 [0.800]
##
## Rule 29/222: (16.4/2.8, lift 9.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= 2.561933
## PC9 > -3.550226
## PC12 > 0.2684515
## PC39 <= 0.1621064
## PC64 > 0.8031842
## -> class 2\|2 [0.796]
##
## Rule 29/223: (117.4/31.8, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5441133
## PC15 <= 2.051718
## PC98 > 1.242187
## -> class 2\|2 [0.725]
##
## Rule 29/224: (29.1/8.9, lift 7.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= 2.561933
## PC9 > -3.550226
## PC9 <= -1.093274
## PC12 > 0.2684515
## PC21 <= 0.8357167
## PC39 <= 0.1621064
## -> class 2\|2 [0.682]
##
## Rule 29/225: (1488.4/789.7, lift 5.4)
## PC1 <= -0.430681
## PC2 <= -1.001246
## PC8 > -0.5441133
## PC8 <= 1.706811
## -> class 2\|2 [0.469]
##
## Rule 29/226: (159.9, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC23 > -2.01012
## PC26 > -2.999648
## PC35 <= 0.2078908
## PC38 <= 0.1580302
## PC43 <= 1.290461
## PC61 > 0.002215485
## PC85 <= 0.4763635
## PC98 <= 1.242187
## -> class 2\|3 [0.994]
##
## Rule 29/227: (135.4, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC23 > -2.01012
## PC26 > -2.999648
## PC38 <= 0.1580302
## PC43 <= 1.290461
## PC61 > 0.002215485
## PC63 > -0.1024927
## PC85 <= 0.4763635
## -> class 2\|3 [0.993]
##
## Rule 29/228: (137.7, lift 8.5)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC23 > -2.01012
## PC35 > 0.2078908
## PC38 <= 0.1580302
## PC43 <= 1.290461
## PC96 > 0.3019132
## -> class 2\|3 [0.992]
##
## Rule 29/229: (110.7, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC43 <= 1.290461
## PC49 > 0.176871
## PC62 > -1.461079
## PC85 <= 0.4763635
## PC92 <= 0.1422586
## -> class 2\|3 [0.991]
##
## Rule 29/230: (94.5, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC23 > -2.01012
## PC43 <= 1.290461
## PC98 <= 1.242187
## PC99 <= -0.9732314
## -> class 2\|3 [0.990]
##
## Rule 29/231: (117.4/0.2, lift 8.5)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC15 <= 2.051718
## PC26 > -2.999648
## PC45 > 0.1526884
## PC85 <= 0.4763635
## PC98 <= 1.242187
## -> class 2\|3 [0.990]
##
## Rule 29/232: (78, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC15 <= 2.051718
## PC43 <= 1.290461
## PC86 <= -0.5675875
## -> class 2\|3 [0.988]
##
## Rule 29/233: (159.1/0.9, lift 8.5)
## PC1 <= -0.430681
## PC6 > 0.2048321
## PC8 <= -2.62821
## PC23 > -2.01012
## PC85 <= 0.4763635
## -> class 2\|3 [0.988]
##
## Rule 29/234: (90.9/0.3, lift 8.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -4.446409
## PC12 <= 0.2684515
## PC65 <= 0.5865557
## -> class 2\|3 [0.986]
##
## Rule 29/235: (69.3, lift 8.5)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC26 > -2.999648
## PC38 <= 0.1580302
## PC43 <= 1.290461
## PC62 > -1.461079
## PC85 <= 0.4763635
## PC86 > -0.5675875
## PC100 > 0.6626865
## -> class 2\|3 [0.986]
##
## Rule 29/236: (59.8, lift 8.4)
## PC8 <= -0.5441133
## PC15 <= 2.051718
## PC26 > 3.297644
## PC35 > 0.2078908
## PC43 <= 1.290461
## PC45 <= 0.1526884
## -> class 2\|3 [0.984]
##
## Rule 29/237: (182.6/2, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC15 > 2.051718
## PC38 <= 0.1580302
## -> class 2\|3 [0.984]
##
## Rule 29/238: (56.6, lift 8.4)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC38 <= 0.1580302
## PC43 <= 1.290461
## PC61 > 0.002215485
## PC85 <= 0.4763635
## PC92 > 0.1422586
## -> class 2\|3 [0.983]
##
## Rule 29/239: (48.7, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC38 <= 0.1580302
## PC56 <= -0.8729052
## PC62 > -1.461079
## PC85 <= 0.4763635
## PC98 <= 1.242187
## -> class 2\|3 [0.980]
##
## Rule 29/240: (42.1, lift 8.4)
## PC1 <= -0.430681
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC19 <= -3.647172
## PC95 <= 0.1109738
## -> class 2\|3 [0.977]
##
## Rule 29/241: (71.6/1, lift 8.4)
## PC1 <= -0.430681
## PC2 > -9.46428
## PC4 <= -0.3209489
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC9 <= 7.983715
## PC14 > -3.571462
## PC23 <= 2.203005
## PC28 > -0.2656237
## PC43 > -0.6449878
## PC84 > -0.08363389
## -> class 2\|3 [0.973]
##
## Rule 29/242: (60.7/0.8, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5441133
## PC9 <= 7.983715
## PC58 <= -0.679098
## PC63 > 0.1548471
## -> class 2\|3 [0.971]
##
## Rule 29/243: (31, lift 8.3)
## PC8 <= -0.5441133
## PC15 <= 2.051718
## PC35 > 0.2078908
## PC75 <= -1.570008
## PC85 <= 0.4763635
## PC96 <= 0.3019132
## PC99 > -0.9732314
## -> class 2\|3 [0.970]
##
## Rule 29/244: (25, lift 8.3)
## PC8 <= -2.62821
## PC35 > 0.2078908
## PC43 <= 1.290461
## PC45 <= 0.1526884
## PC62 <= -1.461079
## PC85 <= 0.4763635
## -> class 2\|3 [0.963]
##
## Rule 29/245: (23.6, lift 8.3)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC26 > -2.999648
## PC43 > 1.290461
## PC71 <= -0.5123217
## PC85 <= 0.4763635
## -> class 2\|3 [0.961]
##
## Rule 29/246: (20.9, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5441133
## PC9 <= 7.983715
## PC46 > -0.4018688
## PC49 > 0.8673677
## -> class 2\|3 [0.953]
##
## Rule 29/247: (416.9/25.6, lift 8.0)
## PC1 <= -0.430681
## PC6 > -1.853151
## PC8 <= -2.62821
## PC23 > -2.01012
## PC26 > -2.999648
## PC38 <= 0.1580302
## PC43 <= 1.290461
## PC51 <= 0.4403365
## PC61 <= 0.002215485
## PC85 <= 0.4763635
## PC98 <= 1.242187
## -> class 2\|3 [0.936]
##
## Rule 29/248: (12.2, lift 8.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.470731
## PC8 > -4.446409
## PC12 <= 0.2684515
## PC16 <= 3.841364
## PC17 > 0.6527454
## PC82 <= 0.3373068
## -> class 2\|3 [0.930]
##
## Rule 29/249: (11.9, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5441133
## PC17 > 0.9835293
## PC85 > 0.4763635
## -> class 2\|3 [0.928]
##
## Rule 29/250: (26.4/1.1, lift 8.0)
## PC2 <= 2.5099
## PC8 <= -2.62821
## PC26 > -2.999648
## PC61 <= -0.3599356
## PC85 > 0.4763635
## -> class 2\|3 [0.928]
##
## Rule 29/251: (60.2/3.5, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.3182207
## PC8 > -2.62821
## PC27 > -0.7045158
## PC28 > -0.2656237
## PC29 > 0.2788967
## PC63 <= 0.1548471
## PC82 <= 0.006431352
## -> class 2\|3 [0.927]
##
## Rule 29/252: (143.6/10.1, lift 7.9)
## PC1 <= -0.430681
## PC5 > -0.2582136
## PC8 <= -2.62821
## PC38 > 0.1580302
## PC53 <= 0.1559663
## -> class 2\|3 [0.924]
##
## Rule 29/253: (44.3/3, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC9 <= 7.983715
## PC28 > -0.2656237
## PC46 <= -0.4018688
## PC63 > 0.1548471
## -> class 2\|3 [0.914]
##
## Rule 29/254: (9.4, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC23 > 2.203005
## PC26 <= -2.253249
## -> class 2\|3 [0.912]
##
## Rule 29/255: (11.8/0.5, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4070493
## PC8 > -0.5441133
## PC8 <= 1.706811
## PC23 > -1.11488
## PC53 > 0.69177
## PC57 > 0.0181126
## -> class 2\|3 [0.894]
##
## Rule 29/256: (7.2, lift 7.7)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC9 <= -0.9495522
## PC43 > 1.290461
## PC85 <= 0.4763635
## -> class 2\|3 [0.891]
##
## Rule 29/257: (85/9.9, lift 7.5)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC38 > 0.1580302
## PC68 > 0.9258409
## -> class 2\|3 [0.875]
##
## Rule 29/258: (31.9/3.4, lift 7.5)
## PC1 > -0.430681
## PC9 <= -3.550226
## PC12 > 0.2684515
## PC57 <= -0.07739355
## -> class 2\|3 [0.871]
##
## Rule 29/259: (61.2/9.1, lift 7.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC22 <= -0.8794802
## PC26 > -2.999648
## PC85 > 0.4763635
## -> class 2\|3 [0.839]
##
## Rule 29/260: (109.2/19.6, lift 7.0)
## PC2 <= -1.721669
## PC4 > -0.4070493
## PC8 <= 1.280768
## PC19 > -0.7104394
## PC21 <= 2.077702
## PC23 > -1.11488
## PC57 > 0.0181126
## PC66 > 0.659505
## PC95 > -0.1984325
## -> class 2\|3 [0.815]
##
## Rule 29/261: (84.8/17.8, lift 6.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 > -1.470731
## PC9 <= 0.3598154
## PC12 <= 0.2684515
## PC13 > 0.1820254
## PC18 <= 0.2001757
## PC19 > -1.521262
## -> class 2\|3 [0.784]
##
## Rule 29/262: (79.8/17.1, lift 6.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 1.706811
## PC15 <= -2.751601
## PC57 <= 0.0181126
## -> class 2\|3 [0.778]
##
## Rule 29/263: (64.4/16.8, lift 6.3)
## PC1 <= -0.430681
## PC2 <= -1.721669
## PC4 > -0.4070493
## PC8 > -0.5441133
## PC8 <= 1.280768
## PC23 > -1.11488
## PC44 > 0.4781069
## PC57 > 0.0181126
## PC95 > -0.1984325
## -> class 2\|3 [0.731]
##
## Rule 29/264: (939.4/300.6, lift 5.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.3182207
## PC8 > -2.62821
## PC8 <= -0.5441133
## PC9 <= 7.983715
## PC14 > -3.571462
## PC23 <= 2.203005
## PC28 > -0.2656237
## PC29 <= 0.2788967
## PC45 <= 0.4335379
## PC63 <= 0.1548471
## PC90 <= 0.9568366
## -> class 2\|3 [0.680]
##
## Rule 29/265: (15.7/5.9, lift 5.2)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC100 > 3.426843
## -> class 2\|3 [0.609]
##
## Rule 29/266: (51.7/20.8, lift 5.1)
## PC1 <= -0.430681
## PC8 > -0.5441133
## PC8 <= 1.706811
## PC19 <= -0.7104394
## PC23 > -1.11488
## PC57 > 0.0181126
## PC75 <= 0.07208364
## -> class 2\|3 [0.594]
##
## Rule 29/267: (57.2, lift 23.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5441133
## PC15 <= 2.051718
## PC26 <= -2.999648
## PC38 <= 0.1580302
## -> class 2\|4 [0.983]
##
## Rule 29/268: (35.4, lift 23.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5441133
## PC21 <= -0.6742345
## PC45 > 0.4335379
## -> class 2\|4 [0.973]
##
## Rule 29/269: (32.1, lift 23.0)
## PC8 <= -2.62821
## PC15 <= 2.051718
## PC23 <= -2.01012
## PC38 <= 0.1580302
## -> class 2\|4 [0.971]
##
## Rule 29/270: (57.6/1, lift 22.9)
## PC1 > -0.430681
## PC9 <= -3.550226
## PC12 > 0.2684515
## PC57 > -0.07739355
## -> class 2\|4 [0.967]
##
## Rule 29/271: (47.8/11.4, lift 17.8)
## PC1 > -0.430681
## PC8 <= -4.446409
## PC65 > 0.5865557
## -> class 2\|4 [0.750]
##
## Rule 29/272: (4525.9/3697.3, lift 4.3)
## PC2 <= 2.5099
## PC8 <= -0.5441133
## PC9 <= 7.983715
## -> class 2\|4 [0.183]
##
## Default class: 2\|2
##
## ----- Trial 30: -----
##
## Rules:
##
## Rule 30/1: (185, lift 17.1)
## PC3 > -4.942089
## PC13 > -2.659486
## PC13 <= 6.717022
## PC18 > 2.290524
## PC22 > -0.4960029
## PC26 <= 0.6911535
## PC52 <= 3.92628
## PC55 > -0.4814019
## PC64 <= -0.3266885
## PC90 <= 1.414193
## PC97 <= 0.2367853
## -> class 0\|0 [0.995]
##
## Rule 30/2: (59.6, lift 16.9)
## PC13 <= 6.717022
## PC18 > 2.290524
## PC29 <= 6.409384
## PC31 > -0.2922627
## PC70 <= -1.065531
## PC91 <= 2.682686
## PC97 > 0.2367853
## -> class 0\|0 [0.984]
##
## Rule 30/3: (70.3/0.3, lift 16.9)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC18 > 2.290524
## PC29 <= 6.409384
## PC67 > 0.2726204
## PC73 > -3.422196
## PC91 <= 2.682686
## PC97 > 0.2367853
## -> class 0\|0 [0.982]
##
## Rule 30/4: (138.7/2, lift 16.8)
## PC13 <= 6.717022
## PC18 > 2.290524
## PC29 <= 6.409384
## PC52 <= 3.92628
## PC55 > -0.4814019
## PC73 > 0.9629729
## PC91 <= 2.682686
## -> class 0\|0 [0.979]
##
## Rule 30/5: (36.4, lift 16.7)
## PC13 <= 6.717022
## PC18 > 2.290524
## PC29 <= 6.409384
## PC57 > 1.331304
## PC73 > -3.422196
## PC91 <= 2.682686
## PC97 > 0.2367853
## -> class 0\|0 [0.974]
##
## Rule 30/6: (96.9/1.8, lift 16.7)
## PC2 > 2.5099
## PC3 > -1.644617
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC21 <= 0.4933791
## PC53 <= -0.998706
## -> class 0\|0 [0.971]
##
## Rule 30/7: (29.5, lift 16.6)
## PC2 > 2.5099
## PC3 > -1.644617
## PC18 > 0.1693852
## PC48 > 0.4541678
## PC49 <= 0.6167688
## -> class 0\|0 [0.968]
##
## Rule 30/8: (20.9, lift 16.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.300935
## PC18 > 0.1693852
## PC18 <= 2.290524
## -> class 0\|0 [0.956]
##
## Rule 30/9: (15.1, lift 16.2)
## PC1 > -0.430681
## PC8 > 0.08273966
## PC12 > -0.01246285
## PC18 > 1.296624
## -> class 0\|0 [0.942]
##
## Rule 30/10: (525.1/30.7, lift 16.1)
## PC3 > -4.942089
## PC4 > -8.071015
## PC13 <= 6.717022
## PC17 > -0.1426359
## PC18 > 2.290524
## PC22 > -0.4960029
## PC26 <= 0.6911535
## PC31 > -0.2922627
## PC38 <= 3.234724
## PC51 <= 0.5281114
## PC52 <= 3.92628
## PC55 > -0.2111342
## PC56 <= 1.104476
## PC90 <= 1.414193
## PC91 <= 2.682686
## PC97 <= 0.2367853
## -> class 0\|0 [0.940]
##
## Rule 30/11: (65.6/3.3, lift 16.1)
## PC3 > -4.942089
## PC4 <= -8.071015
## PC13 > -2.659486
## PC13 <= -0.08638959
## PC18 > 2.848612
## PC26 <= 0.6911535
## PC51 <= 0.5281114
## PC62 <= 0.1587691
## PC64 <= 0.2838365
## PC97 <= 0.2367853
## -> class 0\|0 [0.937]
##
## Rule 30/12: (460.1/31.4, lift 16.0)
## PC3 > -4.942089
## PC4 > -8.071015
## PC5 > -0.5161799
## PC13 > -2.659486
## PC13 <= 6.717022
## PC17 > -0.1426359
## PC18 > 2.290524
## PC22 > -0.4960029
## PC26 <= 0.6911535
## PC31 > -0.2922627
## PC38 <= 3.234724
## PC51 <= 0.5281114
## PC52 <= 3.92628
## PC55 > -0.4814019
## PC56 <= 1.104476
## PC90 <= 1.414193
## PC91 <= 2.682686
## PC97 <= 0.2367853
## -> class 0\|0 [0.930]
##
## Rule 30/13: (7.9, lift 15.4)
## PC10 <= -7.303295
## PC18 > 2.290524
## PC31 > -0.2922627
## -> class 0\|0 [0.899]
##
## Rule 30/14: (10.8/0.6, lift 15.0)
## PC2 > 2.5099
## PC3 > -1.644617
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC53 > -0.998706
## PC79 <= -0.9574304
## -> class 0\|0 [0.874]
##
## Rule 30/15: (124.7/15.1, lift 15.0)
## PC2 > 2.5099
## PC3 > -1.644617
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC23 <= -0.9889438
## PC49 <= 0.6167688
## -> class 0\|0 [0.873]
##
## Rule 30/16: (38.3/4.3, lift 14.9)
## PC13 <= 6.717022
## PC18 > 2.290524
## PC29 <= 6.409384
## PC55 > -0.4814019
## PC73 <= 0.9629729
## PC75 > 0.1340645
## PC97 > 0.2367853
## -> class 0\|0 [0.869]
##
## Rule 30/17: (10.6/1.4, lift 13.9)
## PC2 > 2.5099
## PC7 <= -0.7460212
## PC18 <= 0.1693852
## PC20 > -3.440173
## PC90 <= -2.003361
## -> class 0\|0 [0.807]
##
## Rule 30/18: (35.6/8.9, lift 12.6)
## PC6 > -0.4098393
## PC13 > 6.717022
## PC18 > 2.058226
## PC57 <= 4.804033
## -> class 0\|0 [0.736]
##
## Rule 30/19: (43/11.3, lift 12.5)
## PC2 > 2.5099
## PC3 > -1.644617
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC49 > 0.6167688
## -> class 0\|0 [0.726]
##
## Rule 30/20: (73.6/20.6, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC18 > 0.1693852
## PC21 <= 0.4933791
## PC71 > 0.6056829
## PC73 > -3.422196
## PC90 > -2.018236
## -> class 0\|0 [0.714]
##
## Rule 30/21: (22.8/7, lift 11.6)
## PC3 <= -1.644617
## PC13 <= 6.717022
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC43 <= -2.217216
## PC90 > -2.018236
## -> class 0\|0 [0.678]
##
## Rule 30/22: (64.5, lift 11.7)
## PC4 <= -8.071015
## PC18 > 0.1693852
## PC18 <= 2.848612
## PC62 <= 0.1587691
## PC64 > -0.3266885
## PC73 <= 0.9629729
## PC90 <= 1.414193
## -> class 0\|1 [0.985]
##
## Rule 30/23: (61.9, lift 11.7)
## PC4 <= -8.071015
## PC18 > 0.1693852
## PC56 <= 1.104476
## PC62 > 0.1587691
## PC64 > -0.3266885
## PC64 <= 0.2838365
## PC73 <= 0.9629729
## -> class 0\|1 [0.984]
##
## Rule 30/24: (55.8, lift 11.7)
## PC6 <= -0.4098393
## PC13 > 6.717022
## PC13 <= 10.90493
## PC18 > 2.058226
## PC49 <= 0.7899179
## PC66 <= 0.6278729
## -> class 0\|1 [0.983]
##
## Rule 30/25: (49.8, lift 11.7)
## PC3 > -4.942089
## PC18 > 2.290524
## PC26 > 0.6911535
## PC73 <= 0.9629729
## PC97 <= 0.2367853
## -> class 0\|1 [0.981]
##
## Rule 30/26: (47.7, lift 11.6)
## PC4 <= -8.071015
## PC17 > -0.1426359
## PC64 > 0.2838365
## PC73 <= 0.9629729
## PC90 <= 1.414193
## -> class 0\|1 [0.980]
##
## Rule 30/27: (45.2, lift 11.6)
## PC13 <= 6.717022
## PC18 > 0.1693852
## PC21 <= 0.4933791
## PC29 <= 6.409384
## PC39 > 0.7690024
## PC67 <= 0.7430756
## PC71 <= 0.6056829
## PC73 > -3.422196
## PC79 > 0.6133943
## PC90 > -2.018236
## -> class 0\|1 [0.979]
##
## Rule 30/28: (116.1/1.7, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC31 <= -0.2922627
## PC52 <= 3.92628
## PC73 > -3.422196
## PC73 <= 0.9629729
## -> class 0\|1 [0.977]
##
## Rule 30/29: (38.9, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -2.659486
## PC13 <= 6.717022
## PC17 > -0.1426359
## PC18 > 0.1693852
## PC51 > 0.5281114
## PC56 <= 1.104476
## PC64 > -0.3266885
## PC73 <= 0.9629729
## PC97 <= 0.2367853
## -> class 0\|1 [0.976]
##
## Rule 30/30: (35, lift 11.6)
## PC4 <= -8.071015
## PC13 > -0.08638959
## PC18 > 2.290524
## PC64 > -0.3266885
## PC73 <= 0.9629729
## -> class 0\|1 [0.973]
##
## Rule 30/31: (71.4/1, lift 11.6)
## PC5 > -0.6030719
## PC10 <= -2.359498
## PC18 > -1.127962
## PC18 <= 0.1693852
## PC88 <= -0.4034106
## -> class 0\|1 [0.972]
##
## Rule 30/32: (196/5.3, lift 11.5)
## PC3 <= -1.045345
## PC10 > -7.303295
## PC18 > 2.290524
## PC29 <= 6.409384
## PC52 <= 3.92628
## PC57 <= 1.331304
## PC67 <= 0.2726204
## PC70 > -1.065531
## PC73 <= 0.9629729
## PC75 <= 0.1340645
## PC97 > 0.2367853
## -> class 0\|1 [0.968]
##
## Rule 30/33: (49/0.8, lift 11.5)
## PC3 <= 1.640775
## PC7 > -0.7460212
## PC10 <= -1.294428
## PC16 <= -0.391978
## PC17 <= -0.5178236
## PC18 > -1.127962
## -> class 0\|1 [0.965]
##
## Rule 30/34: (42.1/0.6, lift 11.4)
## PC13 <= 6.717022
## PC18 > 2.290524
## PC56 > 1.104476
## PC73 > -3.422196
## PC73 <= 0.9629729
## -> class 0\|1 [0.963]
##
## Rule 30/35: (24.5, lift 11.4)
## PC5 <= -0.5161799
## PC18 > 2.290524
## PC55 <= -0.2111342
## PC73 <= 0.9629729
## -> class 0\|1 [0.962]
##
## Rule 30/36: (30.3/0.3, lift 11.4)
## PC13 <= 6.717022
## PC17 <= -0.1426359
## PC18 > 2.290524
## PC29 <= 6.409384
## PC55 > -0.4814019
## PC73 > -3.422196
## PC97 <= 0.2367853
## -> class 0\|1 [0.960]
##
## Rule 30/37: (54.7/1.3, lift 11.4)
## PC13 <= 6.717022
## PC18 > 2.290524
## PC29 <= 6.409384
## PC52 > 3.92628
## PC67 <= 0.7430756
## PC73 > -3.422196
## -> class 0\|1 [0.959]
##
## Rule 30/38: (34.3/0.8, lift 11.3)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC18 > 2.290524
## PC52 <= 3.92628
## PC91 > 2.682686
## -> class 0\|1 [0.950]
##
## Rule 30/39: (417.3/24.6, lift 11.2)
## PC2 > 2.5099
## PC3 <= -1.644617
## PC13 <= 6.717022
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC21 <= 0.4933791
## PC43 > -2.217216
## PC67 <= 0.7430756
## PC71 <= 0.6056829
## PC79 <= 0.6133943
## PC80 <= 0.5694441
## PC90 > -2.018236
## PC93 > -1.297867
## PC95 > -1.420945
## -> class 0\|1 [0.939]
##
## Rule 30/40: (28.9/0.9, lift 11.2)
## PC13 <= 6.717022
## PC18 > 2.290524
## PC22 <= -0.4960029
## PC31 > -0.2922627
## PC97 <= 0.2367853
## -> class 0\|1 [0.938]
##
## Rule 30/41: (13.3, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.6030719
## PC7 > -0.7460212
## PC18 <= 0.1693852
## PC87 > 0.302502
## -> class 0\|1 [0.935]
##
## Rule 30/42: (20/0.5, lift 11.1)
## PC7 > -0.7460212
## PC10 <= -1.294428
## PC17 <= -0.5178236
## PC18 > -1.127962
## PC60 <= -0.4756015
## PC88 > -0.4034106
## -> class 0\|1 [0.934]
##
## Rule 30/43: (216.4/17.5, lift 10.9)
## PC2 > 2.5099
## PC3 > -1.644617
## PC3 <= 1.640775
## PC6 <= 0.300935
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC23 > -0.9889438
## PC48 <= 0.4541678
## PC49 <= 0.6167688
## PC53 > -0.998706
## PC71 <= 0.6056829
## PC79 > -0.9574304
## -> class 0\|1 [0.915]
##
## Rule 30/44: (73.4/6.5, lift 10.7)
## PC2 > 2.5099
## PC18 > 2.290524
## PC55 <= -0.4814019
## PC57 <= 4.804033
## -> class 0\|1 [0.901]
##
## Rule 30/45: (104.6/10.4, lift 10.6)
## PC7 > -0.7460212
## PC18 > -1.127962
## PC30 > 4.653916
## -> class 0\|1 [0.893]
##
## Rule 30/46: (174.2/21.1, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7460212
## PC18 > -2.430627
## PC18 <= 0.1693852
## PC43 <= 0.3626536
## PC90 > -2.003361
## -> class 0\|1 [0.875]
##
## Rule 30/47: (70.6/9.2, lift 10.2)
## PC2 > 2.5099
## PC13 > -2.659486
## PC13 <= 6.717022
## PC18 > 0.1693852
## PC22 > -0.4960029
## PC26 <= 0.6911535
## PC73 > -3.422196
## PC73 <= 0.9629729
## PC90 > 1.414193
## -> class 0\|1 [0.860]
##
## Rule 30/48: (56.9/9.2, lift 9.8)
## PC2 > 2.5099
## PC5 > -0.6030719
## PC10 <= -1.294428
## PC17 > -0.5178236
## PC18 > -1.127962
## PC18 <= 0.1693852
## PC37 <= 1.807821
## -> class 0\|1 [0.826]
##
## Rule 30/49: (67.6/11.5, lift 9.8)
## PC3 <= 1.640775
## PC10 <= -1.294428
## PC11 <= -0.01467536
## PC17 <= -0.5178236
## PC18 > -1.127962
## PC60 > -0.4756015
## -> class 0\|1 [0.821]
##
## Rule 30/50: (70.6/16.9, lift 9.0)
## PC13 <= -2.659486
## PC18 > 0.1693852
## PC22 > -0.4960029
## PC26 <= 0.6911535
## PC52 <= 3.92628
## PC73 <= 0.9629729
## PC97 <= 0.2367853
## -> class 0\|1 [0.754]
##
## Rule 30/51: (123.2, lift 11.0)
## PC5 > -0.6030719
## PC7 > -0.7460212
## PC10 <= -1.294428
## PC11 > -0.01467536
## PC16 > -0.391978
## PC17 <= -0.5178236
## PC18 > -1.127962
## PC18 <= 0.1693852
## PC60 > -0.4756015
## PC88 > -0.4034106
## -> class 0\|2 [0.992]
##
## Rule 30/52: (59.7, lift 10.9)
## PC4 > 7.788401
## PC18 <= -1.127962
## PC32 <= -1.093292
## -> class 0\|2 [0.984]
##
## Rule 30/53: (58.2, lift 10.9)
## PC4 <= -7.746524
## PC5 > -0.6030719
## PC7 > -0.7460212
## PC11 <= 0.08682834
## PC18 <= 0.1693852
## -> class 0\|2 [0.983]
##
## Rule 30/54: (58.5, lift 10.9)
## PC4 <= -7.746524
## PC18 <= -1.127962
## PC87 > 0.02870315
## -> class 0\|2 [0.983]
##
## Rule 30/55: (52.5, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7460212
## PC18 <= 0.1693852
## PC20 > -3.440173
## PC43 > 0.3626536
## -> class 0\|2 [0.982]
##
## Rule 30/56: (51.1, lift 10.9)
## PC4 > 7.788401
## PC18 <= -1.127962
## PC33 <= 4.897779
## PC90 <= 2.256318
## PC98 > 0.7557569
## -> class 0\|2 [0.981]
##
## Rule 30/57: (47.7, lift 10.9)
## PC3 <= 1.640775
## PC18 > -1.750188
## PC18 <= -1.127962
## PC20 > 2.089747
## PC86 <= 1.874111
## PC89 > -1.006713
## -> class 0\|2 [0.980]
##
## Rule 30/58: (39.3, lift 10.9)
## PC18 > 0.1693852
## PC29 > 6.409384
## -> class 0\|2 [0.976]
##
## Rule 30/59: (61.3/0.7, lift 10.8)
## PC4 > 7.788401
## PC18 <= -1.127962
## PC90 <= 2.256318
## PC99 <= -0.2831509
## -> class 0\|2 [0.973]
##
## Rule 30/60: (39.1/0.2, lift 10.8)
## PC2 > 2.5099
## PC5 > -0.6030719
## PC7 <= -0.6580582
## PC18 > -1.750188
## PC18 <= -1.127962
## PC58 <= 1.792402
## -> class 0\|2 [0.972]
##
## Rule 30/61: (27, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.0592674
## PC7 > -0.5862954
## PC11 <= -0.05541129
## PC13 <= 1.230399
## PC18 <= 0.1693852
## PC32 > -1.346216
## PC39 > -1.100589
## PC89 > -1.006713
## -> class 0\|2 [0.966]
##
## Rule 30/62: (44.8/0.6, lift 10.7)
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC5 > -0.6030719
## PC15 > 0.116575
## PC18 > -1.750188
## PC18 <= -1.127962
## PC89 > -1.006713
## -> class 0\|2 [0.966]
##
## Rule 30/63: (26.3, lift 10.7)
## PC4 <= 7.788401
## PC10 <= -5.74791
## PC18 <= -1.127962
## PC78 <= 2.983765
## -> class 0\|2 [0.965]
##
## Rule 30/64: (90.1/2.2, lift 10.7)
## PC3 <= -1.644617
## PC10 > -3.117805
## PC13 <= 6.717022
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC39 <= 0.7690024
## PC73 > -3.422196
## PC79 > 0.6133943
## PC90 > -2.018236
## -> class 0\|2 [0.965]
##
## Rule 30/65: (26, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.750188
## PC18 <= -1.127962
## PC19 > 0.1037472
## PC58 <= 1.792402
## PC78 <= 2.983765
## PC89 > -1.006713
## -> class 0\|2 [0.964]
##
## Rule 30/66: (25.5, lift 10.7)
## PC13 > 6.717022
## PC18 > 2.058226
## PC66 > 0.6278729
## -> class 0\|2 [0.964]
##
## Rule 30/67: (23.4, lift 10.7)
## PC13 > 6.717022
## PC15 > 0.9397237
## PC18 > 0.1693852
## PC18 <= 2.058226
## -> class 0\|2 [0.961]
##
## Rule 30/68: (22.2, lift 10.7)
## PC2 > 8.107922
## PC7 > -0.5862954
## PC18 <= -1.127962
## PC28 > -3.304819
## PC37 > -0.7685974
## PC39 > -1.100589
## PC89 > -1.006713
## -> class 0\|2 [0.959]
##
## Rule 30/69: (95.6/3.1, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > -0.6030719
## PC18 > -1.750188
## PC18 <= -1.127962
## PC60 <= -0.08219276
## PC78 <= 2.983765
## PC86 <= 1.874111
## PC89 > -1.006713
## -> class 0\|2 [0.958]
##
## Rule 30/70: (151.8/5.9, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7460212
## PC10 > -1.294428
## PC12 <= 2.8626
## PC18 > -1.127962
## PC18 <= 0.1693852
## PC49 <= 1.458949
## PC53 <= 2.436457
## PC75 <= 0.01605763
## PC86 <= 2.675882
## -> class 0\|2 [0.955]
##
## Rule 30/71: (19.7, lift 10.6)
## PC2 > 2.5099
## PC7 > -0.7460212
## PC10 > -1.294428
## PC18 > -1.127962
## PC18 <= 0.1693852
## PC30 <= 4.653916
## PC36 <= -1.343822
## PC75 > 0.01605763
## -> class 0\|2 [0.953]
##
## Rule 30/72: (16.4, lift 10.5)
## PC13 <= 6.717022
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC21 <= 0.4933791
## PC71 <= 0.6056829
## PC79 <= 0.6133943
## PC93 <= -1.297867
## -> class 0\|2 [0.946]
##
## Rule 30/73: (50.1/1.9, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.127962
## PC18 <= 0.1693852
## PC32 <= 1.060273
## PC36 > -1.343822
## PC94 > 0.7097058
## -> class 0\|2 [0.944]
##
## Rule 30/74: (20/0.3, lift 10.5)
## PC4 > 7.889118
## PC10 > -1.294428
## PC18 > -1.127962
## PC32 <= 1.060273
## PC36 > -1.343822
## PC75 > 0.01605763
## -> class 0\|2 [0.941]
##
## Rule 30/75: (28.4/0.8, lift 10.5)
## PC13 > 6.717022
## PC18 > 0.1693852
## PC18 <= 2.058226
## PC50 > 0.4547328
## PC57 <= 4.804033
## -> class 0\|2 [0.941]
##
## Rule 30/76: (26.2/0.7, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7460212
## PC15 <= 0.116575
## PC18 > -1.750188
## PC18 <= 0.1693852
## PC58 <= 1.792402
## PC60 > -0.08219276
## PC89 > -1.006713
## PC95 > 0.7944287
## -> class 0\|2 [0.939]
##
## Rule 30/77: (57.2/2.7, lift 10.4)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC6 <= 0.0592674
## PC13 <= 1.230399
## PC16 <= 2.101484
## PC18 <= -1.127962
## PC52 > 1.599254
## PC60 <= 0.6575359
## PC75 <= 0.2081409
## PC89 > -1.006713
## PC96 > -0.7313746
## -> class 0\|2 [0.938]
##
## Rule 30/78: (46.2/2.2, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.6030719
## PC7 > -0.7460212
## PC18 <= 0.1693852
## PC87 <= 0.302502
## -> class 0\|2 [0.935]
##
## Rule 30/79: (13.1, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.750188
## PC18 <= -1.127962
## PC78 <= 2.983765
## PC86 <= 1.874111
## PC89 > -1.006713
## PC99 <= -1.194885
## -> class 0\|2 [0.934]
##
## Rule 30/80: (63.2/3.5, lift 10.4)
## PC3 <= 1.640775
## PC6 > 0.0592674
## PC15 <= -0.2179118
## PC18 <= -1.750188
## PC64 <= -0.4595622
## -> class 0\|2 [0.931]
##
## Rule 30/81: (11.5, lift 10.3)
## PC3 <= 1.640775
## PC5 <= -0.4823957
## PC7 > -0.7460212
## PC18 > -1.750188
## PC18 <= -1.127962
## -> class 0\|2 [0.926]
##
## Rule 30/82: (23.3/1, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC5 > -0.6030719
## PC18 <= -1.127962
## PC78 <= 2.983765
## PC81 > 1.765621
## -> class 0\|2 [0.920]
##
## Rule 30/83: (30.6/1.6, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.2945656
## PC16 <= 2.101484
## PC78 <= 2.983765
## -> class 0\|2 [0.919]
##
## Rule 30/84: (10.2, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC21 <= 0.4933791
## PC43 > -2.217216
## PC93 > -1.297867
## PC95 <= -1.420945
## -> class 0\|2 [0.918]
##
## Rule 30/85: (10.1, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= 0.1693852
## PC39 > -1.100589
## PC68 <= 0.3270253
## PC78 <= 2.983765
## PC96 > -0.7313746
## PC97 > 2.006778
## -> class 0\|2 [0.917]
##
## Rule 30/86: (46.3/3.2, lift 10.2)
## PC3 <= 1.640775
## PC7 > -0.6580582
## PC16 > 1.104762
## PC18 > -1.750188
## PC18 <= -1.127962
## PC86 <= 1.874111
## PC89 > -1.006713
## -> class 0\|2 [0.914]
##
## Rule 30/87: (9.1, lift 10.1)
## PC7 > -0.5862954
## PC16 <= 2.101484
## PC18 <= -1.750188
## PC39 > -1.100589
## PC71 > 0.8343233
## PC78 <= 2.983765
## PC81 <= 1.765621
## PC89 > -1.006713
## -> class 0\|2 [0.910]
##
## Rule 30/88: (82.6/6.9, lift 10.1)
## PC2 > 2.5099
## PC2 <= 8.107922
## PC3 <= 1.640775
## PC7 > -0.5862954
## PC11 <= 0.2945656
## PC13 <= 1.230399
## PC18 <= 0.1693852
## PC32 <= -1.346216
## PC37 > -0.7685974
## PC67 > -0.3051596
## -> class 0\|2 [0.907]
##
## Rule 30/89: (16.8/0.8, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.300935
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC71 <= 0.6056829
## PC79 <= 0.6133943
## PC80 > 0.5694441
## -> class 0\|2 [0.906]
##
## Rule 30/90: (9.3/0.1, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.230399
## PC16 > 2.076187
## PC16 <= 2.101484
## PC60 <= 0.6575359
## -> class 0\|2 [0.900]
##
## Rule 30/91: (37.8/3, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC57 <= 4.804033
## PC90 <= -2.018236
## -> class 0\|2 [0.899]
##
## Rule 30/92: (37.1/2.9, lift 10.0)
## PC6 <= -0.4098393
## PC13 > 10.90493
## PC18 > 2.058226
## PC57 <= 4.804033
## -> class 0\|2 [0.899]
##
## Rule 30/93: (17.2/1, lift 10.0)
## PC13 <= 1.230399
## PC16 <= 2.101484
## PC18 <= 0.1693852
## PC39 > -1.100589
## PC57 <= 1.492087
## PC59 <= -2.342886
## PC78 <= 2.983765
## PC96 > -0.7313746
## -> class 0\|2 [0.897]
##
## Rule 30/94: (35.3/3, lift 9.9)
## PC3 <= 1.640775
## PC7 > -0.7460212
## PC16 <= 2.101484
## PC18 <= -1.127962
## PC37 > -0.7685974
## PC39 > -1.100589
## PC57 > 1.492087
## PC63 <= 1.124542
## PC78 <= 2.983765
## PC89 > -1.006713
## PC96 > -0.7313746
## -> class 0\|2 [0.893]
##
## Rule 30/95: (74.9/7.2, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7460212
## PC18 > -1.750188
## PC18 <= -1.127962
## PC44 > 0.5340554
## PC95 <= 0.7944287
## -> class 0\|2 [0.893]
##
## Rule 30/96: (13.9/0.7, lift 9.9)
## PC13 > 6.717022
## PC18 > 0.1693852
## PC18 <= 2.058226
## PC22 > -0.5599737
## PC50 <= 0.4547328
## -> class 0\|2 [0.893]
##
## Rule 30/97: (42/4.2, lift 9.8)
## PC7 <= -0.7460212
## PC18 <= 0.1693852
## PC20 <= -3.440173
## PC83 > 0.06300803
## -> class 0\|2 [0.882]
##
## Rule 30/98: (28/2.7, lift 9.7)
## PC3 <= 1.640775
## PC7 <= -0.7460212
## PC18 <= -2.430627
## PC20 > -3.440173
## -> class 0\|2 [0.875]
##
## Rule 30/99: (64.8/7.4, lift 9.7)
## PC7 > -0.7460212
## PC16 <= 2.101484
## PC18 <= -1.127962
## PC39 > -1.100589
## PC63 > 1.124542
## PC78 <= 2.983765
## PC81 <= 1.765621
## PC89 > -1.006713
## PC96 > -0.7313746
## -> class 0\|2 [0.874]
##
## Rule 30/100: (5.4, lift 9.6)
## PC7 > -0.7460212
## PC10 > -2.359498
## PC10 <= -1.294428
## PC18 > -1.127962
## PC18 <= 0.1693852
## PC88 <= -0.4034106
## -> class 0\|2 [0.864]
##
## Rule 30/101: (49.4/6.2, lift 9.6)
## PC7 > -0.7460212
## PC7 <= -0.5862954
## PC18 <= -1.750188
## PC81 <= 1.765621
## PC89 > -1.006713
## PC96 > -0.7313746
## -> class 0\|2 [0.861]
##
## Rule 30/102: (41.1/5.1, lift 9.5)
## PC7 <= -0.7460212
## PC18 <= 0.1693852
## PC20 <= -3.440173
## PC51 <= 0.08199447
## -> class 0\|2 [0.858]
##
## Rule 30/103: (4.4, lift 9.4)
## PC7 <= -0.7460212
## PC12 > -0.3218363
## PC18 <= 0.1693852
## PC20 <= -3.440173
## -> class 0\|2 [0.843]
##
## Rule 30/104: (27.9/3.8, lift 9.4)
## PC4 > -7.746524
## PC7 > -0.7460212
## PC7 <= -0.3301688
## PC13 <= 1.230399
## PC18 <= -1.750188
## PC46 > 0.2262207
## PC60 <= 0.6575359
## PC68 <= 0.3270253
## PC96 > -0.7313746
## -> class 0\|2 [0.841]
##
## Rule 30/105: (21.1/2.8, lift 9.3)
## PC5 > -0.6030719
## PC16 <= 2.101484
## PC18 <= -1.750188
## PC39 > -1.100589
## PC57 <= 1.492087
## PC67 > -0.3051596
## PC89 > -1.006713
## PC90 <= -1.113714
## PC96 > -0.7313746
## -> class 0\|2 [0.837]
##
## Rule 30/106: (49.9/7.6, lift 9.3)
## PC4 <= 7.788401
## PC7 > -0.5862954
## PC18 <= -1.750188
## PC28 > -3.304819
## PC37 <= -0.7685974
## PC39 > -1.100589
## PC63 <= 1.124542
## PC89 > -1.006713
## PC96 > -0.7313746
## -> class 0\|2 [0.834]
##
## Rule 30/107: (20.3/2.9, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.300935
## PC13 <= 6.717022
## PC18 > 0.1693852
## PC18 <= 2.290524
## PC21 > 0.4933791
## -> class 0\|2 [0.824]
##
## Rule 30/108: (43/8.5, lift 8.8)
## PC4 <= 7.788401
## PC18 <= -1.750188
## PC28 <= -3.304819
## PC78 <= 2.983765
## PC89 > -1.006713
## -> class 0\|2 [0.790]
##
## Rule 30/109: (16.4/3.6, lift 8.3)
## PC7 > -0.7460212
## PC13 > 1.174005
## PC13 <= 1.230399
## PC16 <= 2.101484
## PC18 <= -1.750188
## PC60 <= 0.6575359
## PC96 > -0.7313746
## -> class 0\|2 [0.749]
##
## Rule 30/110: (36.7/9.1, lift 8.2)
## PC2 > 2.5099
## PC18 > 0.1693852
## PC57 <= 4.804033
## PC73 <= -3.422196
## -> class 0\|2 [0.738]
##
## Rule 30/111: (87.5/36, lift 6.5)
## PC2 > 2.5099
## PC5 > -0.6030719
## PC26 > -0.1339708
## PC78 > 2.983765
## -> class 0\|2 [0.586]
##
## Rule 30/112: (181.5/1, lift 10.1)
## PC2 <= 8.107922
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.7460212
## PC13 > 1.230399
## PC18 <= -1.750188
## PC37 > -0.7685974
## PC57 <= 1.492087
## PC63 <= 1.124542
## -> class 0\|3 [0.989]
##
## Rule 30/113: (69.3, lift 10.1)
## PC3 <= 1.640775
## PC7 > -0.7460212
## PC15 <= 0.116575
## PC18 <= -1.127962
## PC20 <= 2.089747
## PC58 > 1.792402
## PC60 > -0.08219276
## -> class 0\|3 [0.986]
##
## Rule 30/114: (33.9/8.4, lift 7.5)
## PC2 > 2.5099
## PC18 > 0.1693852
## PC57 > 4.804033
## -> class 0\|3 [0.738]
##
## Rule 30/115: (7711.6/5770.9, lift 2.6)
## PC2 > 2.5099
## -> class 0\|3 [0.252]
##
## Rule 30/116: (146.7, lift 21.0)
## PC1 > 13.61654
## PC6 <= -2.689063
## PC19 > -0.3238951
## PC57 > -0.6260763
## -> class 1\|0 [0.993]
##
## Rule 30/117: (170.1/0.2, lift 21.0)
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC16 <= -0.8953013
## PC22 > 0.1221173
## PC50 > 0.221793
## PC65 > -0.1389549
## PC67 <= 0.3667957
## PC94 <= 0.03857326
## -> class 1\|0 [0.993]
##
## Rule 30/118: (84.3, lift 20.9)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC13 <= 0.2095596
## PC16 <= -1.941889
## PC51 <= -0.730997
## -> class 1\|0 [0.988]
##
## Rule 30/119: (71.9, lift 20.8)
## PC1 > -0.430681
## PC1 <= 0.3860425
## PC8 > -3.76792
## PC15 <= -2.325031
## PC16 <= 0.4843179
## PC64 > -0.5553451
## -> class 1\|0 [0.986]
##
## Rule 30/120: (49.7, lift 20.7)
## PC10 <= 0.9532421
## PC16 <= -1.941889
## PC17 > 0.3734994
## PC55 <= -0.8495878
## PC59 <= 0.2455147
## -> class 1\|0 [0.981]
##
## Rule 30/121: (50.6, lift 20.7)
## PC1 > -0.2019541
## PC1 <= 0.3860425
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 <= 0.4843179
## PC64 > -0.5553451
## PC99 <= -0.4568278
## -> class 1\|0 [0.981]
##
## Rule 30/122: (43.2, lift 20.6)
## PC1 > -0.2019541
## PC1 <= 0.3860425
## PC2 <= 2.5099
## PC8 > -3.76792
## PC16 <= 0.4843179
## PC72 > 0.1759172
## -> class 1\|0 [0.978]
##
## Rule 30/123: (29.4, lift 20.4)
## PC1 > -0.430681
## PC10 <= 0.9532421
## PC14 <= -2.132867
## PC59 > 0.2455147
## -> class 1\|0 [0.968]
##
## Rule 30/124: (289.1/10.5, lift 20.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 6.79025
## PC5 <= 12.1829
## PC10 <= 0.9532421
## PC11 <= 0.8985437
## PC16 <= -1.941889
## PC29 <= 0.3736836
## PC30 > -0.9750756
## PC55 > -0.8495878
## PC59 <= 0.2455147
## PC68 > -1.754716
## PC91 > -0.5109994
## -> class 1\|0 [0.961]
##
## Rule 30/125: (122.8/6, lift 19.9)
## PC2 > 2.5099
## PC7 <= 10.73645
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC22 > 0.1221173
## PC33 <= 0.843222
## PC45 > -0.6026969
## PC65 > -0.1389549
## PC71 > 1.293306
## PC77 <= 0.7041603
## PC95 <= -0.1146498
## -> class 1\|0 [0.944]
##
## Rule 30/126: (13.7, lift 19.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.76792
## PC16 > -1.941889
## PC16 <= 0.4843179
## PC57 <= -1.721336
## -> class 1\|0 [0.936]
##
## Rule 30/127: (7.1, lift 18.7)
## PC1 > -0.430681
## PC8 > 2.329999
## PC16 > -1.941889
## PC96 <= -1.630827
## -> class 1\|0 [0.887]
##
## Rule 30/128: (7.3/0.1, lift 18.6)
## PC1 > 0.3860425
## PC3 > 0.09497605
## PC11 <= 5.04457
## PC16 > -1.941889
## PC16 <= 0.4843179
## PC93 > 0.8448398
## -> class 1\|0 [0.881]
##
## Rule 30/129: (108.3, lift 14.7)
## PC1 > -0.2019541
## PC1 <= 0.3860425
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC15 > -2.325031
## PC16 <= 0.4843179
## PC72 <= 0.1759172
## PC99 > -0.4568278
## -> class 1\|1 [0.991]
##
## Rule 30/130: (107.3, lift 14.7)
## PC1 > -0.430681
## PC6 > -2.689063
## PC12 > 2.889639
## PC16 > -1.941889
## PC48 <= 0.004313967
## -> class 1\|1 [0.991]
##
## Rule 30/131: (137.1/0.3, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC7 <= 10.73645
## PC16 <= -0.8953013
## PC50 <= 0.221793
## PC71 <= 1.293306
## -> class 1\|1 [0.991]
##
## Rule 30/132: (86.4, lift 14.7)
## PC5 > 12.1829
## PC16 <= -1.941889
## PC88 > -0.1014291
## -> class 1\|1 [0.989]
##
## Rule 30/133: (70.5, lift 14.6)
## PC3 > 1.640775
## PC12 <= -0.05653552
## PC16 <= -0.8953013
## PC22 > 0.1221173
## PC45 <= -0.6026969
## PC50 <= 0.221793
## -> class 1\|1 [0.986]
##
## Rule 30/134: (66.3, lift 14.6)
## PC1 > -0.430681
## PC16 <= -1.941889
## PC47 <= 2.443133
## PC59 <= 0.2455147
## PC91 <= -0.5109994
## -> class 1\|1 [0.985]
##
## Rule 30/135: (57, lift 14.6)
## PC2 > 2.5099
## PC8 <= -3.622398
## PC16 <= -0.8953013
## -> class 1\|1 [0.983]
##
## Rule 30/136: (156.4/1.9, lift 14.5)
## PC1 > -0.430681
## PC9 > 0.4818569
## PC10 > 0.9532421
## PC16 <= -1.941889
## PC47 <= 2.443133
## PC51 > -0.730997
## -> class 1\|1 [0.982]
##
## Rule 30/137: (48.1, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.05653552
## PC16 <= -0.8953013
## -> class 1\|1 [0.980]
##
## Rule 30/138: (44.9, lift 14.5)
## PC3 <= 0.09497605
## PC5 <= -4.521434
## PC6 > -2.689063
## PC8 > 0.05853367
## PC12 <= 2.889639
## -> class 1\|1 [0.979]
##
## Rule 30/139: (45.3, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC77 > 0.7041603
## -> class 1\|1 [0.979]
##
## Rule 30/140: (42.8, lift 14.5)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC22 > 0.1221173
## PC45 > -0.6026969
## PC50 <= 0.221793
## PC95 > -0.1146498
## -> class 1\|1 [0.978]
##
## Rule 30/141: (43.6, lift 14.5)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC33 > 0.843222
## PC50 <= 0.221793
## -> class 1\|1 [0.978]
##
## Rule 30/142: (134.2/2.2, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC65 <= -0.1389549
## -> class 1\|1 [0.977]
##
## Rule 30/143: (116.3/2.7, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 <= 0.9532421
## PC13 <= 0.2095596
## PC14 > -2.132867
## PC16 <= -1.941889
## PC38 > -0.7205423
## PC51 > -0.730997
## PC59 > 0.2455147
## -> class 1\|1 [0.969]
##
## Rule 30/144: (29.4, lift 14.3)
## PC1 > 7.579506
## PC3 <= 0.09497605
## PC6 > -2.689063
## PC8 > -3.76792
## PC12 <= 2.889639
## PC16 > -1.941889
## PC19 > -1.432916
## -> class 1\|1 [0.968]
##
## Rule 30/145: (178.7/4.9, lift 14.3)
## PC13 <= 0.2095596
## PC16 <= -1.941889
## PC17 <= 0.3734994
## PC29 <= 0.3736836
## PC38 > -0.7205423
## PC51 > -0.730997
## PC55 <= -0.8495878
## -> class 1\|1 [0.967]
##
## Rule 30/146: (42.7/0.5, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC67 > 0.3667957
## -> class 1\|1 [0.967]
##
## Rule 30/147: (27.4, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 1.26344
## PC22 > 0.5648835
## PC51 > -0.7567238
## -> class 1\|1 [0.966]
##
## Rule 30/148: (115.8/5.5, lift 14.0)
## PC7 > 10.73645
## PC16 <= -0.8953013
## -> class 1\|1 [0.945]
##
## Rule 30/149: (43.4/1.7, lift 13.9)
## PC2 <= 2.5099
## PC16 <= -1.941889
## PC29 > 0.3736836
## PC47 <= 2.443133
## -> class 1\|1 [0.940]
##
## Rule 30/150: (109.3/5.9, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC94 > 0.03857326
## -> class 1\|1 [0.938]
##
## Rule 30/151: (35.6/1.4, lift 13.9)
## PC1 > -0.430681
## PC4 <= -2.793473
## PC8 > -3.76792
## PC16 <= 0.4843179
## PC18 <= 0.1512169
## -> class 1\|1 [0.936]
##
## Rule 30/152: (12.7, lift 13.8)
## PC1 > 7.579506
## PC6 > -2.689063
## PC16 > -1.941889
## PC18 > 0.183934
## -> class 1\|1 [0.932]
##
## Rule 30/153: (91/6.4, lift 13.6)
## PC2 <= 2.5099
## PC3 > 6.79025
## PC16 <= -1.941889
## PC47 <= 2.443133
## PC51 > -0.730997
## -> class 1\|1 [0.920]
##
## Rule 30/154: (42.2/2.9, lift 13.5)
## PC1 > 13.61654
## PC6 <= -2.689063
## PC8 > -3.76792
## PC19 <= -0.3238951
## -> class 1\|1 [0.911]
##
## Rule 30/155: (29.4/2, lift 13.4)
## PC1 > 13.61654
## PC19 > -0.3238951
## PC57 <= -0.6260763
## -> class 1\|1 [0.904]
##
## Rule 30/156: (28.9/2, lift 13.4)
## PC1 > 0.3860425
## PC2 > 0.1962901
## PC2 <= 2.5099
## PC12 <= 2.889639
## PC16 <= 0.4843179
## PC18 <= 0.1512169
## PC65 <= 0.7856241
## PC98 <= -0.0891184
## -> class 1\|1 [0.903]
##
## Rule 30/157: (23.3/1.7, lift 13.2)
## PC1 > -0.2019541
## PC1 <= 0.6984773
## PC2 <= 0.1962901
## PC3 > 0.09497605
## PC16 > -1.941889
## PC16 <= 0.4843179
## -> class 1\|1 [0.892]
##
## Rule 30/158: (23.7/1.9, lift 13.2)
## PC1 > 0.3860425
## PC2 > 0.1962901
## PC16 > -1.941889
## PC16 <= -1.470685
## PC18 <= 0.1512169
## PC57 > -1.721336
## PC65 <= 0.7856241
## -> class 1\|1 [0.888]
##
## Rule 30/159: (4.7, lift 12.6)
## PC1 <= -0.430681
## PC2 > -1.042482
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC89 > 0.5115027
## -> class 1\|1 [0.851]
##
## Rule 30/160: (111.1/17.5, lift 12.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 1.26344
## PC22 > -2.091307
## PC22 <= 0.5648835
## PC26 > 0.08936542
## PC51 > -0.7567238
## PC65 > -0.6740059
## PC83 > -0.5257682
## -> class 1\|1 [0.837]
##
## Rule 30/161: (18.6/2.9, lift 12.0)
## PC2 <= 2.5099
## PC16 <= -1.941889
## PC51 > -0.730997
## PC55 > -0.8495878
## PC68 <= -1.754716
## -> class 1\|1 [0.811]
##
## Rule 30/162: (11.3/1.8, lift 11.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 > 0.4843179
## PC20 > 0.1123422
## PC43 > 0.2472673
## -> class 1\|1 [0.789]
##
## Rule 30/163: (230, lift 14.0)
## PC1 > 0.6984773
## PC2 <= 0.1962901
## PC3 > 0.09497605
## PC8 > -1.648218
## PC11 <= 5.04457
## PC16 > -1.941889
## PC16 <= 0.4843179
## PC18 <= 0.1512169
## PC25 > -0.702483
## PC93 <= 0.8448398
## -> class 1\|2 [0.996]
##
## Rule 30/164: (226.3/0.3, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC8 <= 2.329999
## PC16 > 0.4843179
## PC20 <= 0.1123422
## PC34 > -0.649151
## PC43 > 0.2472673
## PC56 > -0.6145489
## PC82 > -0.7474867
## PC94 > -0.6227846
## -> class 1\|2 [0.994]
##
## Rule 30/165: (124.6, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 1.26344
## PC51 > -0.7567238
## -> class 1\|2 [0.992]
##
## Rule 30/166: (95.4, lift 14.0)
## PC1 > 7.579506
## PC3 <= 0.09497605
## PC6 > -2.689063
## PC8 > -3.76792
## PC18 <= 0.183934
## PC19 <= -1.432916
## -> class 1\|2 [0.990]
##
## Rule 30/167: (95.6, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC22 <= -2.091307
## PC51 > -0.7567238
## -> class 1\|2 [0.990]
##
## Rule 30/168: (75.5, lift 13.9)
## PC3 > 0.09497605
## PC14 <= 0.9507063
## PC16 > 0.4843179
## PC43 > -0.4297231
## PC43 <= 0.2472673
## PC100 > 0.552591
## -> class 1\|2 [0.987]
##
## Rule 30/169: (63.1, lift 13.9)
## PC5 > 12.1829
## PC88 <= -0.1014291
## -> class 1\|2 [0.985]
##
## Rule 30/170: (62, lift 13.9)
## PC1 > -0.430681
## PC11 > 5.04457
## PC16 <= 0.4843179
## PC50 <= -0.7474242
## -> class 1\|2 [0.984]
##
## Rule 30/171: (58.1, lift 13.9)
## PC1 > -0.430681
## PC8 <= -3.76792
## PC19 <= -1.527043
## PC21 > 1.464151
## -> class 1\|2 [0.983]
##
## Rule 30/172: (57.1, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.508333
## PC16 > -0.8953013
## PC80 > 0.4327551
## -> class 1\|2 [0.983]
##
## Rule 30/173: (52.7, lift 13.8)
## PC2 > 2.5099
## PC3 > 9.508333
## PC51 <= -0.7567238
## -> class 1\|2 [0.982]
##
## Rule 30/174: (51.7, lift 13.8)
## PC3 > 1.640775
## PC16 > -0.8953013
## PC22 > -2.091307
## PC22 <= 0.5648835
## PC51 > -0.7567238
## PC65 <= -0.6740059
## -> class 1\|2 [0.981]
##
## Rule 30/175: (44.7, lift 13.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC20 <= -1.295923
## PC36 > -0.03931172
## PC43 <= 0.2472673
## PC46 <= 0.6824624
## -> class 1\|2 [0.979]
##
## Rule 30/176: (139.2/1.9, lift 13.8)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC8 > 2.329999
## PC12 <= 2.889639
## PC16 > 0.4843179
## PC96 > -1.630827
## -> class 1\|2 [0.979]
##
## Rule 30/177: (40.5, lift 13.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC12 <= 2.889639
## PC16 > 0.4843179
## PC20 > -1.295923
## PC42 > -0.07635855
## PC49 > 1.242221
## PC60 > -1.043131
## -> class 1\|2 [0.976]
##
## Rule 30/178: (44.2/0.3, lift 13.7)
## PC5 > 4.08293
## PC8 <= 2.329999
## PC16 > 0.4843179
## PC27 > -0.2936947
## PC43 <= 0.2472673
## -> class 1\|2 [0.972]
##
## Rule 30/179: (44.2/0.4, lift 13.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC22 <= 0.5648835
## PC26 <= 0.08936542
## PC51 > -0.7567238
## -> class 1\|2 [0.970]
##
## Rule 30/180: (26.5, lift 13.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC41 > 0.3686676
## -> class 1\|2 [0.965]
##
## Rule 30/181: (154.9/4.8, lift 13.6)
## PC1 > 0.3860425
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 > -2.793473
## PC11 <= 5.04457
## PC16 > -1.470685
## PC16 <= 0.4843179
## PC18 <= 0.1512169
## PC25 > -0.702483
## PC57 > -1.721336
## PC98 > -0.0891184
## -> class 1\|2 [0.963]
##
## Rule 30/182: (23.8, lift 13.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC51 > -0.7567238
## PC83 <= -0.5257682
## -> class 1\|2 [0.961]
##
## Rule 30/183: (20.3, lift 13.5)
## PC1 > -0.2019541
## PC3 > 0.09497605
## PC8 <= 2.329999
## PC16 > 0.4843179
## PC27 > -0.2936947
## PC60 <= -1.043131
## PC76 > -1.51478
## PC100 <= 0.552591
## -> class 1\|2 [0.955]
##
## Rule 30/184: (79.9/5.4, lift 13.0)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC16 > 0.4843179
## PC43 > -0.4297231
## PC43 <= 0.2472673
## PC100 > 0.552591
## -> class 1\|2 [0.922]
##
## Rule 30/185: (7.4, lift 12.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= 0.4818569
## PC10 > 0.9532421
## PC16 <= -1.941889
## -> class 1\|2 [0.894]
##
## Rule 30/186: (171.2/17.4, lift 12.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC6 > -2.689063
## PC8 <= 2.329999
## PC16 > -1.941889
## PC27 <= -0.2936947
## PC100 <= 0.552591
## -> class 1\|2 [0.894]
##
## Rule 30/187: (67.7/8.5, lift 12.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > -1.941889
## PC76 <= -1.51478
## -> class 1\|2 [0.863]
##
## Rule 30/188: (103.2/0.4, lift 14.2)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC8 > -3.76792
## PC11 > 5.04457
## PC16 > -1.941889
## PC27 > -0.4267388
## PC50 > -0.7474242
## -> class 1\|3 [0.986]
##
## Rule 30/189: (65.5/4.7, lift 13.2)
## PC1 > -0.2019541
## PC3 > 0.09497605
## PC14 > 0.9507063
## PC16 > 0.4843179
## PC43 <= 0.2472673
## PC76 > -1.51478
## -> class 1\|3 [0.916]
##
## Rule 30/190: (337.3/36.3, lift 12.8)
## PC3 > 1.640775
## PC3 <= 9.508333
## PC16 > -0.8953013
## PC41 <= 0.3686676
## PC51 <= -0.7567238
## PC80 <= 0.4327551
## -> class 1\|3 [0.890]
##
## Rule 30/191: (40.6/11.3, lift 10.3)
## PC1 > 0.3860425
## PC3 > 0.09497605
## PC8 > -3.76792
## PC16 > -1.941889
## PC65 > 0.7856241
## -> class 1\|3 [0.712]
##
## Rule 30/192: (5265.9/4000.9, lift 3.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.240]
##
## Rule 30/193: (149.3, lift 13.3)
## PC8 > 2.291764
## PC20 <= 0.006587008
## PC24 <= 0.5801044
## PC28 <= 0.164105
## PC58 <= 0.5553661
## PC68 > 1.268878
## -> class 2\|0 [0.993]
##
## Rule 30/194: (133.5/0.8, lift 13.2)
## PC8 > 2.291764
## PC10 <= -0.3836061
## PC11 > -0.9337804
## PC46 <= 1.189134
## PC70 <= 0.1279781
## -> class 2\|0 [0.986]
##
## Rule 30/195: (51.7, lift 13.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC18 > -0.4178842
## PC28 <= 0.164105
## PC37 > -0.5885177
## PC57 > 0.9984969
## PC98 > -0.7051479
## -> class 2\|0 [0.981]
##
## Rule 30/196: (106.5/2, lift 13.0)
## PC8 > 2.291764
## PC11 > -0.9337804
## PC21 > 2.422301
## PC28 <= 0.164105
## PC58 <= 0.5553661
## PC98 > -0.7051479
## -> class 2\|0 [0.972]
##
## Rule 30/197: (58.6/0.7, lift 13.0)
## PC1 <= -0.430681
## PC2 > -1.042482
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC19 <= -0.4013062
## -> class 2\|0 [0.971]
##
## Rule 30/198: (31.7, lift 13.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC18 > -0.4178842
## PC28 <= 0.164105
## PC33 <= -0.4734391
## PC98 > -0.7051479
## -> class 2\|0 [0.970]
##
## Rule 30/199: (155.7/4.7, lift 12.9)
## PC8 > 2.291764
## PC11 > -0.9337804
## PC14 > -1.757265
## PC18 > -0.4178842
## PC28 <= 0.164105
## PC46 <= 1.189134
## PC57 <= 0.9984969
## PC58 <= 0.5553661
## PC68 <= 1.268878
## PC90 > 0.41861
## PC98 > -0.7051479
## -> class 2\|0 [0.964]
##
## Rule 30/200: (20.1, lift 12.8)
## PC1 <= -0.430681
## PC2 > -1.456304
## PC2 <= -1.042482
## PC8 > 1.028192
## PC55 <= -0.4142127
## PC80 <= 1.353206
## -> class 2\|0 [0.954]
##
## Rule 30/201: (55/2.4, lift 12.6)
## PC1 > -0.430681
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC6 <= -2.689063
## PC9 > -2.288806
## PC16 > -1.941889
## PC44 > 0.7039584
## -> class 2\|0 [0.941]
##
## Rule 30/202: (19.6/0.4, lift 12.5)
## PC8 > 2.291764
## PC11 > -0.9337804
## PC14 > -1.757265
## PC18 > -0.4178842
## PC24 <= 0.5801044
## PC46 <= 1.189134
## PC58 <= 0.5553661
## PC64 > 1.139164
## PC98 > -0.7051479
## -> class 2\|0 [0.935]
##
## Rule 30/203: (22.4/0.6, lift 12.5)
## PC8 > 2.291764
## PC46 > 1.189134
## PC94 <= -0.7367196
## -> class 2\|0 [0.934]
##
## Rule 30/204: (83.1/4.8, lift 12.5)
## PC1 <= -0.430681
## PC3 > -1.672862
## PC8 > -0.2273773
## PC12 > 2.326105
## PC31 > -1.454528
## PC62 <= -1.16203
## -> class 2\|0 [0.932]
##
## Rule 30/205: (113.8/7.1, lift 12.4)
## PC1 <= -0.430681
## PC8 > 5.900245
## PC18 > -0.4178842
## -> class 2\|0 [0.930]
##
## Rule 30/206: (12, lift 12.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC10 <= -0.2277466
## PC46 > 1.189134
## -> class 2\|0 [0.928]
##
## Rule 30/207: (27.1/2.2, lift 11.9)
## PC1 <= -0.430681
## PC2 > -1.042482
## PC2 <= 2.5099
## PC8 > 0.2769865
## PC37 > 0.4830137
## -> class 2\|0 [0.892]
##
## Rule 30/208: (140.1/14.8, lift 11.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 > -0.9337804
## PC18 > -0.4178842
## PC34 <= -0.5871384
## -> class 2\|0 [0.889]
##
## Rule 30/209: (70.1/7.2, lift 11.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 > -0.9337804
## PC18 > -0.4178842
## PC28 <= 0.164105
## PC37 <= -0.5885177
## PC46 <= 1.189134
## PC58 <= 0.5553661
## PC98 > -0.7051479
## -> class 2\|0 [0.887]
##
## Rule 30/210: (47.4/11.2, lift 10.1)
## PC1 > -0.2019541
## PC1 <= 7.579506
## PC3 <= 0.09497605
## PC5 > -4.521434
## PC6 > -2.689063
## PC8 > 0.05853367
## PC16 > -1.941889
## -> class 2\|0 [0.752]
##
## Rule 30/211: (2434.7/1370.9, lift 5.8)
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC8 > 0.08273966
## PC12 > -0.01246285
## PC18 <= 1.296624
## PC52 <= 0.1305215
## PC93 > -0.6013009
## -> class 2\|0 [0.437]
##
## Rule 30/212: (246.2/0.9, lift 10.3)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC10 > -0.3836061
## PC14 > -1.757265
## PC19 > -1.137905
## PC21 <= 2.422301
## PC31 <= 1.153592
## PC33 > -0.4734391
## PC37 > -0.5885177
## PC50 <= 0.3143737
## PC64 <= 1.139164
## PC68 <= 1.268878
## PC69 > -0.3990526
## PC90 <= 0.41861
## -> class 2\|1 [0.993]
##
## Rule 30/213: (90.5, lift 10.3)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC10 > -0.2277466
## PC24 <= 0.5801044
## PC46 > 1.189134
## PC94 > -0.7367196
## -> class 2\|1 [0.989]
##
## Rule 30/214: (83.8, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC18 <= -0.4178842
## PC24 <= 0.5801044
## -> class 2\|1 [0.988]
##
## Rule 30/215: (65, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.028192
## PC20 > 0.1137367
## PC22 > -0.3717507
## -> class 2\|1 [0.985]
##
## Rule 30/216: (66.1, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.9337804
## -> class 2\|1 [0.985]
##
## Rule 30/217: (67.1, lift 10.2)
## PC1 <= -0.430681
## PC2 <= -1.042482
## PC3 > -0.8737761
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC32 <= 0.9280327
## PC43 <= 0.3971044
## PC51 <= -0.1246421
## PC62 > -1.16203
## PC80 <= 0.3151838
## PC93 <= 0.5671196
## -> class 2\|1 [0.985]
##
## Rule 30/218: (52.2, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 1.028192
## PC29 > 0.2722214
## PC55 > -0.4142127
## -> class 2\|1 [0.982]
##
## Rule 30/219: (54.4, lift 10.2)
## PC1 <= -0.430681
## PC2 > -1.042482
## PC2 <= 2.5099
## PC8 > 0.2769865
## PC8 <= 2.291764
## PC19 > -0.4013062
## PC37 <= 0.4830137
## -> class 2\|1 [0.982]
##
## Rule 30/220: (48.1/0.1, lift 10.2)
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC12 > -2.385609
## PC48 > 0.6791302
## -> class 2\|1 [0.978]
##
## Rule 30/221: (43.2, lift 10.2)
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC12 > -2.385609
## PC21 > 1.707683
## PC31 > -1.454528
## PC43 <= 0.3971044
## -> class 2\|1 [0.978]
##
## Rule 30/222: (83.7/0.9, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.028192
## PC15 <= 1.704569
## PC20 > 0.1137367
## PC55 > -0.4142127
## PC77 > -0.04406476
## -> class 2\|1 [0.978]
##
## Rule 30/223: (208.7/3.7, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.321357
## PC10 > -0.3836061
## PC14 > -1.757265
## PC19 > -1.970946
## PC21 <= 2.422301
## PC31 <= 1.153592
## PC33 > -0.4734391
## PC37 > -0.5885177
## PC46 <= 1.189134
## PC50 <= 0.3143737
## PC57 <= 0.9984969
## PC64 <= 1.139164
## PC68 <= 1.268878
## PC80 <= 0.5707641
## PC90 <= 0.41861
## PC93 <= 0.1377287
## -> class 2\|1 [0.978]
##
## Rule 30/224: (40, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.028192
## PC17 > 0.5254614
## PC20 > 0.1137367
## PC31 > -1.454528
## -> class 2\|1 [0.976]
##
## Rule 30/225: (94.9/1.3, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC31 > -1.454528
## PC62 > -1.16203
## PC80 > 1.353206
## -> class 2\|1 [0.976]
##
## Rule 30/226: (38.1, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC12 > -2.385609
## PC80 <= 0.3151838
## PC88 <= -0.2707545
## PC93 <= 0.5671196
## -> class 2\|1 [0.975]
##
## Rule 30/227: (138.3/3, lift 10.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC8 <= 5.900245
## PC24 <= 0.5801044
## PC34 > -0.5871384
## PC58 > 0.5553661
## -> class 2\|1 [0.971]
##
## Rule 30/228: (80.9/1.7, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 > -2.385609
## PC30 > 0.3854064
## PC62 > -1.16203
## PC80 <= 0.3151838
## PC93 <= 0.5671196
## -> class 2\|1 [0.968]
##
## Rule 30/229: (45.6/0.5, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.028192
## PC20 > 0.1137367
## PC35 <= -0.3021385
## PC55 > -0.4142127
## -> class 2\|1 [0.968]
##
## Rule 30/230: (28.6, lift 10.0)
## PC1 <= -0.430681
## PC2 > -1.916896
## PC2 <= -1.042482
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 > -2.385609
## PC21 <= 1.707683
## PC32 <= 0.9280327
## PC80 <= 0.3151838
## PC93 <= 0.5671196
## PC97 > -0.1657614
## -> class 2\|1 [0.967]
##
## Rule 30/231: (121.5/3.2, lift 10.0)
## PC1 <= -0.430681
## PC2 <= -1.456304
## PC8 > 1.028192
## PC8 <= 2.291764
## PC19 > -2.124107
## PC31 > -1.454528
## PC55 <= -0.4142127
## PC62 > -1.16203
## -> class 2\|1 [0.966]
##
## Rule 30/232: (26.6, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC11 > -0.9337804
## PC28 > 0.164105
## PC46 <= 1.189134
## -> class 2\|1 [0.965]
##
## Rule 30/233: (48.8/0.8, lift 10.0)
## PC1 > -0.430681
## PC1 <= 13.61654
## PC6 <= -2.689063
## PC8 > -3.76792
## PC9 <= -2.288806
## PC44 > 0.7039584
## -> class 2\|1 [0.965]
##
## Rule 30/234: (62.8/1.6, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.768354
## PC28 <= -0.2656237
## -> class 2\|1 [0.961]
##
## Rule 30/235: (22.5, lift 10.0)
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC27 > -0.7525519
## PC45 > 0.2986732
## PC47 > -0.7832964
## PC55 > -0.7659631
## PC87 <= -0.8287594
## -> class 2\|1 [0.959]
##
## Rule 30/236: (21.6, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -0.8737761
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 > -2.385609
## PC34 > 0.6300202
## PC43 <= 0.3971044
## PC62 > -1.16203
## PC97 <= -0.1657614
## -> class 2\|1 [0.958]
##
## Rule 30/237: (21.6, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC98 <= -0.7051479
## -> class 2\|1 [0.958]
##
## Rule 30/238: (21.4, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC15 <= 2.593376
## PC27 <= -0.7525519
## PC33 > 0.5123013
## -> class 2\|1 [0.957]
##
## Rule 30/239: (116.4/4.3, lift 9.9)
## PC2 <= -1.042482
## PC3 > -0.8737761
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 > -2.385609
## PC21 <= 1.707683
## PC31 > -1.454528
## PC43 <= 0.3971044
## PC45 <= 0.06531216
## PC51 > -0.1246421
## PC80 <= 0.3151838
## PC97 > -0.1657614
## -> class 2\|1 [0.955]
##
## Rule 30/240: (54.8/2.3, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 <= 2.326105
## PC16 <= 0.7509612
## PC56 > -0.9037314
## PC62 <= -1.16203
## PC98 > -0.1824706
## -> class 2\|1 [0.942]
##
## Rule 30/241: (46.6/2, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC31 > -1.454528
## PC32 > 0.9280327
## PC43 <= 0.3971044
## PC93 <= 0.5671196
## -> class 2\|1 [0.938]
##
## Rule 30/242: (12.5, lift 9.7)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC15 > 2.079904
## PC19 <= -1.970946
## -> class 2\|1 [0.931]
##
## Rule 30/243: (21.9/0.6, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.768354
## PC12 > 5.797242
## -> class 2\|1 [0.931]
##
## Rule 30/244: (12.5, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC20 > 0.006587008
## PC68 > 1.268878
## -> class 2\|1 [0.931]
##
## Rule 30/245: (10.8, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -0.8737761
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC12 > -2.385609
## PC62 > -1.16203
## PC72 > 0.7188864
## PC80 <= 0.3151838
## -> class 2\|1 [0.922]
##
## Rule 30/246: (275.2/28, lift 9.3)
## PC1 <= -0.430681
## PC2 <= -1.042482
## PC8 > 1.028192
## PC8 <= 2.291764
## PC20 <= 0.1137367
## PC55 > -0.4142127
## PC58 > -0.586275
## PC62 > -1.16203
## -> class 2\|1 [0.896]
##
## Rule 30/247: (5.6, lift 9.0)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC19 <= -1.970946
## PC97 <= -0.2833087
## -> class 2\|1 [0.868]
##
## Rule 30/248: (23.4/2.7, lift 8.9)
## PC1 > -0.430681
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC8 > 0.08273966
## PC12 > -0.01246285
## PC87 <= -0.2863108
## -> class 2\|1 [0.855]
##
## Rule 30/249: (47.8/9.2, lift 8.3)
## PC1 <= -2.780294
## PC3 > -0.8737761
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC12 > -2.385609
## PC45 > 0.06531216
## PC62 > -1.16203
## PC80 <= 0.3151838
## PC93 <= 0.5671196
## PC97 > -0.1657614
## -> class 2\|1 [0.796]
##
## Rule 30/250: (2.9, lift 8.3)
## PC8 > 2.291764
## PC10 <= -0.3836061
## PC70 > 0.1279781
## -> class 2\|1 [0.794]
##
## Rule 30/251: (19.1/4.8, lift 7.5)
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC47 > -0.7832964
## PC55 <= -0.7659631
## PC88 > 0.5739583
## -> class 2\|1 [0.723]
##
## Rule 30/252: (79.5/25.1, lift 7.1)
## PC1 <= -0.430681
## PC2 <= -1.042482
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 > -2.385609
## PC22 <= -0.2551017
## PC43 > 0.3971044
## PC62 > -1.16203
## -> class 2\|1 [0.679]
##
## Rule 30/253: (225/88.2, lift 6.3)
## PC2 <= -8.389791
## PC8 > -2.768354
## -> class 2\|1 [0.607]
##
## Rule 30/254: (117.6/0.2, lift 11.2)
## PC1 <= -0.430681
## PC2 <= -1.042482
## PC3 > -1.672862
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC21 <= 1.707683
## PC32 <= 0.9280327
## PC34 <= 0.7806028
## PC48 <= 0.6791302
## PC80 > 0.3151838
## PC80 <= 1.353206
## -> class 2\|2 [0.990]
##
## Rule 30/255: (89.9, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.672862
## PC3 <= -0.8737761
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC30 <= 0.3854064
## PC43 <= 0.3971044
## PC88 > -0.2707545
## -> class 2\|2 [0.989]
##
## Rule 30/256: (63, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC31 > -1.454528
## PC34 <= 0.7806028
## PC48 <= 0.6791302
## PC62 > -1.16203
## PC80 <= 1.353206
## PC93 > 0.5671196
## -> class 2\|2 [0.985]
##
## Rule 30/257: (158.2/1.5, lift 11.1)
## PC1 > -2.780294
## PC1 <= -0.430681
## PC2 <= -1.916896
## PC8 > -0.2273773
## PC8 <= 0.9682865
## PC21 <= 1.707683
## PC32 <= 0.9280327
## PC34 <= 0.7806028
## PC43 <= 0.3971044
## PC45 > 0.06531216
## PC48 <= 0.6791302
## PC51 > -0.1246421
## PC62 > -1.16203
## PC72 <= 0.7188864
## PC98 <= 0.4827548
## -> class 2\|2 [0.984]
##
## Rule 30/258: (57.7, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= 0.8559374
## PC8 > -2.369047
## PC22 <= -1.850191
## PC24 <= 1.049859
## PC27 <= 0.4598319
## PC40 <= 0.3605926
## -> class 2\|2 [0.983]
##
## Rule 30/259: (89.2/1.1, lift 11.1)
## PC1 <= -0.430681
## PC2 <= -1.042482
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC32 <= 0.9280327
## PC34 <= 0.6300202
## PC43 <= 0.3971044
## PC48 <= 0.6791302
## PC51 > -0.1246421
## PC88 > -0.2707545
## PC97 <= -0.1657614
## -> class 2\|2 [0.977]
##
## Rule 30/260: (15.5, lift 10.7)
## PC2 <= 2.5099
## PC8 <= -2.768354
## PC17 <= 0.5084144
## PC27 <= -0.3145052
## PC30 <= -0.0665295
## -> class 2\|2 [0.942]
##
## Rule 30/261: (14.4, lift 10.6)
## PC1 > -0.2019541
## PC1 <= 7.579506
## PC3 <= 0.09497605
## PC8 > -3.76792
## PC16 > -1.941889
## PC19 > -1.677214
## PC64 > 0.8336024
## PC85 > -0.936726
## -> class 2\|2 [0.939]
##
## Rule 30/262: (31.5/1.1, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC22 <= -2.416091
## PC46 > 0.413817
## -> class 2\|2 [0.937]
##
## Rule 30/263: (25.4/0.8, lift 10.5)
## PC1 > -0.430681
## PC1 <= 7.579506
## PC2 <= 2.5099
## PC8 > -3.76792
## PC8 <= 0.05853367
## PC19 > -1.677214
## PC85 <= -0.936726
## -> class 2\|2 [0.933]
##
## Rule 30/264: (13.2/0.1, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.768354
## PC15 > 0.7029004
## PC21 > -0.2984731
## PC28 <= -0.09354965
## PC47 <= -0.7832964
## PC52 > -0.5322178
## -> class 2\|2 [0.927]
##
## Rule 30/265: (10.8, lift 10.4)
## PC2 <= -1.042482
## PC3 > -1.672862
## PC8 > 1.028192
## PC8 <= 2.291764
## PC20 <= 0.1137367
## PC34 <= 0.7806028
## PC55 > -0.4142127
## PC58 <= -0.586275
## PC62 > -1.16203
## -> class 2\|2 [0.922]
##
## Rule 30/266: (132.2/10, lift 10.4)
## PC1 <= -0.430681
## PC3 > -1.672862
## PC8 > 1.028192
## PC8 <= 2.291764
## PC17 <= 0.5254614
## PC20 > 0.1137367
## PC22 <= -0.3717507
## PC29 <= 0.2722214
## PC32 <= 0.952516
## PC35 > -0.3021385
## PC62 > -1.16203
## PC77 <= -0.04406476
## -> class 2\|2 [0.918]
##
## Rule 30/267: (12.5/0.3, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC12 <= 2.326105
## PC16 > 0.7509612
## PC62 <= -1.16203
## -> class 2\|2 [0.909]
##
## Rule 30/268: (17.9/0.8, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.768354
## PC28 > -0.2656237
## PC47 <= -0.7832964
## PC52 <= -0.5322178
## -> class 2\|2 [0.909]
##
## Rule 30/269: (8.9, lift 10.3)
## PC2 <= 2.5099
## PC8 <= -2.768354
## PC27 <= -0.3145052
## PC43 <= -0.9344504
## PC72 <= 0.6385883
## -> class 2\|2 [0.908]
##
## Rule 30/270: (7.6, lift 10.1)
## PC8 <= -2.768354
## PC27 <= -0.3145052
## PC44 <= 0.8050624
## PC46 <= 0.413817
## PC72 > 0.6385883
## -> class 2\|2 [0.896]
##
## Rule 30/271: (6, lift 9.9)
## PC1 <= -0.430681
## PC3 > -1.672862
## PC8 > 1.028192
## PC15 > 1.704569
## PC20 > 0.1137367
## PC77 > -0.04406476
## -> class 2\|2 [0.876]
##
## Rule 30/272: (61.6/6.9, lift 9.9)
## PC1 <= -0.430681
## PC2 > -8.389791
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC12 <= 5.797242
## PC40 <= -1.119929
## PC47 > -0.7832964
## -> class 2\|2 [0.876]
##
## Rule 30/273: (9.2/2.4, lift 7.9)
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC56 <= -0.9037314
## PC62 <= -1.16203
## -> class 2\|2 [0.699]
##
## Rule 30/274: (57.8/17, lift 7.9)
## PC1 <= -0.430681
## PC2 > -8.389791
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC15 <= 2.593376
## PC27 <= -0.7525519
## -> class 2\|2 [0.699]
##
## Rule 30/275: (30.3/8.8, lift 7.9)
## PC1 > -0.2019541
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC6 <= -2.689063
## PC44 <= 0.7039584
## -> class 2\|2 [0.696]
##
## Rule 30/276: (86.3/26.7, lift 7.8)
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC15 > 0.7029004
## PC21 > -0.2984731
## PC43 <= -0.8707211
## PC52 > -0.5322178
## -> class 2\|2 [0.686]
##
## Rule 30/277: (43.1/15.5, lift 7.2)
## PC1 <= -0.430681
## PC8 <= -2.768354
## PC46 > 0.413817
## PC78 > 0.1053846
## -> class 2\|2 [0.635]
##
## Rule 30/278: (48.9/21.7, lift 6.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2620367
## PC8 <= -0.2273773
## -> class 2\|2 [0.553]
##
## Rule 30/279: (6275.7/4733, lift 2.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC47 > -0.7832964
## -> class 2\|2 [0.246]
##
## Rule 30/280: (156.5/0.5, lift 8.8)
## PC1 <= -0.430681
## PC2 > -8.389791
## PC8 > -2.768354
## PC8 <= -0.4620075
## PC18 <= 0.6252559
## PC22 > -1.850191
## PC24 <= 0.8950481
## PC27 > -0.7525519
## PC33 > -0.4261912
## PC40 <= 0.3605926
## PC46 <= 0.6930847
## PC47 > -0.3735941
## PC52 > -0.0394192
## PC58 <= 0.4554129
## PC62 <= 0.8142516
## PC63 <= 0.1522657
## PC68 > -2.029815
## PC93 <= 2.000169
## -> class 2\|3 [0.991]
##
## Rule 30/281: (222.4/2, lift 8.8)
## PC1 <= -0.430681
## PC7 <= 0.8559374
## PC8 > -2.369047
## PC8 <= -0.4620075
## PC11 <= 4.365633
## PC18 <= 0.6252559
## PC22 > -1.850191
## PC24 <= 0.8950481
## PC27 > -0.7525519
## PC29 <= 0.2771966
## PC33 > -0.4261912
## PC46 <= 0.6930847
## PC47 > -0.7832964
## PC52 > -0.0394192
## PC61 <= 1.562268
## PC62 <= 0.8142516
## PC63 <= 0.07209551
## PC68 > -2.029815
## PC83 > -0.3826493
## PC93 <= 2.000169
## -> class 2\|3 [0.987]
##
## Rule 30/282: (75, lift 8.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC28 > -0.2656237
## PC29 <= 0.2771966
## PC46 <= 0.6930847
## PC52 <= -0.0394192
## PC58 <= 0.4554129
## PC63 <= 0.1522657
## PC72 <= -0.2706168
## PC91 > -0.6958001
## -> class 2\|3 [0.987]
##
## Rule 30/283: (70.6, lift 8.8)
## PC1 <= -0.430681
## PC2 > -8.389791
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC42 <= 1.802411
## PC46 <= 0.6930847
## PC58 <= 0.4554129
## PC62 <= 0.8142516
## PC67 <= -0.385766
## PC72 > -0.2706168
## PC91 > -0.6958001
## -> class 2\|3 [0.986]
##
## Rule 30/284: (170.9/1.8, lift 8.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.4840725
## PC11 > -2.459175
## PC12 <= 5.797242
## PC19 > -3.372376
## PC27 > -0.7525519
## PC28 > -0.2656237
## PC29 > -0.3083687
## PC35 > -3.448389
## PC47 > -0.7832964
## PC55 <= -0.7659631
## PC88 <= 0.5739583
## -> class 2\|3 [0.984]
##
## Rule 30/285: (133.1/1.6, lift 8.7)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC8 <= -3.76792
## PC19 > -1.527043
## PC35 > -1.000107
## PC57 <= 0.2332344
## PC61 <= 1.131182
## PC79 > -0.4769921
## -> class 2\|3 [0.981]
##
## Rule 30/286: (61.2/0.3, lift 8.7)
## PC1 > -0.2019541
## PC1 <= 7.579506
## PC3 <= 0.09497605
## PC6 > -2.689063
## PC8 > -3.76792
## PC8 <= 0.05853367
## PC16 > -1.941889
## PC19 > -1.677214
## PC64 <= 0.8336024
## PC67 > -0.4050675
## PC85 > -0.936726
## -> class 2\|3 [0.979]
##
## Rule 30/287: (186.1/3.1, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= 0.8559374
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC19 > -3.372376
## PC40 > 0.3605926
## PC42 <= 1.802411
## PC62 <= 0.8142516
## PC63 <= 0.1522657
## PC91 > -0.6958001
## -> class 2\|3 [0.978]
##
## Rule 30/288: (42.6, lift 8.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.76792
## PC19 > -1.527043
## PC20 > -0.08327746
## -> class 2\|3 [0.978]
##
## Rule 30/289: (42.3, lift 8.7)
## PC2 > -8.389791
## PC7 <= 0.8559374
## PC9 <= -3.287179
## PC11 <= 4.365633
## PC27 > -0.7525519
## PC28 > -0.1636963
## PC47 > -0.7832964
## PC56 > -1.054881
## PC58 <= 0.4554129
## PC67 <= 0.2417747
## -> class 2\|3 [0.977]
##
## Rule 30/290: (39.1, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC19 > -3.372376
## PC29 <= 0.2771966
## PC52 <= -0.0394192
## PC58 <= 0.4554129
## PC62 <= 0.8142516
## PC64 <= -0.4472508
## PC91 > -0.6958001
## -> class 2\|3 [0.976]
##
## Rule 30/291: (35.9, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC29 <= 0.2771966
## PC42 <= 1.802411
## PC56 <= -1.054881
## -> class 2\|3 [0.974]
##
## Rule 30/292: (69.9/1.1, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC27 > 0.4598319
## PC28 > -0.2656237
## PC42 <= 1.802411
## PC46 <= 0.6930847
## -> class 2\|3 [0.971]
##
## Rule 30/293: (29.4, lift 8.6)
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC19 > -3.372376
## PC47 > -0.7832964
## PC63 <= 0.1522657
## PC68 > 2.303221
## -> class 2\|3 [0.965]
##
## Rule 30/294: (26.1, lift 8.6)
## PC1 > -0.430681
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC8 <= 0.08273966
## PC91 > -0.02177604
## -> class 2\|3 [0.964]
##
## Rule 30/295: (22.5, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.672862
## PC8 > -0.2273773
## PC8 <= 1.028192
## PC12 > -2.385609
## PC22 > -0.2551017
## PC34 <= 0.7806028
## PC43 > 0.3971044
## PC80 <= 1.353206
## -> class 2\|3 [0.959]
##
## Rule 30/296: (54.3/1.6, lift 8.5)
## PC1 <= -0.430681
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC19 <= -3.372376
## PC40 > -1.119929
## PC73 <= 0.2751132
## -> class 2\|3 [0.953]
##
## Rule 30/297: (26.2/0.4, lift 8.5)
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC12 <= 5.797242
## PC19 > -3.372376
## PC27 <= 0.4598319
## PC28 > -0.2656237
## PC37 > 0.5637
## PC42 <= 1.802411
## PC63 > 0.1522657
## -> class 2\|3 [0.951]
##
## Rule 30/298: (152.5/7.1, lift 8.4)
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -2.369047
## PC11 <= 4.365633
## PC19 > -3.372376
## PC24 <= 1.049859
## PC29 <= 0.2771966
## PC42 <= 1.802411
## PC46 <= 0.6930847
## PC47 > -0.7832964
## PC63 <= 0.1522657
## -> class 2\|3 [0.948]
##
## Rule 30/299: (124.3/5.8, lift 8.4)
## PC2 <= 2.5099
## PC8 <= -2.768354
## PC27 > -0.1066898
## PC44 <= 0.8050624
## PC45 > 0.1011119
## PC49 <= 0.1880441
## -> class 2\|3 [0.946]
##
## Rule 30/300: (16.4, lift 8.4)
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC21 > 1.712082
## PC55 > -0.7659631
## PC63 > 0.1522657
## -> class 2\|3 [0.946]
##
## Rule 30/301: (12.6, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > 0.07617891
## PC7 <= -0.06265616
## PC46 > 0.6930847
## PC47 > -0.7832964
## -> class 2\|3 [0.932]
##
## Rule 30/302: (17.2/0.6, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC11 <= 4.365633
## PC12 <= 5.797242
## PC24 <= 1.049859
## PC46 <= 0.6930847
## PC63 > 0.1522657
## PC81 <= -0.6532893
## -> class 2\|3 [0.916]
##
## Rule 30/303: (101/9.9, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -2.768354
## PC31 > 1.505346
## -> class 2\|3 [0.895]
##
## Rule 30/304: (5.5, lift 7.7)
## PC1 > -0.430681
## PC8 <= -3.76792
## PC19 <= -1.527043
## PC21 <= 1.464151
## -> class 2\|3 [0.867]
##
## Rule 30/305: (20.5/2.5, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.672862
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC12 <= 2.326105
## PC16 <= 0.7509612
## PC56 > -0.9037314
## PC62 <= -1.16203
## PC98 <= -0.1824706
## -> class 2\|3 [0.846]
##
## Rule 30/306: (5.8/0.2, lift 7.5)
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC15 > 2.593376
## PC27 <= -0.7525519
## -> class 2\|3 [0.846]
##
## Rule 30/307: (64.7/12.4, lift 7.1)
## PC2 <= 2.5099
## PC7 <= -0.06265616
## PC8 <= -0.2273773
## PC29 <= -0.2076972
## PC46 > 0.6930847
## PC47 > -0.7832964
## PC55 > -0.7659631
## -> class 2\|3 [0.799]
##
## Rule 30/308: (21.6/5, lift 6.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > -0.06265616
## PC8 <= -0.2273773
## PC45 <= 0.2986732
## PC46 > 0.6930847
## PC47 > -0.7832964
## -> class 2\|3 [0.747]
##
## Rule 30/309: (1672.2/718.6, lift 5.1)
## PC1 <= -0.430681
## PC8 <= -2.768354
## -> class 2\|3 [0.570]
##
## Rule 30/310: (12226.4/9989.1, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.183]
##
## Rule 30/311: (191.5/2.1, lift 22.7)
## PC8 <= -2.768354
## PC31 <= 1.505346
## PC42 > 0.05914678
## PC44 > 0.8050624
## PC46 <= 0.413817
## PC79 <= 0.3171894
## -> class 2\|4 [0.984]
##
## Rule 30/312: (48, lift 22.7)
## PC8 <= -2.768354
## PC15 > -0.002476511
## PC19 <= -2.56997
## PC46 <= 0.413817
## -> class 2\|4 [0.980]
##
## Rule 30/313: (37.6, lift 22.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.76792
## PC19 > -1.527043
## PC57 > 0.2332344
## -> class 2\|4 [0.975]
##
## Rule 30/314: (49.8/0.4, lift 22.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC15 <= 0.7029004
## PC27 > -0.7525519
## PC47 <= -0.7832964
## PC52 > -0.5322178
## -> class 2\|4 [0.974]
##
## Rule 30/315: (68/1.1, lift 22.4)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC8 <= -3.76792
## PC20 <= -0.08327746
## PC79 <= -0.4769921
## -> class 2\|4 [0.971]
##
## Rule 30/316: (340.3/9.2, lift 22.4)
## PC1 <= -0.430681
## PC8 <= -2.768354
## PC15 <= -0.002476511
## PC27 > -0.1066898
## PC27 <= 0.3932786
## PC35 <= 1.989469
## PC41 <= -0.1212642
## PC45 <= 0.1011119
## PC46 <= 0.413817
## PC49 <= 0.1880441
## PC53 <= 1.089416
## PC62 <= 0.7295504
## PC67 <= 0.5256912
## PC76 <= 0.5425289
## PC81 > -0.4506286
## PC82 <= 0.1349488
## PC99 > -0.9216796
## -> class 2\|4 [0.970]
##
## Rule 30/317: (130.3/2.9, lift 22.4)
## PC8 <= -2.768354
## PC12 > 0.9792572
## PC15 <= -0.002476511
## PC27 > -0.1066898
## PC41 <= -0.1212642
## PC45 <= 0.1011119
## PC53 <= 1.089416
## PC62 <= 0.7295504
## PC67 <= 0.5256912
## PC93 <= 0.4297585
## PC99 > -0.9216796
## -> class 2\|4 [0.970]
##
## Rule 30/318: (26.3, lift 22.3)
## PC1 > -0.430681
## PC8 <= -3.76792
## PC19 > -1.527043
## PC35 <= -1.000107
## -> class 2\|4 [0.965]
##
## Rule 30/319: (113.4/4.8, lift 21.9)
## PC2 <= 2.5099
## PC8 <= -2.768354
## PC44 > 0.8050624
## PC46 <= 0.413817
## PC68 > 0.6257218
## PC79 <= 0.3171894
## PC94 <= 0.54984
## -> class 2\|4 [0.950]
##
## Rule 30/320: (35/1.1, lift 21.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC6 > -2.689063
## PC8 <= 0.05853367
## PC19 > -1.677214
## PC67 <= -0.4050675
## -> class 2\|4 [0.944]
##
## Rule 30/321: (27.5/0.7, lift 21.8)
## PC8 <= -2.768354
## PC15 <= -0.002476511
## PC27 > -0.3145052
## PC27 <= -0.1066898
## PC62 <= -0.6134102
## PC82 <= 0.1349488
## PC93 <= 0.4297585
## -> class 2\|4 [0.943]
##
## Rule 30/322: (50.9/2.2, lift 21.7)
## PC1 <= -0.430681
## PC8 <= -2.768354
## PC15 <= -0.002476511
## PC27 > -0.3145052
## PC46 <= 0.413817
## PC55 <= -0.6800719
## PC82 <= 0.1349488
## PC93 <= 0.4297585
## -> class 2\|4 [0.939]
##
## Rule 30/323: (23.5/0.6, lift 21.6)
## PC1 <= -0.430681
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC19 <= -3.372376
## PC73 > 0.2751132
## -> class 2\|4 [0.936]
##
## Rule 30/324: (11.9, lift 21.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC28 <= -0.4714561
## PC46 <= 0.413817
## -> class 2\|4 [0.926]
##
## Rule 30/325: (40.4/2.7, lift 21.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -3.76792
## PC19 > -1.527043
## PC61 > 1.131182
## -> class 2\|4 [0.912]
##
## Rule 30/326: (48.3/3.7, lift 21.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.768354
## PC8 <= -0.2273773
## PC21 <= -0.2984731
## PC31 <= 0.559806
## PC47 <= -0.7832964
## -> class 2\|4 [0.907]
##
## Rule 30/327: (17.4/0.9, lift 20.8)
## PC1 <= -0.430681
## PC8 <= -2.768354
## PC17 > 0.5084144
## PC27 <= -0.3145052
## PC46 <= 0.413817
## -> class 2\|4 [0.900]
##
## Rule 30/328: (8.5/1.5, lift 17.6)
## PC1 <= -0.430681
## PC8 <= -2.768354
## PC44 <= 0.8050624
## PC46 <= 0.413817
## PC100 > 2.774734
## -> class 2\|4 [0.763]
##
## Default class: 2\|3
##
## ----- Trial 31: -----
##
## Rules:
##
## Rule 31/1: (68.3, lift 17.0)
## PC6 > 0.1341214
## PC18 > 1.22673
## PC31 <= 0.2288088
## PC99 > -0.4938342
## -> class 0\|0 [0.986]
##
## Rule 31/2: (43.1, lift 16.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC21 <= 0.4791392
## PC26 <= 0.6085084
## PC66 > -3.106783
## PC71 <= -1.089953
## -> class 0\|0 [0.978]
##
## Rule 31/3: (25.6, lift 16.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC60 <= -1.92327
## -> class 0\|0 [0.964]
##
## Rule 31/4: (26.2, lift 16.6)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC18 > -0.3695138
## PC21 <= 0.4791392
## PC26 <= 0.6085084
## PC35 > 0.4428198
## PC43 <= -1.130921
## -> class 0\|0 [0.964]
##
## Rule 31/5: (34.3/0.3, lift 16.6)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC14 > 2.327492
## -> class 0\|0 [0.964]
##
## Rule 31/6: (55.8/1.9, lift 16.4)
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC26 <= 0.6085084
## PC66 > -3.106783
## PC100 <= -0.7429636
## -> class 0\|0 [0.949]
##
## Rule 31/7: (59.1/2.1, lift 16.4)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > 1.22673
## PC21 > 0.4791392
## -> class 0\|0 [0.949]
##
## Rule 31/8: (12.5, lift 16.0)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC14 > -0.7230113
## PC18 > 1.22673
## PC26 > 0.6085084
## PC79 <= -2.182701
## -> class 0\|0 [0.931]
##
## Rule 31/9: (7.9, lift 15.5)
## PC18 > -0.3695138
## PC20 > 4.791862
## PC25 > 0.3170353
## PC26 <= 0.6085084
## PC59 > -1.971723
## PC63 > -0.6654019
## PC86 <= 0.399078
## -> class 0\|0 [0.899]
##
## Rule 31/10: (15.6/1.1, lift 15.2)
## PC13 > 6.717022
## PC18 > 3.543752
## PC31 > 0.1441531
## PC50 > -0.2478594
## -> class 0\|0 [0.882]
##
## Rule 31/11: (5.3, lift 14.9)
## PC5 > 2.234459
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC24 > 4.919464
## -> class 0\|0 [0.862]
##
## Rule 31/12: (5, lift 14.8)
## PC13 > 6.717022
## PC18 > 3.543752
## PC37 <= -0.2538081
## PC42 > -3.974739
## -> class 0\|0 [0.857]
##
## Rule 31/13: (37.2/5.4, lift 14.4)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > 1.22673
## PC40 <= -2.874519
## -> class 0\|0 [0.838]
##
## Rule 31/14: (37.6/9.7, lift 12.6)
## PC2 > 2.5099
## PC6 > -0.03596552
## PC18 > 0.7212847
## PC18 <= 1.22673
## PC20 > -0.7105118
## -> class 0\|0 [0.730]
##
## Rule 31/15: (44.1/11.8, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC47 <= -0.9079783
## PC72 <= 0.7194824
## -> class 0\|0 [0.721]
##
## Rule 31/16: (1377.5/539.5, lift 10.5)
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > 1.22673
## PC26 <= 0.6085084
## PC33 <= 2.966439
## PC35 <= 0.4428198
## PC59 > -1.971723
## PC66 > -3.106783
## PC87 <= 1.172014
## -> class 0\|0 [0.608]
##
## Rule 31/17: (185.3, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -0.03596552
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC40 > -2.360861
## PC41 > 0.05893176
## PC47 > -0.9079783
## PC72 <= 0.7194824
## PC79 <= 0.9834616
## PC90 > -2.574372
## -> class 0\|1 [0.995]
##
## Rule 31/18: (124.9, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -0.03596552
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC32 > 0.1590713
## PC79 <= 0.9834616
## -> class 0\|1 [0.992]
##
## Rule 31/19: (207/0.8, lift 11.6)
## PC3 <= -0.6848225
## PC10 > -7.303295
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > 1.22673
## PC40 > -2.874519
## PC43 > -1.155941
## PC59 <= 0.7156171
## PC63 > -0.6654019
## PC71 > -1.089953
## PC86 <= 0.399078
## PC87 <= 1.172014
## PC97 > 0.3792382
## PC98 <= 0.3674698
## -> class 0\|1 [0.991]
##
## Rule 31/20: (98.4, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.21752
## PC6 <= -0.03596552
## PC9 > 0.05622033
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC24 <= 0.8517534
## PC47 > -0.9079783
## PC58 > -0.1656714
## -> class 0\|1 [0.990]
##
## Rule 31/21: (72.6, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 1.28544
## PC10 <= 1.286876
## PC18 > -1.259729
## PC18 <= -0.3695138
## PC46 > -1.308755
## PC55 > 0.1195685
## PC66 <= -0.4409782
## -> class 0\|1 [0.987]
##
## Rule 31/22: (68.8, lift 11.5)
## PC18 <= -0.3695138
## PC52 > -0.1917042
## PC68 > 0.009813247
## PC78 > 2.492486
## PC100 <= 0.3399086
## -> class 0\|1 [0.985]
##
## Rule 31/23: (61.8, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.05622033
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC41 <= 0.05893176
## PC93 > 0.2641403
## -> class 0\|1 [0.984]
##
## Rule 31/24: (53.7, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -3.009317
## PC18 <= -0.3695138
## PC30 > 0.5211688
## PC46 <= -1.308755
## PC90 > -2.160832
## -> class 0\|1 [0.982]
##
## Rule 31/25: (52.7, lift 11.5)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > 1.22673
## PC40 > -2.874519
## PC42 > 1.595961
## PC63 > -0.6654019
## -> class 0\|1 [0.982]
##
## Rule 31/26: (154.7/2.1, lift 11.5)
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC18 > 1.22673
## PC18 <= 4.094618
## PC21 <= 0.4791392
## PC40 > -2.874519
## PC48 <= 0.5402002
## PC74 <= 1.384253
## PC76 > 0.5765148
## PC100 > -0.7429636
## -> class 0\|1 [0.980]
##
## Rule 31/27: (45.5, lift 11.5)
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC20 > 3.001767
## PC72 <= 0.7194824
## PC79 <= 0.9834616
## -> class 0\|1 [0.979]
##
## Rule 31/28: (46.7, lift 11.5)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC6 <= 0.1341214
## PC18 > -0.3695138
## PC25 <= 0.3170353
## PC26 <= 0.6085084
## PC35 <= 0.4428198
## PC52 > -2.29865
## PC56 > 0.6118147
## PC71 > -1.089953
## PC98 <= 0.3674698
## PC99 > -0.4938342
## PC100 > -0.7429636
## -> class 0\|1 [0.978]
##
## Rule 31/29: (33.2, lift 11.4)
## PC2 > 2.5099
## PC15 > -0.6612474
## PC18 > 5.215645
## PC26 <= 0.6085084
## PC71 > -1.089953
## PC76 <= 0.5765148
## PC86 <= 0.399078
## -> class 0\|1 [0.972]
##
## Rule 31/30: (118.9/3, lift 11.3)
## PC13 <= 6.717022
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC35 > 0.4428198
## PC43 > -1.130921
## PC71 > -1.089953
## -> class 0\|1 [0.967]
##
## Rule 31/31: (57.3/1.1, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -7.258377
## PC14 > -0.7230113
## PC14 <= 2.327492
## PC15 > -0.6612474
## PC35 <= 0.4428198
## PC51 <= 0.3803519
## PC52 > -2.29865
## PC63 > 0.881411
## PC95 > -0.1106852
## PC97 <= 0.3792382
## PC98 <= 0.3674698
## -> class 0\|1 [0.965]
##
## Rule 31/32: (97/2.4, lift 11.3)
## PC5 <= 2.234459
## PC18 > -0.3695138
## PC36 > 1.26207
## PC40 > -2.874519
## PC51 > 0.3803519
## PC52 > -2.29865
## PC58 > -0.9393622
## PC71 > -1.089953
## PC99 > -0.4938342
## -> class 0\|1 [0.965]
##
## Rule 31/33: (39.7/0.5, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.234459
## PC14 > -0.7230113
## PC21 <= 0.4791392
## PC22 > 2.041839
## PC26 <= 0.6085084
## PC35 <= 0.4428198
## PC40 > -2.874519
## PC59 > -1.971723
## PC87 <= 1.172014
## PC100 > -0.7429636
## -> class 0\|1 [0.965]
##
## Rule 31/34: (33.3/0.3, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -0.03596552
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC18 <= 0.7212847
## PC20 > -0.7105118
## -> class 0\|1 [0.964]
##
## Rule 31/35: (25.2, lift 11.3)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC14 <= 2.327492
## PC18 > -0.3695138
## PC40 > -2.874519
## PC60 > -1.92327
## PC66 <= -3.106783
## -> class 0\|1 [0.963]
##
## Rule 31/36: (25.1, lift 11.3)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC26 <= 0.6085084
## PC52 <= -2.29865
## PC59 > -1.971723
## PC60 > -1.92327
## -> class 0\|1 [0.963]
##
## Rule 31/37: (67.2/1.6, lift 11.3)
## PC13 > 6.717022
## PC18 > 3.543752
## PC31 <= 0.1441531
## PC37 > -0.2538081
## PC50 > -0.2478594
## PC97 > -1.07256
## -> class 0\|1 [0.963]
##
## Rule 31/38: (24.4, lift 11.3)
## PC15 > -0.6612474
## PC18 > 1.22673
## PC25 <= 0.3170353
## PC86 <= 0.399078
## PC98 > 0.2959998
## PC98 <= 0.3674698
## -> class 0\|1 [0.962]
##
## Rule 31/39: (76/2.4, lift 11.2)
## PC5 <= 2.234459
## PC6 <= 0.1341214
## PC13 <= 6.717022
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC55 <= -0.2069452
## PC60 > -1.92327
## PC63 > -0.6654019
## -> class 0\|1 [0.956]
##
## Rule 31/40: (94.7/3.5, lift 11.2)
## PC13 <= 6.717022
## PC14 > -0.7230113
## PC15 > -0.6612474
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC40 > -2.874519
## PC71 > -1.089953
## PC86 <= 0.399078
## PC99 <= -0.4938342
## PC100 > -0.7429636
## -> class 0\|1 [0.953]
##
## Rule 31/41: (71.3/2.6, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.234459
## PC6 <= 0.1341214
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC19 > -0.02621727
## PC26 <= 0.6085084
## PC31 <= 0.2288088
## PC59 > -1.971723
## PC63 > -0.6654019
## PC97 <= 0.3792382
## -> class 0\|1 [0.950]
##
## Rule 31/42: (192.5/8.8, lift 11.1)
## PC6 <= 0.1341214
## PC13 <= 6.717022
## PC14 <= 2.327492
## PC18 > 1.22673
## PC18 <= 5.215645
## PC21 <= 0.4791392
## PC25 > 0.3170353
## PC35 <= 0.4428198
## PC40 > -2.874519
## PC86 <= 0.399078
## PC100 > -0.7429636
## -> class 0\|1 [0.950]
##
## Rule 31/43: (31/0.6, lift 11.1)
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > 1.22673
## PC21 <= 0.4791392
## PC31 > 0.2288088
## PC58 > -0.9393622
## PC63 > -0.6654019
## PC86 <= 0.399078
## -> class 0\|1 [0.950]
##
## Rule 31/44: (188.7/8.5, lift 11.1)
## PC2 > 2.5099
## PC5 <= 2.234459
## PC13 <= 6.717022
## PC18 > 1.22673
## PC26 > 0.6085084
## PC40 > -2.874519
## PC79 > -2.182701
## -> class 0\|1 [0.950]
##
## Rule 31/45: (41.2/2, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.05622033
## PC18 > -0.3695138
## PC20 <= 3.001767
## PC24 > 0.8517534
## PC32 <= 0.1590713
## PC58 > -0.1656714
## PC85 > 0.2231941
## -> class 0\|1 [0.930]
##
## Rule 31/46: (12.2, lift 10.9)
## PC14 <= 2.327492
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC29 > 3.266254
## PC35 <= 0.4428198
## PC66 > -3.106783
## -> class 0\|1 [0.930]
##
## Rule 31/47: (11.8, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1341214
## PC13 <= 6.717022
## PC18 > -0.3695138
## PC40 > -2.874519
## PC58 > -0.9393622
## PC58 <= -0.9170401
## PC86 <= 0.399078
## -> class 0\|1 [0.928]
##
## Rule 31/48: (43.2/2.9, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.234459
## PC6 <= 0.1341214
## PC14 <= 2.327492
## PC15 > -0.6612474
## PC19 <= -0.02621727
## PC21 <= 0.4791392
## PC22 <= 2.041839
## PC25 <= 0.3170353
## PC26 <= 0.6085084
## PC35 <= 0.4428198
## PC51 <= 0.3803519
## PC55 > -0.2069452
## PC63 > -0.6654019
## PC95 <= -0.1106852
## PC98 <= 0.3674698
## PC100 > -0.7429636
## -> class 0\|1 [0.914]
##
## Rule 31/49: (115.4/14.7, lift 10.2)
## PC5 > 2.234459
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > 1.22673
## PC24 <= 4.919464
## PC28 <= 2.913545
## PC87 <= 1.172014
## -> class 0\|1 [0.867]
##
## Rule 31/50: (18.3/1.9, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1122537
## PC15 <= -0.6612474
## PC18 > -0.3695138
## -> class 0\|1 [0.857]
##
## Rule 31/51: (12.5/1.7, lift 9.5)
## PC10 <= -7.258377
## PC25 <= 0.3170353
## PC26 <= 0.6085084
## PC97 <= 0.3792382
## PC100 > -0.7429636
## -> class 0\|1 [0.814]
##
## Rule 31/52: (82.9, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= 0.05622033
## PC13 <= 6.717022
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC20 <= 3.001767
## PC32 <= 0.1590713
## PC40 > -2.360861
## PC41 <= 0.05893176
## PC72 <= 0.7194824
## -> class 0\|2 [0.988]
##
## Rule 31/53: (77.5, lift 10.0)
## PC12 <= 0.3895968
## PC18 <= -1.259729
## PC26 <= 1.383173
## PC37 <= -0.7631932
## PC39 > -1.445797
## PC40 > -2.75669
## PC68 <= 0.3152264
## PC78 > -1.0695
## PC85 <= 1.50973
## PC86 <= 1.064802
## -> class 0\|2 [0.987]
##
## Rule 31/54: (65.4, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC18 <= -0.3695138
## PC28 <= -0.4429453
## PC36 <= 0.6554893
## PC40 > -2.75669
## PC60 > -0.3308287
## PC68 <= 0.3152264
## PC72 <= 0.3639236
## PC78 > -1.32537
## PC90 <= 0.6486025
## PC93 > -1.17417
## PC93 <= 0.9769168
## -> class 0\|2 [0.985]
##
## Rule 31/55: (62.4, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC15 <= 1.037611
## PC18 <= -0.3695138
## PC36 <= 0.6554893
## PC39 > -1.445797
## PC45 <= 1.410045
## PC46 > -1.308755
## PC46 <= 0.4590452
## PC71 > 0.4553187
## PC78 > -1.0695
## PC78 <= 2.492486
## PC84 <= 0.319197
## PC93 > -1.17417
## PC93 <= 0.9769168
## -> class 0\|2 [0.983]
##
## Rule 31/56: (53.1, lift 9.9)
## PC2 > 2.5099
## PC5 > 2.234459
## PC28 > 2.913545
## PC42 > -3.974739
## PC87 <= 1.172014
## -> class 0\|2 [0.982]
##
## Rule 31/57: (49.5, lift 9.9)
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC18 <= -0.3695138
## PC19 > -0.1926894
## PC19 <= -0.09571102
## PC39 > -1.445797
## PC40 > -2.75669
## PC45 <= 1.410045
## PC60 > -0.3308287
## PC73 <= 2.287993
## PC93 <= 0.9769168
## PC99 > -1.09732
## -> class 0\|2 [0.981]
##
## Rule 31/58: (51.1, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.259729
## PC18 <= -0.3695138
## PC40 > -2.75669
## PC66 > -0.4409782
## PC78 <= 2.492486
## PC94 > 0.6877141
## -> class 0\|2 [0.981]
##
## Rule 31/59: (49.7, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > 2.21752
## PC13 <= 6.717022
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC20 <= 3.001767
## PC32 <= 0.1590713
## PC72 <= 0.7194824
## -> class 0\|2 [0.981]
##
## Rule 31/60: (85.1/0.6, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -0.03596552
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC72 <= 0.7194824
## PC79 > 0.9834616
## -> class 0\|2 [0.981]
##
## Rule 31/61: (51.9, lift 9.9)
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC19 <= 0.1929213
## PC51 <= 0.9584765
## PC58 > -1.336068
## PC63 <= -0.920973
## PC73 <= 2.287993
## PC78 <= 2.492486
## PC90 > -0.1179865
## PC90 <= 0.6486025
## PC99 > -1.09732
## -> class 0\|2 [0.980]
##
## Rule 31/62: (85.2/1, lift 9.8)
## PC2 > 2.5099
## PC8 <= 0.1122537
## PC15 <= -0.6612474
## PC18 > 1.154123
## PC30 <= 4.67459
## PC42 > -3.974739
## -> class 0\|2 [0.977]
##
## Rule 31/63: (37.9, lift 9.8)
## PC2 > 2.5099
## PC18 <= -0.3695138
## PC19 > -0.1926894
## PC40 > -2.75669
## PC51 > 0.9584765
## PC68 <= 0.3152264
## PC90 <= 0.6486025
## PC93 > -1.17417
## PC93 <= 0.9769168
## -> class 0\|2 [0.975]
##
## Rule 31/64: (54.5/0.5, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -0.03596552
## PC13 <= 6.717022
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC20 <= 3.001767
## PC32 <= 0.1590713
## PC40 > -2.360861
## PC41 <= 0.05893176
## PC58 <= -0.1656714
## -> class 0\|2 [0.973]
##
## Rule 31/65: (53.3/0.6, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC37 > -0.9672946
## PC58 > -1.336068
## PC78 > -1.32537
## PC78 <= -1.0695
## PC90 <= 0.6486025
## PC93 > -1.17417
## PC98 > 0.4678825
## -> class 0\|2 [0.972]
##
## Rule 31/66: (32.5, lift 9.8)
## PC18 <= -1.259729
## PC46 <= 0.4590452
## PC58 > -1.336068
## PC60 > -0.5649353
## PC78 <= 2.492486
## PC93 > -1.17417
## PC93 <= 0.9769168
## PC99 <= -1.09732
## -> class 0\|2 [0.971]
##
## Rule 31/67: (31.6, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC18 <= -0.3695138
## PC25 > -1.096972
## PC35 <= 0.6841708
## PC39 > -1.445797
## PC41 <= 0.2254382
## PC43 <= -0.6070212
## PC45 <= 1.410045
## PC58 > -1.336068
## PC60 > -0.3308287
## PC78 > -1.0695
## PC90 > -0.1179865
## -> class 0\|2 [0.970]
##
## Rule 31/68: (31.5, lift 9.8)
## PC12 <= 0.3895968
## PC35 <= 0.6841708
## PC37 > -0.9672946
## PC46 > -1.308755
## PC46 <= 0.4590452
## PC59 <= 3.371497
## PC67 <= 0.2327736
## PC79 > 2.041701
## PC85 <= 1.50973
## PC90 <= 0.6486025
## -> class 0\|2 [0.970]
##
## Rule 31/69: (30.3, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC25 > -1.096972
## PC36 <= 0.1486486
## PC40 > 0.4975638
## PC58 > -1.336068
## PC69 <= 0.03763723
## PC90 > -0.1179865
## PC93 > -1.17417
## PC93 <= 0.9769168
## PC97 > 0.05851826
## -> class 0\|2 [0.969]
##
## Rule 31/70: (57.5/0.8, lift 9.8)
## PC12 <= 0.3895968
## PC18 <= -0.3695138
## PC33 > 3.834424
## PC39 > -1.445797
## PC43 > -1.939943
## PC67 > -0.5381726
## PC90 <= 0.6486025
## PC93 <= 0.9769168
## -> class 0\|2 [0.969]
##
## Rule 31/71: (28.8, lift 9.8)
## PC2 > 2.5099
## PC12 <= 0.3895968
## PC18 <= -1.259729
## PC35 > 0.5706837
## PC40 > -2.75669
## PC43 > -0.6070212
## PC72 <= 0.3639236
## PC90 > -0.1179865
## -> class 0\|2 [0.968]
##
## Rule 31/72: (27.6, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC14 > 0.36168
## PC18 <= -1.259729
## PC19 > -0.1926894
## PC36 <= 0.6554893
## PC89 <= 0.5127149
## -> class 0\|2 [0.966]
##
## Rule 31/73: (27.7, lift 9.7)
## PC18 <= -0.3695138
## PC19 > -0.1926894
## PC39 > -1.445797
## PC41 <= 0.2254382
## PC45 > 1.410045
## PC46 <= 0.4590452
## PC58 > -1.336068
## PC68 <= 0.3152264
## PC85 <= 1.50973
## PC93 <= 0.9769168
## -> class 0\|2 [0.966]
##
## Rule 31/74: (43.9/0.6, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > 1.28544
## PC18 > -1.259729
## PC18 <= -0.3695138
## PC20 > -3.597486
## PC40 > -2.75669
## PC66 <= -0.4409782
## -> class 0\|2 [0.966]
##
## Rule 31/75: (25, lift 9.7)
## PC3 <= 1.640775
## PC18 <= -1.259729
## PC19 > -0.1926894
## PC32 <= -1.710034
## PC39 > -1.445797
## PC40 > -2.75669
## -> class 0\|2 [0.963]
##
## Rule 31/76: (22.6, lift 9.7)
## PC12 <= 0.3895968
## PC18 <= -1.259729
## PC40 > -2.75669
## PC46 > -1.308755
## PC51 > 0.7197573
## PC90 > -0.1179865
## PC90 <= 0.6486025
## PC93 > -1.17417
## -> class 0\|2 [0.959]
##
## Rule 31/77: (22.8, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC19 > -0.1926894
## PC39 > -1.445797
## PC46 > -1.308755
## PC58 > -1.336068
## PC60 > -0.5649353
## PC78 <= 2.492486
## PC89 > 0.5127149
## PC90 <= 0.6486025
## PC93 <= 0.9769168
## -> class 0\|2 [0.959]
##
## Rule 31/78: (60.2/1.6, lift 9.7)
## PC1 <= -0.5670417
## PC2 > 2.5099
## PC6 <= -0.03596552
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC24 > 0.8517534
## PC32 <= 0.1590713
## PC41 <= 0.05893176
## PC85 <= 0.2231941
## PC93 <= 0.2641403
## -> class 0\|2 [0.958]
##
## Rule 31/79: (21.4, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC18 <= -0.3695138
## PC36 <= 0.6554893
## PC40 > -2.75669
## PC45 <= 1.410045
## PC46 <= 0.4590452
## PC59 <= 3.371497
## PC60 > -0.5649353
## PC73 <= 2.287993
## PC75 <= -0.5708715
## PC78 > -1.32537
## PC79 <= 2.041701
## PC86 <= 1.064802
## PC93 <= 0.9769168
## -> class 0\|2 [0.957]
##
## Rule 31/80: (21.1, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC19 > 0.1929213
## PC39 > -1.445797
## PC46 <= 0.4590452
## PC68 <= 0.3152264
## PC73 <= 2.287993
## PC89 <= 0.5127149
## PC90 <= 0.6486025
## -> class 0\|2 [0.957]
##
## Rule 31/81: (19.7, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.3924646
## PC18 <= -0.3695138
## PC33 <= 3.834424
## PC36 <= 0.1486486
## PC41 <= 0.2254382
## PC60 > -0.3308287
## PC68 <= 0.3152264
## PC78 <= 2.492486
## PC90 > -0.1179865
## PC93 <= 0.9769168
## -> class 0\|2 [0.954]
##
## Rule 31/82: (19.1, lift 9.6)
## PC2 > 2.5099
## PC18 <= -1.259729
## PC39 > -1.445797
## PC46 > -1.308755
## PC67 > -0.5381726
## PC71 > 0.7297585
## PC72 <= 0.3639236
## PC78 <= 2.492486
## PC85 <= 1.50973
## -> class 0\|2 [0.953]
##
## Rule 31/83: (110.5/4.4, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC16 > 0.391156
## PC36 <= 0.1486486
## PC41 <= 0.2254382
## PC46 <= 0.4590452
## PC51 <= 0.5783342
## PC60 > -0.3308287
## PC69 > 0.03763723
## PC86 <= 1.064802
## PC90 > -0.1179865
## PC92 <= 0.06911048
## PC93 <= 0.9769168
## PC97 > 0.05851826
## -> class 0\|2 [0.952]
##
## Rule 31/84: (16.1, lift 9.5)
## PC2 > 2.5099
## PC18 <= -0.3695138
## PC39 > -1.445797
## PC46 > -1.308755
## PC67 <= -0.5381726
## PC68 <= 0.3152264
## PC73 <= 2.287993
## PC85 <= 1.50973
## -> class 0\|2 [0.945]
##
## Rule 31/85: (14.8, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC26 > 1.383173
## PC35 > -0.6437104
## PC37 > -0.9672946
## PC39 > -1.445797
## PC68 <= 0.3152264
## PC85 <= 1.50973
## PC93 > -1.17417
## -> class 0\|2 [0.940]
##
## Rule 31/86: (13.8, lift 9.4)
## PC7 <= 0.2238975
## PC13 > 6.717022
## PC17 > 1.356671
## PC18 > -0.3695138
## PC46 > -0.1007412
## -> class 0\|2 [0.937]
##
## Rule 31/87: (33.4/1.3, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC35 > 0.6841708
## PC59 <= 3.371497
## PC68 <= 0.3152264
## PC73 <= 2.287993
## PC85 <= 1.50973
## -> class 0\|2 [0.936]
##
## Rule 31/88: (13.6, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.6612474
## PC18 > -0.3695138
## PC96 <= -2.131828
## -> class 0\|2 [0.936]
##
## Rule 31/89: (49/2.4, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC40 <= -2.360861
## -> class 0\|2 [0.933]
##
## Rule 31/90: (43.7/2, lift 9.4)
## PC7 > 0.2238975
## PC13 > 6.717022
## PC18 > -0.3695138
## -> class 0\|2 [0.933]
##
## Rule 31/91: (22.3/0.7, lift 9.4)
## PC4 <= -3.956807
## PC13 > 6.717022
## PC17 <= 1.356671
## -> class 0\|2 [0.931]
##
## Rule 31/92: (209.8/14.5, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > 1.037611
## PC18 <= -0.3695138
## PC33 > -2.344294
## PC46 > -1.308755
## PC58 > -1.840127
## PC78 <= 2.492486
## -> class 0\|2 [0.927]
##
## Rule 31/93: (67.3/4.2, lift 9.3)
## PC2 > 2.5099
## PC18 <= -0.3695138
## PC19 > -0.1926894
## PC35 <= -0.6437104
## PC39 > -1.445797
## PC43 > -1.939943
## PC68 <= 0.3152264
## PC78 <= 2.492486
## PC85 <= 1.50973
## -> class 0\|2 [0.925]
##
## Rule 31/94: (280.3/21.6, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 1.037611
## PC18 > -1.259729
## PC18 <= -0.3695138
## PC20 > -3.597486
## PC30 > -2.549518
## PC31 <= 0.2690308
## PC40 > -2.75669
## PC46 <= 0.661009
## PC53 > -1.334341
## PC66 > -0.4409782
## PC77 > -0.6086931
## PC98 > -1.56359
## PC99 > -1.542269
## -> class 0\|2 [0.920]
##
## Rule 31/95: (91.9/6.6, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC18 <= -0.3695138
## PC26 <= 1.383173
## PC35 > -0.6437104
## PC43 > -1.939943
## PC46 > -1.308755
## PC46 <= 0.4590452
## PC72 > 0.3639236
## PC78 > -1.0695
## PC84 <= 0.319197
## PC86 <= 1.064802
## PC89 <= 0.5127149
## -> class 0\|2 [0.919]
##
## Rule 31/96: (8.8, lift 9.1)
## PC18 <= -0.3695138
## PC46 > -1.308755
## PC52 > -0.1917042
## PC68 > 0.009813247
## PC78 > 2.492486
## PC100 > 0.3399086
## -> class 0\|2 [0.908]
##
## Rule 31/97: (63/5.1, lift 9.1)
## PC3 <= 1.640775
## PC12 <= 0.3895968
## PC18 <= -1.259729
## PC19 > -0.1926894
## PC19 <= 0.1929213
## PC39 > -1.445797
## PC41 <= 0.2254382
## PC60 <= -0.3308287
## PC68 <= 0.3152264
## PC73 <= 2.287993
## PC85 <= 1.50973
## PC93 <= 0.9769168
## PC99 > -1.09732
## -> class 0\|2 [0.906]
##
## Rule 31/98: (7.5, lift 9.0)
## PC8 > 0.05112072
## PC13 > 6.717022
## PC17 <= 1.356671
## -> class 0\|2 [0.894]
##
## Rule 31/99: (6.6, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -3.009317
## PC18 <= -0.3695138
## PC30 <= 0.5211688
## PC46 <= -1.308755
## -> class 0\|2 [0.884]
##
## Rule 31/100: (254.6/29.6, lift 8.9)
## PC3 <= 1.640775
## PC12 <= 1.284844
## PC15 <= 1.037611
## PC18 <= -1.259729
## PC37 <= 2.248455
## PC39 > -1.445797
## PC40 > -2.75669
## PC41 <= 0.3342586
## PC43 > -1.939943
## PC64 > -1.1013
## PC68 > 0.3152264
## PC76 <= 2.120094
## PC78 <= 2.492486
## PC85 <= 1.50973
## PC96 <= 0.9769251
## -> class 0\|2 [0.881]
##
## Rule 31/101: (58.5/6.6, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 1.037611
## PC37 > -0.9672946
## PC39 > -1.445797
## PC41 <= 0.2254382
## PC58 > -1.336068
## PC67 > 0.2327736
## PC68 <= 0.3152264
## PC90 <= 0.6486025
## PC93 <= 0.9769168
## -> class 0\|2 [0.875]
##
## Rule 31/102: (54.5/8.1, lift 8.5)
## PC13 > 6.717022
## PC18 > -0.3695138
## PC18 <= 3.543752
## PC46 <= -0.1007412
## -> class 0\|2 [0.839]
##
## Rule 31/103: (11.2/1.4, lift 8.3)
## PC13 > 6.717022
## PC18 > 3.543752
## PC31 <= 0.1441531
## PC97 <= -1.07256
## -> class 0\|2 [0.821]
##
## Rule 31/104: (29.1/5.8, lift 7.9)
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC68 <= 0.009813247
## PC78 > 2.492486
## PC100 > 0.0007896177
## -> class 0\|2 [0.782]
##
## Rule 31/105: (22.2/5.4, lift 7.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -0.03596552
## PC18 > -0.3695138
## PC18 <= 1.22673
## PC20 <= -0.7105118
## -> class 0\|2 [0.734]
##
## Rule 31/106: (30.4/9.3, lift 6.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC15 > -0.6612474
## PC18 > -0.3695138
## PC87 > 1.172014
## -> class 0\|2 [0.682]
##
## Rule 31/107: (32.5/14, lift 5.7)
## PC3 <= 1.640775
## PC18 <= -3.009317
## PC46 <= -1.308755
## -> class 0\|2 [0.565]
##
## Rule 31/108: (153.7/0.1, lift 9.6)
## PC3 <= 1.640775
## PC15 <= 1.037611
## PC18 <= -1.259729
## PC26 <= 1.383173
## PC35 > -0.6437104
## PC68 <= 0.3152264
## PC73 <= 2.287993
## PC93 > 0.9769168
## -> class 0\|3 [0.993]
##
## Rule 31/109: (106.2, lift 9.5)
## PC18 <= -1.259729
## PC59 > 3.371497
## -> class 0\|3 [0.991]
##
## Rule 31/110: (95.6/0.2, lift 9.5)
## PC2 > 2.5099
## PC15 <= 1.037611
## PC18 <= -1.259729
## PC39 <= -1.445797
## PC43 > -1.939943
## PC46 > -1.308755
## -> class 0\|3 [0.988]
##
## Rule 31/111: (82.9/1.2, lift 9.4)
## PC3 <= 1.640775
## PC18 <= -1.259729
## PC51 > 0.5783342
## PC51 <= 0.7197573
## PC89 <= 0.5127149
## PC90 > -0.1179865
## PC99 > -1.09732
## -> class 0\|3 [0.974]
##
## Rule 31/112: (11.8, lift 8.9)
## PC1 > -0.430681
## PC1 <= -0.1603135
## PC2 <= 2.5099
## PC8 <= -0.2376927
## PC45 <= -0.2961768
## -> class 0\|3 [0.927]
##
## Rule 31/113: (7999/5940.2, lift 2.5)
## PC2 > 2.5099
## -> class 0\|3 [0.257]
##
## Rule 31/114: (169/0.3, lift 20.9)
## PC1 > 25.43189
## PC69 <= 0.2200295
## -> class 1\|0 [0.993]
##
## Rule 31/115: (63/0.5, lift 20.5)
## PC3 > 1.640775
## PC8 > -3.622873
## PC8 <= 1.698452
## PC16 <= -0.8953013
## PC35 > -0.2212318
## PC46 > -0.6374976
## PC65 > -0.05023159
## PC92 <= 0.4989451
## PC100 <= -0.1536532
## -> class 1\|0 [0.976]
##
## Rule 31/116: (143/3.8, lift 20.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 <= 1.698452
## PC16 <= -2.500519
## PC18 <= 0.7362046
## PC24 > -0.6120089
## PC30 <= 0.470488
## PC33 > -0.5413352
## PC46 > -0.6374976
## PC65 > -0.05023159
## PC87 > -0.3832913
## PC95 > -0.4508555
## PC100 > -0.1536532
## -> class 1\|0 [0.967]
##
## Rule 31/117: (23.8, lift 20.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 9.772499
## PC16 <= 0.8572028
## PC19 > -1.326658
## PC41 > -0.4068549
## PC49 > 1.506716
## -> class 1\|0 [0.961]
##
## Rule 31/118: (18.2, lift 20.0)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC11 <= 2.611002
## PC16 <= -1.963041
## PC94 > -0.0995549
## PC95 <= -0.6217793
## -> class 1\|0 [0.951]
##
## Rule 31/119: (17.6, lift 19.9)
## PC1 > -0.430681
## PC12 <= 2.889639
## PC14 <= -2.026051
## PC16 <= 0.8572028
## PC48 <= 0.6548464
## -> class 1\|0 [0.949]
##
## Rule 31/120: (30.9/1.6, lift 19.3)
## PC1 > -0.1603135
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC5 <= 9.772499
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 > -1.326658
## PC30 <= 0.4536837
## PC69 > -0.2364308
## PC80 > -0.7853009
## PC99 <= -0.4568278
## -> class 1\|0 [0.920]
##
## Rule 31/121: (8.7, lift 19.0)
## PC3 > -0.01609154
## PC12 > 2.889639
## PC16 > -1.963041
## PC68 > -0.06744388
## -> class 1\|0 [0.906]
##
## Rule 31/122: (198.7/31, lift 17.7)
## PC1 > -0.1603135
## PC3 <= -0.01609154
## PC4 > 0.6762495
## PC11 <= 5.393445
## PC16 > -1.963041
## -> class 1\|0 [0.840]
##
## Rule 31/123: (66.5/10.2, lift 17.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC21 > 0.4162786
## PC46 > -0.6374976
## -> class 1\|0 [0.837]
##
## Rule 31/124: (26/3.7, lift 17.5)
## PC1 > -0.1603135
## PC3 > -0.01609154
## PC8 > -3.76792
## PC15 <= -1.99789
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 > -1.326658
## PC80 > -0.7853009
## -> class 1\|0 [0.834]
##
## Rule 31/125: (43.5/11.2, lift 15.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC8 > -3.76792
## PC16 > -1.963041
## PC48 > 0.6548464
## PC61 > -0.6613393
## -> class 1\|0 [0.731]
##
## Rule 31/126: (1059.3/535.7, lift 10.4)
## PC1 > -0.1603135
## PC8 > -3.76792
## PC16 <= -1.963041
## -> class 1\|0 [0.494]
##
## Rule 31/127: (90.1, lift 17.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC68 > -0.3282683
## PC95 <= -0.4508555
## PC100 > -0.1536532
## -> class 1\|1 [0.989]
##
## Rule 31/128: (176.4/1.2, lift 17.2)
## PC1 > -0.1603135
## PC3 > -0.01609154
## PC5 <= 9.772499
## PC9 > -0.4087924
## PC15 > -1.99789
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 > -1.326658
## PC41 > -0.4068549
## PC46 <= 2.391228
## PC49 <= 1.506716
## PC69 > -0.2364308
## PC99 > -0.4568278
## -> class 1\|1 [0.988]
##
## Rule 31/129: (80, lift 17.2)
## PC1 > -0.430681
## PC12 > 2.889639
## PC12 <= 3.229993
## PC16 > -1.963041
## PC68 <= -0.06744388
## -> class 1\|1 [0.988]
##
## Rule 31/130: (72.4, lift 17.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC46 <= -0.6374976
## -> class 1\|1 [0.987]
##
## Rule 31/131: (66.9, lift 17.2)
## PC5 > 12.1829
## PC16 <= -1.963041
## PC44 > -1.972712
## PC95 > -0.0869053
## -> class 1\|1 [0.985]
##
## Rule 31/132: (66.5, lift 17.2)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC30 > 0.470488
## PC33 > -0.5413352
## PC65 > -0.05023159
## PC68 > -0.3282683
## PC100 > -0.1536532
## -> class 1\|1 [0.985]
##
## Rule 31/133: (60.6, lift 17.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -2.500519
## PC16 <= -0.8953013
## PC68 > -0.3282683
## PC100 > -0.1536532
## -> class 1\|1 [0.984]
##
## Rule 31/134: (126.2/1.1, lift 17.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC21 <= 0.4162786
## PC39 <= 0.655801
## PC65 <= -0.05023159
## -> class 1\|1 [0.983]
##
## Rule 31/135: (50.6, lift 17.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC68 > -0.3282683
## PC92 > 0.4989451
## -> class 1\|1 [0.981]
##
## Rule 31/136: (46.7, lift 17.1)
## PC2 > 2.5099
## PC8 > 1.698452
## PC16 <= -0.8953013
## PC68 > -0.3282683
## -> class 1\|1 [0.979]
##
## Rule 31/137: (44.2, lift 17.1)
## PC2 > 2.5099
## PC8 <= -3.622873
## PC16 <= -0.8953013
## -> class 1\|1 [0.978]
##
## Rule 31/138: (35.1, lift 17.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC77 > 0.7041603
## -> class 1\|1 [0.973]
##
## Rule 31/139: (33.1, lift 16.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC33 <= -0.5413352
## -> class 1\|1 [0.971]
##
## Rule 31/140: (23.9, lift 16.8)
## PC1 > -0.1603135
## PC3 > -0.01609154
## PC8 > -3.76792
## PC16 <= 0.8572028
## PC18 <= -0.6774741
## PC19 > -1.326658
## -> class 1\|1 [0.960]
##
## Rule 31/141: (22.5, lift 16.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC38 > -0.00330259
## PC51 > 0.2717568
## -> class 1\|1 [0.959]
##
## Rule 31/142: (194.9/7.2, lift 16.7)
## PC1 > -0.1603135
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 > 0.4362774
## PC11 <= 2.611002
## PC12 <= 4.87245
## PC16 <= -1.963041
## PC61 > -0.8899418
## PC94 > -0.0995549
## PC95 > -0.6217793
## -> class 1\|1 [0.958]
##
## Rule 31/143: (15, lift 16.4)
## PC1 > -0.430681
## PC11 <= 2.611002
## PC16 > -2.008449
## PC16 <= -1.963041
## PC88 <= 0.04485212
## -> class 1\|1 [0.941]
##
## Rule 31/144: (61.5/2.8, lift 16.4)
## PC1 > -0.430681
## PC11 <= 2.611002
## PC16 <= -1.963041
## PC44 > -1.972712
## PC94 > 0.3508651
## -> class 1\|1 [0.940]
##
## Rule 31/145: (14.8, lift 16.4)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC24 <= -0.6120089
## PC33 > -0.5413352
## PC35 > -0.2212318
## PC46 > -0.6374976
## PC65 > -0.05023159
## PC77 <= 0.7041603
## -> class 1\|1 [0.940]
##
## Rule 31/146: (14, lift 16.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC97 > 1.535991
## -> class 1\|1 [0.938]
##
## Rule 31/147: (16.1/0.2, lift 16.3)
## PC1 > 25.43189
## PC69 > 0.2200295
## -> class 1\|1 [0.935]
##
## Rule 31/148: (13.1, lift 16.3)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC18 > 0.7362046
## PC68 > -0.3282683
## -> class 1\|1 [0.934]
##
## Rule 31/149: (59.1/3.7, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC35 <= -0.2212318
## -> class 1\|1 [0.924]
##
## Rule 31/150: (6.8, lift 15.5)
## PC2 <= 2.5099
## PC16 <= -1.963041
## PC44 > -1.972712
## PC63 > 1.430998
## -> class 1\|1 [0.886]
##
## Rule 31/151: (10.5/0.5, lift 15.3)
## PC2 > 2.5099
## PC8 <= -4.467375
## PC16 <= 0.9959877
## -> class 1\|1 [0.877]
##
## Rule 31/152: (4.9/0.2, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC55 <= -0.5955569
## -> class 1\|1 [0.826]
##
## Rule 31/153: (65/11, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 0.9959877
## PC38 <= -0.00330259
## -> class 1\|1 [0.821]
##
## Rule 31/154: (49.7/9.3, lift 14.0)
## PC1 > -0.1603135
## PC1 <= 25.43189
## PC3 <= -0.01609154
## PC4 <= 0.6762495
## PC11 <= 5.393445
## PC16 > -1.963041
## PC24 <= -0.1545882
## -> class 1\|1 [0.801]
##
## Rule 31/155: (23.8/6.1, lift 12.6)
## PC1 > 7.923121
## PC1 <= 25.43189
## PC4 <= 0.6762495
## PC8 <= -0.5328313
## PC11 <= 5.393445
## PC24 > -0.1545882
## -> class 1\|1 [0.725]
##
## Rule 31/156: (37.7/12.3, lift 11.6)
## PC1 > -0.430681
## PC10 <= 0.4362774
## PC11 <= 2.611002
## PC16 <= -1.963041
## PC63 <= 1.430998
## PC83 > 0.4200477
## -> class 1\|1 [0.665]
##
## Rule 31/157: (61.7/34.5, lift 7.7)
## PC1 > -0.430681
## PC1 <= -0.1603135
## PC2 <= 2.5099
## PC8 > -0.2376927
## PC12 <= 0.04163058
## -> class 1\|1 [0.443]
##
## Rule 31/158: (121.5, lift 12.7)
## PC5 > 9.772499
## PC14 > -2.026051
## PC16 > -1.963041
## PC18 > -0.6774741
## -> class 1\|2 [0.992]
##
## Rule 31/159: (70.4, lift 12.6)
## PC1 > -0.1603135
## PC8 > -3.76792
## PC48 <= 0.6548464
## PC57 > -1.500745
## PC65 <= -1.472564
## -> class 1\|2 [0.986]
##
## Rule 31/160: (173.3/1.6, lift 12.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC12 <= 2.889639
## PC16 > 0.8572028
## PC18 <= 0.2120996
## PC29 > -0.1696764
## PC34 > -0.6858287
## PC35 <= 0.404033
## PC48 <= 0.3894522
## PC52 > 0.2563742
## PC65 <= 0.5879331
## PC71 <= 1.38327
## PC75 <= 0.9789493
## PC83 <= 0.5933829
## -> class 1\|2 [0.985]
##
## Rule 31/161: (68.7, lift 12.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -4.467375
## PC16 > -0.8953013
## PC16 <= 0.9959877
## PC38 > -0.00330259
## PC51 <= 0.2717568
## PC97 <= 1.535991
## -> class 1\|2 [0.985]
##
## Rule 31/162: (161.3/2.2, lift 12.6)
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC5 > 2.990929
## PC12 <= 2.889639
## PC16 > 0.8572028
## -> class 1\|2 [0.981]
##
## Rule 31/163: (52.5/0.7, lift 12.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC8 > -3.76792
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 > -1.326658
## PC41 <= -0.4068549
## PC48 <= 0.6548464
## -> class 1\|2 [0.969]
##
## Rule 31/164: (86.5/2.2, lift 12.4)
## PC1 > -0.430681
## PC3 <= -0.01609154
## PC8 > -3.76792
## PC11 > 5.393445
## PC79 <= 0.658681
## -> class 1\|2 [0.964]
##
## Rule 31/165: (25.2, lift 12.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC68 > 1.411125
## -> class 1\|2 [0.963]
##
## Rule 31/166: (210.1/7.2, lift 12.3)
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC16 > 0.8572028
## PC18 <= 0.2120996
## PC34 > -0.6858287
## PC52 <= 0.2563742
## PC65 <= 0.339648
## PC74 > -0.7495527
## PC85 > -0.5952991
## PC100 > -0.01451484
## -> class 1\|2 [0.961]
##
## Rule 31/167: (21.5, lift 12.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.76792
## PC48 > 0.6548464
## PC61 <= -0.6613393
## -> class 1\|2 [0.957]
##
## Rule 31/168: (263.9/10.6, lift 12.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -1.571989
## PC16 > 0.9959877
## PC55 > -0.5955569
## PC93 > -0.5394949
## -> class 1\|2 [0.957]
##
## Rule 31/169: (69.2/2.5, lift 12.2)
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC16 > 0.8572028
## PC18 <= 0.2120996
## PC36 > -0.04169409
## PC38 > 0.1093038
## PC48 <= 0.3894522
## PC71 <= 1.38327
## PC75 <= 0.9789493
## PC87 > -0.06414759
## PC100 > -0.01451484
## -> class 1\|2 [0.951]
##
## Rule 31/170: (12.3, lift 11.9)
## PC5 > 12.1829
## PC16 <= -1.963041
## PC95 <= -0.0869053
## -> class 1\|2 [0.930]
##
## Rule 31/171: (10.8, lift 11.8)
## PC2 <= 2.5099
## PC16 <= -1.963041
## PC44 <= -1.972712
## -> class 1\|2 [0.922]
##
## Rule 31/172: (9, lift 11.7)
## PC1 > 1.128336
## PC2 > 2.5099
## PC15 <= -1.571989
## -> class 1\|2 [0.909]
##
## Rule 31/173: (49.2/4.3, lift 11.5)
## PC1 > -0.430681
## PC8 <= -3.76792
## PC19 <= -1.527043
## -> class 1\|2 [0.897]
##
## Rule 31/174: (45.9/5.3, lift 11.1)
## PC1 > -0.430681
## PC8 > -3.76792
## PC11 > 2.611002
## PC16 <= -1.963041
## -> class 1\|2 [0.869]
##
## Rule 31/175: (357.4/46.5, lift 11.1)
## PC1 > -0.1603135
## PC1 <= 25.43189
## PC2 <= 2.5099
## PC12 <= 2.889639
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 <= -1.326658
## PC23 <= 0.04877394
## PC77 > -1.330353
## -> class 1\|2 [0.868]
##
## Rule 31/176: (28.8/4, lift 10.7)
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC12 <= 2.889639
## PC16 > -1.963041
## PC30 <= 0.4536837
## PC46 > 2.391228
## PC48 <= 0.6548464
## PC99 > -0.4568278
## -> class 1\|2 [0.838]
##
## Rule 31/177: (91.3/0.3, lift 15.2)
## PC1 > -0.430681
## PC3 > -0.01609154
## PC5 <= 2.990929
## PC8 > -3.76792
## PC16 > 0.8572028
## PC34 > -0.6858287
## PC48 > 0.3894522
## PC83 <= 0.5933829
## -> class 1\|3 [0.986]
##
## Rule 31/178: (53.7/1, lift 14.9)
## PC1 <= 1.128336
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -1.571989
## PC68 <= 1.411125
## -> class 1\|3 [0.964]
##
## Rule 31/179: (17/0.7, lift 14.0)
## PC1 > -0.1603135
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC16 > -1.963041
## PC19 <= -1.326658
## PC23 <= 0.04877394
## PC66 > 0.5579212
## -> class 1\|3 [0.910]
##
## Rule 31/180: (8.2, lift 13.9)
## PC3 > -0.01609154
## PC19 <= -1.326658
## PC49 <= -1.559507
## -> class 1\|3 [0.902]
##
## Rule 31/181: (32/3.8, lift 13.2)
## PC1 > -0.430681
## PC3 > -0.01609154
## PC8 <= -1.099384
## PC16 <= 0.8572028
## PC19 <= -1.326658
## PC29 <= -0.05536712
## -> class 1\|3 [0.858]
##
## Rule 31/182: (56.4/17, lift 10.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC93 <= -0.5394949
## -> class 1\|3 [0.691]
##
## Rule 31/183: (5039.5/3836.8, lift 3.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.239]
##
## Rule 31/184: (332.6, lift 15.0)
## PC8 > 1.706811
## PC19 <= -1.294458
## PC27 > -0.7038797
## PC36 > -0.2906993
## PC40 > -0.6133035
## PC41 <= 1.617613
## PC46 <= 1.171234
## PC47 > -1.279669
## PC52 <= 0.2286334
## PC59 <= 0.2858767
## PC70 <= 0.1566341
## PC84 > -0.2054339
## -> class 2\|0 [0.997]
##
## Rule 31/185: (198.8, lift 14.9)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC12 > -0.5527602
## PC21 > -0.1701935
## PC34 <= -0.2715235
## PC36 > -0.2906993
## PC59 <= 0.2858767
## -> class 2\|0 [0.995]
##
## Rule 31/186: (180.8, lift 14.9)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC9 <= 3.05019
## PC12 > -1.251273
## PC21 > -0.1701935
## PC32 > 1.272194
## -> class 2\|0 [0.995]
##
## Rule 31/187: (374.2/5.3, lift 14.8)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC10 <= 0.3313117
## PC12 > -0.5527602
## PC16 <= 0.5831272
## PC21 > -0.1701935
## PC27 > -0.7038797
## PC36 > -0.2906993
## PC40 > -0.6133035
## PC59 <= 0.2858767
## PC70 <= 0.1566341
## PC74 > -0.1706181
## -> class 2\|0 [0.983]
##
## Rule 31/188: (315.3/7.7, lift 14.6)
## PC8 > 4.593067
## PC12 > -1.251273
## PC17 > -0.7044799
## PC21 > -0.1701935
## PC59 <= 0.2858767
## PC85 <= 1.262518
## -> class 2\|0 [0.973]
##
## Rule 31/189: (71.8/1.4, lift 14.5)
## PC1 > -0.1603135
## PC3 <= -0.01609154
## PC8 > -0.5328313
## PC9 <= -0.4910594
## PC24 > -0.1545882
## PC62 <= 0.1337718
## PC71 > -0.7803868
## -> class 2\|0 [0.968]
##
## Rule 31/190: (324/10.7, lift 14.5)
## PC8 > 1.706811
## PC10 <= 0.3313117
## PC12 > -0.5527602
## PC21 > 1.193714
## PC46 <= 1.171234
## PC52 <= 0.2286334
## PC59 <= 0.2858767
## PC70 <= 0.1566341
## PC84 > -0.2054339
## -> class 2\|0 [0.964]
##
## Rule 31/191: (94.6/2.8, lift 14.4)
## PC8 > 5.797413
## PC12 > -1.251273
## PC21 > -0.1701935
## PC88 > -0.4269749
## -> class 2\|0 [0.961]
##
## Rule 31/192: (20.6, lift 14.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC44 > 0.8688231
## PC83 <= -0.4805476
## PC97 <= 1.36345
## -> class 2\|0 [0.956]
##
## Rule 31/193: (13.9, lift 14.1)
## PC1 > -0.430681
## PC1 <= -0.3213688
## PC2 <= 2.5099
## PC8 > -0.2376927
## PC41 <= 0.7198779
## PC73 <= 0.155719
## -> class 2\|0 [0.937]
##
## Rule 31/194: (27.2/1.1, lift 13.9)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC17 > 0.4994554
## PC21 > -0.1701935
## PC88 > -0.4269749
## -> class 2\|0 [0.927]
##
## Rule 31/195: (11.2, lift 13.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC21 > -0.1701935
## PC30 <= -0.4688632
## -> class 2\|0 [0.924]
##
## Rule 31/196: (9.2, lift 13.6)
## PC2 <= 2.5099
## PC8 > 1.706811
## PC12 > -1.251273
## PC21 > -0.1701935
## PC31 <= -0.4652129
## PC70 > 0.1566341
## -> class 2\|0 [0.903]
##
## Rule 31/197: (23.1/4.4, lift 11.8)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC12 <= -1.251273
## PC21 > -0.1701935
## PC44 <= -1.792768
## -> class 2\|0 [0.786]
##
## Rule 31/198: (133.4/1.2, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC12 > -2.818297
## PC22 > -0.7480259
## PC31 > -1.120177
## PC79 <= -0.04100212
## -> class 2\|1 [0.984]
##
## Rule 31/199: (60.7, lift 9.9)
## PC1 > -0.1603135
## PC3 <= -0.01609154
## PC8 > -0.5328313
## PC21 > -0.1042888
## PC71 <= -0.7803868
## -> class 2\|1 [0.984]
##
## Rule 31/200: (52.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.929983
## PC28 <= -0.1979612
## -> class 2\|1 [0.982]
##
## Rule 31/201: (35.8, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.929983
## PC12 > 5.58542
## -> class 2\|1 [0.974]
##
## Rule 31/202: (161.9/3.4, lift 9.8)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC8 <= 4.593067
## PC12 <= -0.5527602
## PC21 > -0.1701935
## PC32 <= 1.272194
## PC59 <= 0.2858767
## -> class 2\|1 [0.973]
##
## Rule 31/203: (35.6, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.5297391
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC20 <= -0.4858679
## PC35 <= 1.154362
## PC60 > 0.3489784
## PC100 <= 3.830744
## -> class 2\|1 [0.973]
##
## Rule 31/204: (21.9, lift 9.6)
## PC1 <= -0.430681
## PC8 > 4.593067
## PC31 <= -0.9754815
## -> class 2\|1 [0.958]
##
## Rule 31/205: (20.3, lift 9.6)
## PC1 > -0.430681
## PC1 <= -0.1603135
## PC2 <= 2.5099
## PC12 <= 0.04163058
## PC60 <= -0.5700263
## -> class 2\|1 [0.955]
##
## Rule 31/206: (17.9, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC19 <= -1.294458
## PC41 > 1.617613
## PC85 <= 1.262518
## -> class 2\|1 [0.950]
##
## Rule 31/207: (36.7/1, lift 9.5)
## PC1 > -0.430681
## PC1 <= 25.43189
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC4 <= 0.6762495
## PC8 > -0.5328313
## PC24 > -0.1545882
## PC62 > 0.1337718
## -> class 2\|1 [0.949]
##
## Rule 31/208: (16.1, lift 9.5)
## PC1 > -0.430681
## PC1 <= -0.1603135
## PC12 > 0.04163058
## PC41 > 0.7198779
## -> class 2\|1 [0.944]
##
## Rule 31/209: (21.2/0.4, lift 9.4)
## PC2 <= 2.5099
## PC6 <= -0.5297391
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC35 <= 1.154362
## PC60 > 0.3489784
## PC68 > 2.125539
## -> class 2\|1 [0.941]
##
## Rule 31/210: (197.2/14.1, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC22 <= -0.7480259
## PC61 <= -0.03505493
## PC98 > 0.06901895
## PC100 > -0.2347182
## -> class 2\|1 [0.924]
##
## Rule 31/211: (9.9, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.5297391
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC20 > -0.4858679
## PC60 > 0.3489784
## PC69 <= -0.2883855
## -> class 2\|1 [0.913]
##
## Rule 31/212: (21.8/1.4, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.5297391
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC35 <= 1.154362
## PC45 > 0.3485494
## PC60 > 0.3489784
## -> class 2\|1 [0.901]
##
## Rule 31/213: (32.6/2.9, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC22 <= -0.7480259
## PC59 <= -0.3023128
## -> class 2\|1 [0.889]
##
## Rule 31/214: (4.8, lift 8.6)
## PC1 <= -0.430681
## PC2 <= -5.427376
## PC8 > -3.393956
## PC32 > 1.947536
## -> class 2\|1 [0.854]
##
## Rule 31/215: (18.8/3.8, lift 7.7)
## PC2 <= 2.5099
## PC8 > -0.04712294
## PC8 <= 0.05561064
## PC21 > 1.559848
## -> class 2\|1 [0.768]
##
## Rule 31/216: (25/6.2, lift 7.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.929983
## PC100 > 3.830744
## -> class 2\|1 [0.734]
##
## Rule 31/217: (10.8/2.8, lift 7.1)
## PC1 <= -0.430681
## PC3 > 0.007217454
## PC6 <= -0.5297391
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC35 <= 1.154362
## -> class 2\|1 [0.705]
##
## Rule 31/218: (22.2/7.1, lift 6.7)
## PC2 <= 2.5099
## PC8 > -1.929983
## PC45 <= 0.3298274
## PC60 <= 0.3489784
## PC77 <= -3.442439
## -> class 2\|1 [0.665]
##
## Rule 31/219: (3003.8/1431.4, lift 5.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## -> class 2\|1 [0.523]
##
## Rule 31/220: (105.9, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC22 <= -0.7480259
## PC32 <= 0.6054547
## PC59 > -0.3023128
## PC61 > -0.03505493
## PC71 <= 0.4057996
## -> class 2\|2 [0.991]
##
## Rule 31/221: (124.8/2, lift 11.1)
## PC2 <= 2.5099
## PC3 > -1.505151
## PC5 > 0.1779436
## PC8 > -3.393956
## PC8 <= 0.05561064
## PC19 > -2.848473
## PC21 <= -1.355879
## PC33 <= 0.3241459
## PC46 > -0.4817809
## -> class 2\|2 [0.976]
##
## Rule 31/222: (423.2/14.4, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.640187
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC10 > -0.2906615
## PC15 > -2.639711
## PC15 <= 3.89344
## PC21 <= 1.559848
## PC28 > -0.1979612
## PC45 <= 0.3298274
## PC46 > -0.1679086
## PC60 <= 0.04692408
## PC77 > -3.442439
## -> class 2\|2 [0.964]
##
## Rule 31/223: (57.9/1.2, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.04712294
## PC21 > 1.559848
## PC60 <= 0.2262723
## PC77 > -3.442439
## -> class 2\|2 [0.963]
##
## Rule 31/224: (24.4, lift 10.9)
## PC8 > -3.393956
## PC8 <= -1.929983
## PC9 > 12.34091
## PC32 <= 1.947536
## -> class 2\|2 [0.962]
##
## Rule 31/225: (21.1, lift 10.9)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.929983
## PC32 <= 1.947536
## PC100 <= -3.1736
## -> class 2\|2 [0.957]
##
## Rule 31/226: (150.9/6.1, lift 10.8)
## PC1 <= -2.425225
## PC5 > 0.1779436
## PC8 > -3.393956
## PC8 <= -1.929983
## PC12 <= 4.993318
## PC19 > -2.848473
## PC25 <= 0.259551
## PC33 <= 0.3241459
## PC44 <= 0.261892
## PC46 > -0.4817809
## PC53 <= 1.131412
## PC58 > -0.6270184
## PC62 > -0.4826386
## PC72 > -1.285972
## PC74 <= 0.8261028
## -> class 2\|2 [0.953]
##
## Rule 31/227: (208.1/9.3, lift 10.8)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC22 <= -0.7480259
## PC32 <= 0.6054547
## PC44 <= 0.8688231
## PC59 > -0.3023128
## PC71 <= 0.4057996
## PC88 <= 0.4115615
## PC98 <= 0.06901895
## -> class 2\|2 [0.951]
##
## Rule 31/228: (18.5, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC26 <= 2.436941
## PC28 > -0.1979612
## PC42 > 1.468734
## PC60 > 0.3489784
## PC100 <= 3.830744
## -> class 2\|2 [0.951]
##
## Rule 31/229: (342.1/17.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.640187
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC10 > -0.2906615
## PC15 > -2.639711
## PC15 <= 3.89344
## PC16 <= 0.9558718
## PC22 > -1.720898
## PC45 <= 0.3298274
## PC46 > -0.1679086
## PC60 <= 0.3489784
## PC83 > -0.7477797
## PC89 > -0.3295882
## PC100 <= 3.830744
## -> class 2\|2 [0.946]
##
## Rule 31/230: (326.8/18, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.640187
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC10 > -0.2906615
## PC15 <= 3.89344
## PC19 > -0.1388253
## PC21 <= 1.559848
## PC31 <= 1.560445
## PC58 > -0.1572946
## PC60 <= 0.3489784
## PC77 > -3.442439
## PC92 <= 0.1720645
## -> class 2\|2 [0.942]
##
## Rule 31/231: (102.7/5.5, lift 10.6)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC22 <= -0.7480259
## PC32 <= 0.6054547
## PC44 <= 0.8688231
## PC59 > -0.3023128
## PC71 <= 0.4057996
## PC100 <= -0.2347182
## -> class 2\|2 [0.938]
##
## Rule 31/232: (116.6/7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 <= 1.706811
## PC40 <= -1.179988
## PC44 <= 0.8688231
## PC62 > -1.215328
## PC79 > -0.04100212
## PC85 > -1.504104
## -> class 2\|2 [0.933]
##
## Rule 31/233: (13, lift 10.6)
## PC1 > -2.425225
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 > 0.1779436
## PC8 > -3.393956
## PC8 <= -1.929983
## PC19 > -2.848473
## PC36 <= -0.2200289
## -> class 2\|2 [0.933]
##
## Rule 31/234: (74.1/4.6, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC12 <= -2.818297
## PC44 <= 0.8688231
## -> class 2\|2 [0.927]
##
## Rule 31/235: (103.8/6.7, lift 10.5)
## PC1 <= -1.70933
## PC4 > -0.3760047
## PC6 <= -0.5297391
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC20 > -0.4858679
## PC35 <= 1.154362
## PC45 <= 0.3485494
## PC57 <= 1.023733
## PC60 > 0.3489784
## PC68 <= 2.125539
## PC69 > -0.2883855
## PC83 > -1.073892
## PC97 > -0.9251474
## -> class 2\|2 [0.927]
##
## Rule 31/236: (40.1/2.2, lift 10.5)
## PC1 <= -0.430681
## PC5 > 0.1779436
## PC8 > -3.393956
## PC8 <= -1.929983
## PC32 <= 1.947536
## PC33 <= 0.3241459
## PC86 > 0.6842633
## -> class 2\|2 [0.923]
##
## Rule 31/237: (42/2.5, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.5297391
## PC8 > -1.225654
## PC8 <= 0.05561064
## PC10 > -0.3256498
## PC26 <= 2.436941
## PC60 > 0.3489784
## PC80 > -0.4681124
## PC85 <= 0.2557528
## -> class 2\|2 [0.921]
##
## Rule 31/238: (27.6/1.8, lift 10.3)
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC9 <= -2.627024
## PC43 <= -0.1259129
## -> class 2\|2 [0.905]
##
## Rule 31/239: (7.6, lift 10.2)
## PC1 > -0.430681
## PC1 <= 25.43189
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC4 <= 0.6762495
## PC8 > -0.5328313
## PC9 > -0.4910594
## PC24 > -0.1545882
## PC62 <= 0.1337718
## -> class 2\|2 [0.896]
##
## Rule 31/240: (7.5, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC23 > 1.22015
## PC44 > 0.8688231
## PC83 > -0.4805476
## -> class 2\|2 [0.895]
##
## Rule 31/241: (56.6/6.7, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC21 <= -0.1701935
## PC40 <= -1.644845
## -> class 2\|2 [0.869]
##
## Rule 31/242: (19.4/2, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= 0.05561064
## PC12 <= 5.58542
## PC47 > 1.536644
## -> class 2\|2 [0.860]
##
## Rule 31/243: (11.9/1, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC40 > -1.179988
## PC43 <= -2.675616
## PC79 > -0.04100212
## -> class 2\|2 [0.853]
##
## Rule 31/244: (6.4/0.3, lift 9.6)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 <= -0.1701935
## PC93 > 0.6464217
## -> class 2\|2 [0.850]
##
## Rule 31/245: (23.8/4.2, lift 9.1)
## PC1 <= -0.430681
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC31 <= -1.120177
## PC44 <= 0.8688231
## PC62 > -1.215328
## PC85 > -1.504104
## -> class 2\|2 [0.798]
##
## Rule 31/246: (87.8/17.8, lift 9.0)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC9 > -2.627024
## PC40 > -1.179988
## PC43 <= -0.1259129
## PC47 <= -0.06518489
## PC62 > -1.215328
## PC68 > -0.5463692
## -> class 2\|2 [0.791]
##
## Rule 31/247: (24.7/4.7, lift 8.9)
## PC2 <= -1.025067
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC44 <= 0.8688231
## PC85 <= -1.504104
## -> class 2\|2 [0.787]
##
## Rule 31/248: (9.5/2.1, lift 8.3)
## PC1 <= -0.430681
## PC3 <= -1.505151
## PC8 > -3.393956
## PC8 <= -1.929983
## -> class 2\|2 [0.733]
##
## Rule 31/249: (15.8/4.1, lift 8.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC8 > -0.5328313
## PC16 > -1.963041
## PC21 <= -0.1042888
## PC71 <= -0.7803868
## -> class 2\|2 [0.716]
##
## Rule 31/250: (10.8/4.3, lift 6.6)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC12 > -1.251273
## PC17 <= -0.7044799
## -> class 2\|2 [0.586]
##
## Rule 31/251: (953/489.1, lift 5.5)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > 0.05561064
## PC8 <= 1.706811
## PC44 <= 0.8688231
## PC97 <= 1.36345
## -> class 2\|2 [0.487]
##
## Rule 31/252: (334.8/273.6, lift 2.1)
## PC1 <= -0.430681
## PC5 > 0.1779436
## PC8 <= -1.929983
## PC29 > 0.1373094
## -> class 2\|2 [0.185]
##
## Rule 31/253: (66.5, lift 9.1)
## PC8 <= -1.929983
## PC12 > 4.993318
## PC32 <= 1.947536
## -> class 2\|3 [0.985]
##
## Rule 31/254: (117.5/1, lift 9.0)
## PC1 <= -0.430681
## PC3 > -1.505151
## PC5 > 0.1779436
## PC8 > -3.393956
## PC8 <= -1.929983
## PC9 <= 12.34091
## PC33 > 0.3241459
## PC100 > -3.1736
## -> class 2\|3 [0.983]
##
## Rule 31/255: (112.2/1, lift 9.0)
## PC1 <= -0.430681
## PC5 > 0.1779436
## PC8 > -3.393956
## PC8 <= -1.929983
## PC9 <= 12.34091
## PC19 > -2.848473
## PC32 <= 1.947536
## PC46 <= -0.4817809
## PC100 > -3.1736
## -> class 2\|3 [0.982]
##
## Rule 31/256: (51.8, lift 9.0)
## PC1 <= -0.430681
## PC8 <= -1.929983
## PC36 <= 0.2752226
## PC45 <= 0.06926441
## PC53 > 1.260557
## PC85 <= 0.6620975
## -> class 2\|3 [0.981]
##
## Rule 31/257: (37.3, lift 9.0)
## PC1 <= -2.425225
## PC8 > -3.393956
## PC8 <= -1.929983
## PC58 <= -0.6270184
## -> class 2\|3 [0.975]
##
## Rule 31/258: (75/1, lift 8.9)
## PC1 <= -2.425225
## PC3 > -1.505151
## PC8 > -3.393956
## PC8 <= -1.929983
## PC19 > -2.848473
## PC32 <= 1.947536
## PC44 > 0.261892
## PC62 > -0.4826386
## PC100 > -3.1736
## -> class 2\|3 [0.974]
##
## Rule 31/259: (32.1, lift 8.9)
## PC1 > -0.430681
## PC1 <= -0.1603135
## PC2 <= 2.5099
## PC8 <= -0.2376927
## PC18 > -0.2446704
## PC27 <= 0.1304396
## PC41 <= 0.9981751
## -> class 2\|3 [0.969]
##
## Rule 31/260: (30.2, lift 8.9)
## PC2 <= 2.5099
## PC3 > -1.505151
## PC8 <= -1.929983
## PC9 <= 12.34091
## PC25 > 0.259551
## PC32 <= 1.947536
## PC62 > -0.4826386
## -> class 2\|3 [0.969]
##
## Rule 31/261: (28.6/0.6, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.05561064
## PC97 > 1.36345
## -> class 2\|3 [0.949]
##
## Rule 31/262: (21.4/0.2, lift 8.7)
## PC2 <= 2.5099
## PC8 <= 0.05561064
## PC28 > -0.1979612
## PC46 > -0.1679086
## PC60 > 0.04692408
## PC60 <= 0.3489784
## PC83 > -0.7477797
## PC89 <= -0.3295882
## -> class 2\|3 [0.948]
##
## Rule 31/263: (317.1/16.7, lift 8.7)
## PC8 <= -3.393956
## PC19 > 0.463954
## PC20 > -0.3000066
## PC24 > -0.04191901
## PC66 <= 0.1058068
## PC85 <= 0.6620975
## PC94 <= 0.5393641
## -> class 2\|3 [0.944]
##
## Rule 31/264: (8.8/0.2, lift 8.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC3 <= 0.3151459
## PC16 > 0.8572028
## -> class 2\|3 [0.885]
##
## Rule 31/265: (53.2/16.1, lift 6.3)
## PC1 > -0.1603135
## PC1 <= 7.923121
## PC3 <= -0.01609154
## PC4 <= 0.6762495
## PC8 > -3.76792
## PC8 <= -0.5328313
## PC11 <= 5.393445
## PC58 > -0.4834135
## -> class 2\|3 [0.691]
##
## Rule 31/266: (1266.8/608.2, lift 4.8)
## PC2 <= 2.5099
## PC8 <= -3.76792
## -> class 2\|3 [0.520]
##
## Rule 31/267: (184.2/94.4, lift 4.5)
## PC1 > -0.1603135
## PC2 <= 2.5099
## PC9 <= -0.4087924
## PC16 > -1.963041
## PC16 <= 0.8572028
## PC19 > -1.326658
## PC48 <= 0.6548464
## -> class 2\|3 [0.487]
##
## Rule 31/268: (11939/9768.9, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.182]
##
## Rule 31/269: (102.5/0.6, lift 23.1)
## PC8 <= -3.393956
## PC19 <= 0.463954
## PC31 <= 1.336168
## PC44 > 0.8599885
## PC45 <= 0.06926441
## PC46 <= 0.413817
## PC94 <= 0.8244115
## -> class 2\|4 [0.985]
##
## Rule 31/270: (60.5, lift 23.1)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -1.929983
## PC19 <= -2.848473
## PC56 <= -0.06125976
## -> class 2\|4 [0.984]
##
## Rule 31/271: (121/1.1, lift 23.0)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC46 <= 0.413817
## PC51 > -0.1609714
## PC85 > 0.6620975
## -> class 2\|4 [0.983]
##
## Rule 31/272: (54.1, lift 23.0)
## PC1 <= -0.430681
## PC8 <= -1.929983
## PC19 <= -2.848473
## PC31 > -0.02216431
## -> class 2\|4 [0.982]
##
## Rule 31/273: (74.1/0.4, lift 23.0)
## PC8 <= -3.393956
## PC12 > -0.5185459
## PC19 <= 0.463954
## PC36 <= 0.2752226
## PC45 > 0.06926441
## PC46 <= 0.413817
## PC61 > 0.2316227
## -> class 2\|4 [0.982]
##
## Rule 31/274: (193.4/3.1, lift 22.9)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC19 <= 0.463954
## PC23 <= 2.4207
## PC31 <= 1.336168
## PC36 <= 0.2752226
## PC45 <= 0.06926441
## PC46 <= 0.413817
## PC49 <= 0.1067075
## PC53 <= 1.260557
## PC85 <= 0.6620975
## PC94 <= 0.8244115
## -> class 2\|4 [0.979]
##
## Rule 31/275: (39.3, lift 22.9)
## PC1 > -0.1603135
## PC2 <= 2.5099
## PC8 <= -3.76792
## PC89 <= -0.3981536
## -> class 2\|4 [0.976]
##
## Rule 31/276: (44.3/0.5, lift 22.7)
## PC2 <= 2.5099
## PC8 <= -1.929983
## PC16 <= -0.1888265
## PC20 <= -0.3000066
## PC43 > -0.1371589
## PC66 <= 0.1058068
## -> class 2\|4 [0.968]
##
## Rule 31/277: (38/0.4, lift 22.6)
## PC1 <= -0.430681
## PC8 <= -1.929983
## PC16 <= -0.1888265
## PC19 > 0.463954
## PC43 > -0.1371589
## PC66 > 0.1058068
## -> class 2\|4 [0.965]
##
## Rule 31/278: (26.2, lift 22.6)
## PC1 <= -2.425225
## PC5 > 0.1779436
## PC8 > -3.393956
## PC8 <= -1.929983
## PC9 <= 12.34091
## PC16 > -0.9938945
## PC33 <= 0.3241459
## PC62 <= -0.4826386
## PC79 <= 0.004543865
## -> class 2\|4 [0.964]
##
## Rule 31/279: (114.8/4.1, lift 22.4)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC16 <= -0.1888265
## PC24 <= -0.04191901
## PC43 > -0.1371589
## -> class 2\|4 [0.956]
##
## Rule 31/280: (20.4, lift 22.4)
## PC1 > -0.430681
## PC8 <= -3.76792
## PC19 > -1.527043
## PC35 <= -1.000107
## -> class 2\|4 [0.955]
##
## Rule 31/281: (17.9, lift 22.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 <= 0.1779436
## PC8 <= -1.929983
## PC32 <= 1.947536
## PC45 > 0.4309001
## -> class 2\|4 [0.950]
##
## Rule 31/282: (9.6, lift 21.4)
## PC1 > -0.430681
## PC3 <= -0.01609154
## PC4 <= 0.6762495
## PC8 <= -0.5328313
## PC11 <= 5.393445
## PC24 > -0.1545882
## PC58 <= -0.4834135
## -> class 2\|4 [0.914]
##
## Rule 31/283: (41.2/3.9, lift 20.8)
## PC1 > -0.430681
## PC1 <= -0.1603135
## PC2 <= 2.5099
## PC8 <= -0.2376927
## PC27 > 0.1304396
## PC45 > -0.2961768
## -> class 2\|4 [0.886]
##
## Rule 31/284: (13.7/1.4, lift 19.9)
## PC1 <= -0.430681
## PC6 > -0.5297391
## PC8 > -1.929983
## PC26 > 2.436941
## PC60 > 0.3489784
## -> class 2\|4 [0.848]
##
## Rule 31/285: (4.1, lift 19.6)
## PC1 <= -0.430681
## PC6 > -0.5297391
## PC19 <= -4.698012
## -> class 2\|4 [0.836]
##
## Rule 31/286: (43.7/6.7, lift 19.5)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC19 > 0.463954
## PC46 <= 0.413817
## PC85 <= 0.6620975
## PC94 > 0.5393641
## -> class 2\|4 [0.832]
##
## Rule 31/287: (86.6/15.7, lift 19.0)
## PC5 <= 0.1779436
## PC8 <= -1.947681
## PC19 > -2.848473
## PC85 > 0.7277512
## -> class 2\|4 [0.811]
##
## Rule 31/288: (51.6/11.3, lift 18.1)
## PC1 > -0.1603135
## PC2 <= 2.5099
## PC8 <= -3.76792
## PC19 > -1.527043
## PC88 <= -0.1302425
## -> class 2\|4 [0.771]
##
## Rule 31/289: (22.5/6.5, lift 16.3)
## PC1 <= -0.430681
## PC8 > -1.947681
## PC8 <= -1.929983
## PC19 > -2.848473
## -> class 2\|4 [0.695]
##
## Default class: 2\|3
##
## ----- Trial 32: -----
##
## Rules:
##
## Rule 32/1: (103.7/0.7, lift 16.4)
## PC2 <= 6.632227
## PC13 <= 5.682852
## PC18 > 2.052136
## PC33 <= 3.156666
## PC35 <= 0.5582652
## PC80 <= -0.4806385
## -> class 0\|0 [0.984]
##
## Rule 32/2: (107.8/1.6, lift 16.3)
## PC2 <= 6.632227
## PC18 > 2.052136
## PC33 <= 3.156666
## PC35 <= 0.5582652
## PC40 > -2.748798
## PC87 <= 0.276884
## PC92 <= -0.7213094
## -> class 0\|0 [0.977]
##
## Rule 32/3: (186.5/3.9, lift 16.3)
## PC13 <= 5.682852
## PC18 > 2.052136
## PC19 <= 0.04222678
## PC24 <= -2.807883
## PC28 <= 2.92149
## PC33 <= 3.156666
## PC35 <= 0.5582652
## -> class 0\|0 [0.974]
##
## Rule 32/4: (36.8/0.3, lift 16.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.682852
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC29 <= 3.014236
## PC40 > -2.748798
## PC42 > -3.974739
## PC46 > 0.3982618
## PC71 <= 0.5660325
## PC77 > -0.1469049
## PC86 <= 0.6310671
## PC98 > 0.2284441
## -> class 0\|0 [0.967]
##
## Rule 32/5: (28.5, lift 16.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC71 <= 0.5660325
## PC78 > -0.1692409
## PC83 <= -0.6756172
## PC87 <= 0.04421415
## -> class 0\|0 [0.966]
##
## Rule 32/6: (18.6, lift 15.9)
## PC10 <= -2.418985
## PC14 <= -0.7352768
## PC18 > -0.4683644
## -> class 0\|0 [0.951]
##
## Rule 32/7: (19.6/0.2, lift 15.8)
## PC2 > 2.5099
## PC13 <= 5.682852
## PC18 > -0.4683644
## PC20 > -4.604566
## PC30 > -3.055781
## PC77 > -0.1469049
## PC86 <= 0.6310671
## PC87 <= 0.04421415
## PC98 <= -1.099657
## -> class 0\|0 [0.944]
##
## Rule 32/8: (12.1, lift 15.5)
## PC13 > 5.682852
## PC13 <= 12.537
## PC18 > 2.798275
## PC31 > 0.1783828
## PC94 <= 1.731238
## -> class 0\|0 [0.929]
##
## Rule 32/9: (38.1/2.3, lift 15.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.682852
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC23 <= -0.2210618
## PC46 <= 0.3982618
## PC51 <= 0.8631293
## PC71 <= 0.5660325
## PC77 > -0.1469049
## PC78 > -0.1692409
## PC86 <= 0.6310671
## PC87 <= 0.04421415
## PC90 > -1.669108
## -> class 0\|0 [0.917]
##
## Rule 32/10: (33.7/2.6, lift 15.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -0.4683644
## PC18 <= 2.052136
## -> class 0\|0 [0.898]
##
## Rule 32/11: (15/1.4, lift 14.4)
## PC2 > 2.5099
## PC14 > -0.7352768
## PC18 > -0.4683644
## PC44 > 2.092405
## PC71 <= 0.5660325
## PC72 > -2.772385
## PC77 > -0.1469049
## PC86 <= 4.257531
## -> class 0\|0 [0.860]
##
## Rule 32/12: (3.9, lift 13.8)
## PC13 > 5.682852
## PC18 > 2.798275
## PC37 <= -0.4131722
## PC42 > -3.974739
## -> class 0\|0 [0.829]
##
## Rule 32/13: (14.1/3.5, lift 12.0)
## PC13 > 5.682852
## PC13 <= 12.537
## PC18 > 2.798275
## PC94 <= 1.731238
## PC100 > 0.9986106
## -> class 0\|0 [0.721]
##
## Rule 32/14: (1489.3/617.9, lift 9.8)
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > 2.052136
## PC20 > -4.604566
## PC28 <= 2.92149
## -> class 0\|0 [0.585]
##
## Rule 32/15: (74.8, lift 11.8)
## PC2 > 2.5099
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > 2.052136
## PC35 > 0.5582652
## -> class 0\|1 [0.987]
##
## Rule 32/16: (97.4/0.4, lift 11.8)
## PC14 > -0.7352768
## PC18 > 2.052136
## PC24 > -2.807883
## PC29 > -1.16093
## PC32 <= 0.576799
## PC48 <= 0.4995662
## PC68 <= 1.184043
## PC80 > -0.4806385
## PC87 > 0.276884
## -> class 0\|1 [0.986]
##
## Rule 32/17: (65.8, lift 11.8)
## PC2 > 2.5099
## PC2 <= 6.632227
## PC3 <= 1.640775
## PC7 > 0.7107105
## PC14 > -0.7352768
## PC17 > 0.3553725
## PC18 > -0.4683644
## PC18 <= 2.761912
## PC96 <= 1.044323
## -> class 0\|1 [0.985]
##
## Rule 32/18: (66.5, lift 11.8)
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > 2.052136
## PC18 <= 2.761912
## PC24 > -2.807883
## PC40 > 0.364882
## PC48 <= 0.4140876
## PC80 > -0.4806385
## PC92 > -0.7213094
## -> class 0\|1 [0.985]
##
## Rule 32/19: (61.2, lift 11.8)
## PC18 > 2.052136
## PC28 <= 2.92149
## PC29 > -2.469304
## PC40 > -2.748798
## PC48 <= 0.4140876
## PC55 <= -0.4932779
## -> class 0\|1 [0.984]
##
## Rule 32/20: (154.6/2.3, lift 11.7)
## PC2 > 2.5099
## PC3 <= -0.8029051
## PC11 <= 0.04281108
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC17 > 0.3553725
## PC24 > -2.807883
## PC32 > -0.7586462
## PC36 <= 2.526415
## PC48 <= 0.4140876
## PC76 > -0.2430445
## PC80 > -0.4806385
## PC96 <= 1.044323
## PC97 > 0.1312201
## -> class 0\|1 [0.979]
##
## Rule 32/21: (173.5/3.3, lift 11.7)
## PC2 > 6.632227
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > 2.052136
## PC24 > -2.807883
## PC33 <= 2.263268
## PC40 > -2.748798
## PC75 <= 0.240147
## -> class 0\|1 [0.975]
##
## Rule 32/22: (32.6, lift 11.6)
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > 2.052136
## PC24 > -2.807883
## PC40 > -2.748798
## PC80 > 0.5679721
## PC96 <= 1.044323
## -> class 0\|1 [0.971]
##
## Rule 32/23: (96.1/2.1, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7654072
## PC15 > -0.5219083
## PC18 <= -0.4683644
## PC20 > -3.549603
## PC25 <= 0.548264
## PC99 > -0.04963158
## -> class 0\|1 [0.969]
##
## Rule 32/24: (28.3, lift 11.6)
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > 2.052136
## PC24 > -2.807883
## PC26 > 0.8562506
## -> class 0\|1 [0.967]
##
## Rule 32/25: (252.6/9.4, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC23 > -0.2210618
## PC44 <= 2.092405
## PC46 <= 0.3982618
## PC51 <= 0.8631293
## PC77 > -0.1469049
## PC78 > -0.1692409
## PC83 > -0.6756172
## PC86 <= 0.6310671
## PC90 > -1.669108
## PC98 > -1.099657
## -> class 0\|1 [0.959]
##
## Rule 32/26: (79.7/2.8, lift 11.4)
## PC13 > 5.682852
## PC13 <= 12.537
## PC18 > 2.798275
## PC20 > -4.604566
## PC31 <= 0.1783828
## PC37 > -0.4131722
## PC72 <= 0.7516389
## PC94 <= 1.731238
## PC100 <= 0.9986106
## -> class 0\|1 [0.954]
##
## Rule 32/27: (50.4/1.7, lift 11.3)
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC70 <= 2.60459
## PC77 <= 1.9801
## PC78 > 2.786675
## -> class 0\|1 [0.948]
##
## Rule 32/28: (17.1, lift 11.4)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC18 <= 2.798275
## PC33 > 4.183145
## PC86 <= 4.257531
## -> class 0\|1 [0.948]
##
## Rule 32/29: (15.5, lift 11.3)
## PC2 > 2.5099
## PC18 > 2.052136
## PC19 > 0.04222678
## PC24 <= -2.807883
## PC30 > -3.055781
## -> class 0\|1 [0.943]
##
## Rule 32/30: (30.9/0.9, lift 11.3)
## PC2 > 2.5099
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > 2.052136
## PC33 > 3.156666
## -> class 0\|1 [0.941]
##
## Rule 32/31: (82.7/4.1, lift 11.3)
## PC13 <= 5.682852
## PC17 <= 0.3553725
## PC18 > 2.052136
## PC19 > -0.1887696
## PC24 > -2.807883
## PC62 <= 0.2575542
## PC80 > -0.4806385
## PC92 > -0.7213094
## PC96 <= 1.044323
## -> class 0\|1 [0.939]
##
## Rule 32/32: (93.9/10.6, lift 10.5)
## PC13 <= 5.682852
## PC18 > 2.052136
## PC20 > -4.604566
## PC24 > -2.807883
## PC48 <= 0.4140876
## PC80 > -0.4806385
## PC89 > 0.3894147
## PC92 > -0.7213094
## PC96 <= 1.044323
## -> class 0\|1 [0.879]
##
## Rule 32/33: (34.9/4.6, lift 10.2)
## PC13 <= 5.682852
## PC18 > 2.052136
## PC24 > -2.807883
## PC28 <= 2.92149
## PC59 <= -1.972666
## PC72 > -2.772385
## PC80 > -0.4806385
## PC87 <= 0.276884
## -> class 0\|1 [0.848]
##
## Rule 32/34: (16.3/2.8, lift 9.5)
## PC4 <= 7.788401
## PC10 <= -2.257987
## PC14 > -1.034885
## PC18 <= -0.4683644
## PC20 > -3.808707
## PC38 <= 1.509924
## PC61 <= -0.5566529
## -> class 0\|1 [0.794]
##
## Rule 32/35: (1045.8/313.7, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.604566
## PC40 > -2.748798
## PC72 > -2.772385
## PC86 <= 4.257531
## PC90 > -1.669108
## -> class 0\|1 [0.700]
##
## Rule 32/36: (44.7/15.7, lift 7.7)
## PC7 > -0.7654072
## PC10 <= -6.299334
## PC18 <= -0.4683644
## PC28 <= -0.05898223
## -> class 0\|1 [0.642]
##
## Rule 32/37: (49.1, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.682852
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.604566
## PC51 > 0.8631293
## PC77 > -0.1469049
## -> class 0\|2 [0.980]
##
## Rule 32/38: (100.7/1.4, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -0.6377549
## PC12 <= 0.4814967
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -1.065542
## PC23 <= 2.706295
## PC44 <= 0.7499931
## PC72 <= 0.7176616
## PC77 <= -0.1469049
## PC81 > -1.36722
## PC93 <= 0.3012548
## -> class 0\|2 [0.976]
##
## Rule 32/39: (28.8, lift 9.8)
## PC18 > -0.4683644
## PC20 > -4.604566
## PC30 <= -3.055781
## PC42 > -3.974739
## -> class 0\|2 [0.965]
##
## Rule 32/40: (24, lift 9.8)
## PC14 > -0.7352768
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC29 > 3.014236
## PC71 <= 0.5660325
## -> class 0\|2 [0.958]
##
## Rule 32/41: (20.4, lift 9.7)
## PC2 > 2.5099
## PC18 <= -0.4683644
## PC20 > -3.808707
## PC30 > -3.476227
## PC37 > -0.791843
## PC77 > -0.5651829
## PC84 > 0.9022036
## PC96 <= -0.6900658
## -> class 0\|2 [0.955]
##
## Rule 32/42: (12.3, lift 9.5)
## PC10 <= -6.138355
## PC20 <= -3.549603
## -> class 0\|2 [0.930]
##
## Rule 32/43: (13.8/1.4, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= 0.3790831
## PC13 <= 5.682852
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC46 <= 0.3982618
## PC77 > -0.1469049
## PC78 <= -0.1692409
## -> class 0\|2 [0.849]
##
## Rule 32/44: (51.2/12.9, lift 7.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 5.682852
## PC14 > -0.7352768
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.604566
## PC71 > 0.5660325
## PC86 <= 4.257531
## PC90 > -1.669108
## -> class 0\|2 [0.738]
##
## Rule 32/45: (7787.5/5830, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.251]
##
## Rule 32/46: (158, lift 10.2)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.5951345
## PC18 <= -1.426588
## PC28 > -0.6495039
## PC31 > -0.2855957
## PC34 > -2.321645
## PC35 <= 0.5705621
## PC36 <= 1.108155
## PC70 <= 1.277294
## PC71 <= 0.8202785
## PC84 > -0.4426785
## PC89 <= -0.2033928
## PC90 > -1.145822
## PC94 <= 0.5908191
## -> class 0\|3 [0.994]
##
## Rule 32/47: (141.1, lift 10.2)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.5951345
## PC18 <= -0.4683644
## PC23 <= 1.277671
## PC28 > -0.6495039
## PC31 > -0.2855957
## PC32 > -1.226106
## PC34 > -2.321645
## PC36 > -2.53652
## PC58 <= 2.418762
## PC61 > -0.5566529
## PC71 <= 0.8202785
## PC78 <= 2.786675
## PC91 <= -0.8545242
## PC98 <= 1.946721
## -> class 0\|3 [0.993]
##
## Rule 32/48: (105.6, lift 10.2)
## PC2 > 2.5099
## PC4 > -7.746524
## PC4 <= 7.788401
## PC34 <= -2.321645
## PC42 > 1.946324
## -> class 0\|3 [0.991]
##
## Rule 32/49: (98.7, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > 0.4275739
## PC18 <= -1.426588
## PC34 > -2.321645
## PC35 <= 0.5705621
## PC55 <= 0.242568
## PC61 > -0.5566529
## PC62 <= 0.5901068
## PC63 > -0.9425061
## PC77 > -0.5651829
## PC84 > -0.4426785
## PC94 <= 0.5908191
## -> class 0\|3 [0.990]
##
## Rule 32/50: (160.4/0.9, lift 10.2)
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.5951345
## PC18 <= -1.426588
## PC32 > -1.226106
## PC32 <= 2.463673
## PC35 > -0.7369241
## PC35 <= 0.5705621
## PC61 > -0.5566529
## PC63 > -0.9425061
## PC64 > 0.2972411
## PC81 > -2.269559
## PC84 > -0.4426785
## PC96 > -0.5471123
## -> class 0\|3 [0.988]
##
## Rule 32/51: (78.8, lift 10.2)
## PC2 > 6.49457
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.5951345
## PC18 <= -0.4683644
## PC19 <= 0.1093912
## PC31 > -0.2855957
## PC32 > -1.226106
## PC37 > -0.791843
## PC55 <= 0.242568
## PC63 > -0.9425061
## PC80 > -0.02156022
## PC94 <= 0.5908191
## PC96 > -0.5471123
## -> class 0\|3 [0.988]
##
## Rule 32/52: (69.7, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC10 > -6.299334
## PC18 <= -0.4683644
## PC20 > -3.808707
## PC37 <= -0.791843
## PC50 <= -0.2652446
## -> class 0\|3 [0.986]
##
## Rule 32/53: (69.2, lift 10.1)
## PC2 <= 6.49457
## PC17 <= -1.180391
## PC37 > -0.791843
## PC43 > -0.6067616
## PC61 > -0.5566529
## PC62 <= 0.5901068
## PC71 <= 0.8202785
## PC77 > -0.5651829
## PC77 <= -0.2646039
## PC87 <= -0.02128934
## PC94 <= 0.5908191
## PC96 > -0.5471123
## -> class 0\|3 [0.986]
##
## Rule 32/54: (67.9, lift 10.1)
## PC4 > -7.746524
## PC18 <= -0.4683644
## PC31 > -0.2855957
## PC37 > -0.791843
## PC47 <= 1.485106
## PC55 <= 0.242568
## PC61 > -0.5566529
## PC69 > 1.42534
## PC81 > -2.269559
## PC95 <= 0.654845
## -> class 0\|3 [0.986]
##
## Rule 32/55: (172.1/1.7, lift 10.1)
## PC4 <= 7.788401
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC20 <= -3.808707
## PC32 <= 2.463673
## PC40 > -2.798079
## PC78 <= 2.786675
## PC98 <= 1.946721
## -> class 0\|3 [0.985]
##
## Rule 32/56: (100.9/0.6, lift 10.1)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC10 > -6.299334
## PC18 <= -0.4683644
## PC30 <= -3.476227
## PC62 <= 0.8197925
## -> class 0\|3 [0.985]
##
## Rule 32/57: (69, lift 10.1)
## PC7 > -0.1430541
## PC16 > -1.322452
## PC18 > -0.4683644
## PC20 <= -4.604566
## PC22 > -2.127141
## -> class 0\|3 [0.985]
##
## Rule 32/58: (146.3/1.3, lift 10.1)
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC7 > -0.5951345
## PC14 > -1.034885
## PC18 <= -0.4683644
## PC19 <= 0.1093912
## PC28 > -0.6495039
## PC31 > -0.2855957
## PC34 > -2.321645
## PC35 <= 0.5705621
## PC36 <= 1.108155
## PC55 <= 0.242568
## PC61 > -0.5566529
## PC71 <= 0.8202785
## PC80 <= -0.02156022
## PC81 > -2.269559
## PC84 > -0.4426785
## PC96 > -0.5471123
## -> class 0\|3 [0.984]
##
## Rule 32/59: (129.8/1.3, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC19 <= 0.1093912
## PC32 > -1.226106
## PC34 > -2.321645
## PC35 > -0.7369241
## PC37 > -0.791843
## PC58 <= 2.418762
## PC61 > -0.5566529
## PC78 <= 2.786675
## PC80 <= -0.2530528
## PC81 > -2.269559
## PC95 <= 0.654845
## PC96 > -0.6900658
## -> class 0\|3 [0.983]
##
## Rule 32/60: (59.9/0.1, lift 10.1)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC18 <= -0.4683644
## PC34 > -2.321645
## PC55 <= 0.242568
## PC69 <= -1.849558
## PC81 > -2.269559
## PC95 <= 0.654845
## PC98 <= 1.946721
## -> class 0\|3 [0.982]
##
## Rule 32/61: (49.7, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.5951345
## PC18 <= -1.426588
## PC32 > -1.226106
## PC36 > -2.53652
## PC55 <= 0.242568
## PC61 > -0.5566529
## PC71 <= 0.8202785
## PC91 > 0.008337506
## PC99 <= -0.3382671
## -> class 0\|3 [0.981]
##
## Rule 32/62: (149.5/2.1, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.788401
## PC7 > -0.7654072
## PC10 > -6.299334
## PC14 <= -1.034885
## PC18 <= -0.4683644
## PC32 <= 2.463673
## -> class 0\|3 [0.980]
##
## Rule 32/63: (75.1/0.8, lift 10.0)
## PC4 <= 7.788401
## PC18 <= -0.4683644
## PC34 <= -2.321645
## PC61 > -0.5566529
## PC96 <= -0.5581362
## -> class 0\|3 [0.977]
##
## Rule 32/64: (174.4/3.2, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC18 <= -0.4683644
## PC27 > -0.879228
## PC31 > -0.2855957
## PC32 <= 2.463673
## PC57 <= 2.155276
## PC61 > -0.5566529
## PC77 <= -0.5651829
## PC98 <= 1.946721
## -> class 0\|3 [0.976]
##
## Rule 32/65: (60.4/0.6, lift 10.0)
## PC3 <= 1.640775
## PC7 <= 0.4275739
## PC17 <= -1.180391
## PC18 <= -0.4683644
## PC28 > -0.6495039
## PC37 > -0.791843
## PC43 > -0.6067616
## PC77 > -0.5651829
## PC96 > -0.5471123
## PC100 <= -0.3379843
## -> class 0\|3 [0.975]
##
## Rule 32/66: (100.7/1.8, lift 10.0)
## PC2 > 2.5099
## PC4 <= 7.788401
## PC18 <= -0.4683644
## PC32 <= 2.463673
## PC61 <= -0.5566529
## PC94 <= -0.7202388
## -> class 0\|3 [0.973]
##
## Rule 32/67: (111.3/2.2, lift 10.0)
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.5951345
## PC18 <= -0.4683644
## PC28 > -0.6495039
## PC31 > -0.2855957
## PC32 <= 2.463673
## PC34 > 2.966754
## PC80 > -0.2530528
## -> class 0\|3 [0.972]
##
## Rule 32/68: (93.6/1.8, lift 10.0)
## PC2 > 2.5099
## PC4 <= 7.788401
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC40 <= -2.798079
## -> class 0\|3 [0.971]
##
## Rule 32/69: (30.1, lift 10.0)
## PC2 > 2.5099
## PC14 <= -0.7352768
## PC18 > -0.4683644
## PC20 > -4.604566
## PC30 > -3.055781
## PC37 <= -1.697799
## -> class 0\|3 [0.969]
##
## Rule 32/70: (114.6/2.8, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC30 > -3.476227
## PC32 <= 2.463673
## PC35 > -0.7369241
## PC61 > -0.5566529
## PC77 > -0.5651829
## PC78 <= 2.786675
## PC92 <= -1.257257
## PC98 <= 1.946721
## -> class 0\|3 [0.968]
##
## Rule 32/71: (167.8/4.5, lift 10.0)
## PC4 > -7.746524
## PC4 <= 6.992892
## PC17 <= -1.180391
## PC18 <= -1.426588
## PC34 > -2.321645
## PC35 <= 0.5705621
## PC43 > -0.6067616
## PC55 <= 0.242568
## PC61 > -0.5566529
## PC62 <= 0.5901068
## PC78 <= 2.786675
## PC80 > -0.2530528
## PC87 > -0.02128934
## PC91 <= 0.008337506
## PC96 > -0.5471123
## -> class 0\|3 [0.967]
##
## Rule 32/72: (186.6/5.7, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.788401
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC37 > -0.791843
## PC58 <= 2.418762
## PC61 > -0.5566529
## PC84 <= 0.9022036
## PC90 > -2.167571
## PC96 <= -0.6900658
## -> class 0\|3 [0.965]
##
## Rule 32/73: (58.7/1.2, lift 9.9)
## PC4 > -4.665043
## PC13 > 5.682852
## PC15 <= 0.4263259
## PC16 > -0.5891629
## PC18 > -0.4683644
## PC18 <= 2.798275
## PC30 > -3.055781
## -> class 0\|3 [0.964]
##
## Rule 32/74: (50.2/1.7, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC42 <= -3.974739
## -> class 0\|3 [0.947]
##
## Rule 32/75: (16.1, lift 9.7)
## PC2 > 2.5099
## PC4 <= 7.788401
## PC18 <= -0.4683644
## PC61 <= -0.5566529
## PC78 <= 2.786675
## PC92 <= -1.699752
## PC98 <= 1.946721
## -> class 0\|3 [0.945]
##
## Rule 32/76: (94.7/4.7, lift 9.7)
## PC7 <= -0.7654072
## PC10 > -6.138355
## PC18 <= -0.4683644
## PC20 <= -3.549603
## PC64 > -0.7585582
## PC72 <= 0.8563412
## -> class 0\|3 [0.941]
##
## Rule 32/77: (12.5, lift 9.6)
## PC18 <= -0.4683644
## PC25 <= -0.2395288
## PC32 <= 2.463673
## PC35 > -0.7369241
## PC55 <= 0.242568
## PC61 > -0.5566529
## PC77 > -0.5651829
## PC95 > 0.654845
## PC96 > -0.6900658
## -> class 0\|3 [0.931]
##
## Rule 32/78: (15.2/0.2, lift 9.5)
## PC4 <= -7.746524
## PC5 <= -0.4398479
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC87 <= 0.02870315
## -> class 0\|3 [0.928]
##
## Rule 32/79: (33.1/1.7, lift 9.5)
## PC13 > 5.682852
## PC18 <= 2.798275
## PC20 > -4.604566
## PC31 > 0.2291937
## -> class 0\|3 [0.923]
##
## Rule 32/80: (54/3.4, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC77 > 1.9801
## -> class 0\|3 [0.921]
##
## Rule 32/81: (32.9/1.8, lift 9.5)
## PC1 > -0.7666069
## PC4 > 7.788401
## PC10 > -6.299334
## PC18 <= -0.4683644
## PC91 <= -0.7402029
## -> class 0\|3 [0.919]
##
## Rule 32/82: (5.6, lift 8.9)
## PC4 > 7.788401
## PC10 > -6.299334
## PC10 <= -6.272534
## PC18 <= -0.4683644
## -> class 0\|3 [0.868]
##
## Rule 32/83: (33.1/5.6, lift 8.4)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC86 > 4.257531
## -> class 0\|3 [0.813]
##
## Rule 32/84: (15.2/4, lift 7.3)
## PC4 > 7.788401
## PC18 <= -0.4683644
## PC43 <= -0.7239312
## -> class 0\|3 [0.710]
##
## Rule 32/85: (7.5/1.9, lift 7.2)
## PC10 <= -6.299334
## PC35 <= -0.4897763
## -> class 0\|3 [0.698]
##
## Rule 32/86: (150.9, lift 19.1)
## PC1 > 22.9171
## PC11 <= -1.574955
## PC68 <= 0.9789073
## PC80 <= 1.289073
## -> class 1\|0 [0.993]
##
## Rule 32/87: (95.9, lift 19.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC26 <= -0.8409367
## PC33 > -0.5413352
## PC47 > -0.295758
## PC86 <= 0.5552485
## -> class 1\|0 [0.990]
##
## Rule 32/88: (109.7/0.2, lift 19.0)
## PC2 > 2.5099
## PC16 <= -3.733657
## PC19 <= 0.3388876
## PC33 > -0.3692495
## PC47 > -0.295758
## PC57 > -0.7904734
## PC77 <= 0.7041603
## PC86 <= 0.5552485
## -> class 1\|0 [0.989]
##
## Rule 32/89: (57.8, lift 18.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC16 <= -0.8953013
## PC55 <= -0.04362642
## PC64 > 0.5381621
## PC77 <= 0.7041603
## PC92 <= 0.4971488
## -> class 1\|0 [0.983]
##
## Rule 32/90: (39.9, lift 18.7)
## PC2 <= 2.5099
## PC10 > -0.7280131
## PC16 <= -1.706338
## PC45 <= 0.3516258
## PC55 <= -0.8633966
## PC59 <= 0.2205826
## PC96 > 0.1802931
## -> class 1\|0 [0.976]
##
## Rule 32/91: (41.9/0.5, lift 18.6)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC10 <= -0.2378602
## PC15 <= -1.432336
## PC16 <= 0.3594292
## PC21 <= 0.9185746
## -> class 1\|0 [0.967]
##
## Rule 32/92: (23.8, lift 18.4)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC9 > -0.8007467
## PC16 <= -1.706338
## PC59 > 0.2205826
## PC76 > 0.6167469
## -> class 1\|0 [0.961]
##
## Rule 32/93: (422.8/19.5, lift 18.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 6.79025
## PC5 <= 12.1829
## PC9 > -0.8007467
## PC10 <= 0.9532421
## PC16 <= -1.706338
## PC45 <= 0.3516258
## PC55 > -0.8633966
## PC59 > -0.7307306
## PC59 <= 0.2205826
## PC91 > -0.5109994
## -> class 1\|0 [0.952]
##
## Rule 32/94: (50.2/2.1, lift 18.0)
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC16 > -1.706338
## PC48 > -10.14296
## PC57 <= -1.258103
## -> class 1\|0 [0.940]
##
## Rule 32/95: (51/3.2, lift 17.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC19 <= 0.3388876
## PC47 > -0.295758
## PC57 > -0.7904734
## PC64 > 0.5381621
## PC85 > -0.08570915
## PC88 <= -0.1420319
## PC92 > 0.1543675
## PC92 <= 0.4971488
## -> class 1\|0 [0.921]
##
## Rule 32/96: (152.6/16.2, lift 17.1)
## PC1 > -0.430681
## PC10 > -0.7280131
## PC15 <= -3.889724
## PC16 <= -1.706338
## -> class 1\|0 [0.889]
##
## Rule 32/97: (93.4/12.9, lift 16.4)
## PC1 > 3.587707
## PC3 <= 0.1229528
## PC11 <= 1.930692
## PC16 > -1.706338
## PC21 <= 0.9185746
## PC82 <= 0.1671337
## PC97 > -0.1302386
## -> class 1\|0 [0.854]
##
## Rule 32/98: (187.1, lift 17.1)
## PC1 > -0.430681
## PC9 > -0.8007467
## PC16 <= -1.706338
## PC17 <= 0.3987562
## PC45 <= 0.3516258
## PC55 <= -0.8633966
## PC96 <= 0.1802931
## -> class 1\|1 [0.995]
##
## Rule 32/99: (178.9, lift 17.1)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC15 > -3.889724
## PC16 <= -1.706338
## PC21 <= 0.9581011
## PC59 > 0.2205826
## PC76 <= 0.6167469
## PC98 <= 0.3518604
## -> class 1\|1 [0.994]
##
## Rule 32/100: (83.7, lift 17.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -3.733657
## PC16 <= -0.8953013
## PC64 <= 0.5381621
## -> class 1\|1 [0.988]
##
## Rule 32/101: (73.7, lift 17.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -3.733657
## PC16 <= -0.8953013
## PC88 > -0.1420319
## -> class 1\|1 [0.987]
##
## Rule 32/102: (65, lift 16.9)
## PC1 > -0.430681
## PC1 <= 0.3755239
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC10 > -0.2378602
## PC16 > -1.706338
## PC16 <= 0.3594292
## PC21 <= 0.9185746
## -> class 1\|1 [0.985]
##
## Rule 32/103: (62.9, lift 16.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC47 <= -0.295758
## -> class 1\|1 [0.985]
##
## Rule 32/104: (65.1, lift 16.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC86 > 0.5552485
## -> class 1\|1 [0.985]
##
## Rule 32/105: (61.9, lift 16.9)
## PC1 > -0.430681
## PC12 > 2.986485
## PC16 > -1.706338
## PC18 <= -0.4300101
## -> class 1\|1 [0.984]
##
## Rule 32/106: (61.2, lift 16.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -3.733657
## PC16 <= -0.8953013
## PC92 <= 0.1543675
## -> class 1\|1 [0.983]
##
## Rule 32/107: (51.8, lift 16.9)
## PC5 > 12.1829
## PC16 <= -1.706338
## PC88 > -0.1014291
## -> class 1\|1 [0.981]
##
## Rule 32/108: (46.7/0.1, lift 16.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC57 <= -0.7904734
## -> class 1\|1 [0.977]
##
## Rule 32/109: (41.5, lift 16.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC19 > 0.3388876
## -> class 1\|1 [0.977]
##
## Rule 32/110: (39.8, lift 16.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -3.733657
## PC16 <= -0.8953013
## PC92 > 0.4971488
## -> class 1\|1 [0.976]
##
## Rule 32/111: (34.2, lift 16.7)
## PC2 > 2.5099
## PC8 <= -3.620445
## PC16 <= -0.8953013
## -> class 1\|1 [0.972]
##
## Rule 32/112: (29.1, lift 16.7)
## PC1 > -0.430681
## PC1 <= 22.9171
## PC10 > -0.2378602
## PC15 <= -0.9165216
## PC16 > -1.706338
## PC16 <= 0.3594292
## PC21 <= 0.9185746
## -> class 1\|1 [0.968]
##
## Rule 32/113: (27.2, lift 16.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC77 > 0.7041603
## -> class 1\|1 [0.966]
##
## Rule 32/114: (25.6, lift 16.6)
## PC1 > 0.3755239
## PC16 > -1.706338
## PC16 <= 0.3594292
## PC21 <= 0.9185746
## PC82 <= -0.7648436
## -> class 1\|1 [0.964]
##
## Rule 32/115: (25.6, lift 16.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC33 <= -0.5413352
## -> class 1\|1 [0.964]
##
## Rule 32/116: (58.5/1.5, lift 16.5)
## PC1 > 3.587707
## PC1 <= 22.9171
## PC3 <= 0.1229528
## PC11 <= 1.930692
## PC16 > -1.706338
## PC21 <= 0.9185746
## PC97 <= -0.1302386
## -> class 1\|1 [0.959]
##
## Rule 32/117: (41.1/0.9, lift 16.4)
## PC1 > 22.9171
## PC68 > 0.9789073
## -> class 1\|1 [0.955]
##
## Rule 32/118: (19, lift 16.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 0.9959877
## PC22 > 0.5648835
## -> class 1\|1 [0.952]
##
## Rule 32/119: (17.9/0.1, lift 16.2)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC9 > -0.8007467
## PC16 <= -1.706338
## PC45 <= 0.3516258
## PC91 <= -0.5109994
## -> class 1\|1 [0.943]
##
## Rule 32/120: (13.8, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8953013
## PC16 <= 0.9959877
## PC67 <= -0.1331788
## -> class 1\|1 [0.937]
##
## Rule 32/121: (65.3/3.6, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC26 > -0.8409367
## PC33 <= -0.3692495
## -> class 1\|1 [0.932]
##
## Rule 32/122: (58.6/5, lift 15.5)
## PC1 > 22.9171
## PC11 > -1.574955
## PC16 > -1.706338
## PC80 <= 1.289073
## -> class 1\|1 [0.901]
##
## Rule 32/123: (54.9/4.7, lift 15.5)
## PC3 > 1.640775
## PC16 <= -0.8953013
## PC55 > -0.04362642
## PC64 > 0.5381621
## PC77 <= 0.7041603
## PC85 <= -0.08570915
## PC92 > 0.1543675
## -> class 1\|1 [0.899]
##
## Rule 32/124: (37/3.3, lift 15.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC10 > -0.7280131
## PC10 <= -0.2378602
## PC12 > -1.782741
## PC15 > -1.432336
## PC16 <= 0.3594292
## PC29 <= 0.1328122
## PC65 <= 0.7167027
## -> class 1\|1 [0.889]
##
## Rule 32/125: (17.3/1.1, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC97 > 1.422791
## -> class 1\|1 [0.889]
##
## Rule 32/126: (6.4, lift 15.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7280131
## PC12 > -1.782741
## PC16 <= 0.3594292
## PC18 <= 0.1465015
## PC25 <= 0.4235138
## PC71 > 0.8096841
## -> class 1\|1 [0.874]
##
## Rule 32/127: (5.3, lift 14.8)
## PC2 <= 2.5099
## PC3 > 6.79025
## PC5 <= 12.1829
## PC16 <= -1.706338
## PC59 <= 0.2205826
## -> class 1\|1 [0.862]
##
## Rule 32/128: (55.1/7.3, lift 14.7)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC9 > -0.8007467
## PC16 <= -1.706338
## PC55 > -0.8633966
## PC59 <= -0.7307306
## -> class 1\|1 [0.854]
##
## Rule 32/129: (49.3/6.6, lift 14.7)
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC10 > -0.7280131
## PC12 > -1.782741
## PC16 > -1.706338
## PC16 <= 0.3594292
## PC65 <= 0.7167027
## PC93 <= -0.7685601
## -> class 1\|1 [0.852]
##
## Rule 32/130: (69.2/10.8, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > -0.8007467
## PC10 > 0.9532421
## PC16 <= -1.706338
## PC59 <= 0.2205826
## -> class 1\|1 [0.835]
##
## Rule 32/131: (38.8/9, lift 13.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 <= -0.8799006
## PC16 <= 0.9959877
## PC22 <= 0.5648835
## -> class 1\|1 [0.756]
##
## Rule 32/132: (30.3/10.5, lift 11.1)
## PC1 > -0.430681
## PC10 > -0.7280131
## PC13 > 0.3785418
## PC16 > -1.706338
## PC21 > 0.9185746
## -> class 1\|1 [0.645]
##
## Rule 32/133: (22.4/9.9, lift 9.5)
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC16 > 0.3594292
## PC76 <= -1.64967
## -> class 1\|1 [0.553]
##
## Rule 32/134: (4033.8/3769.4, lift 1.1)
## PC8 <= -1.447058
## -> class 1\|1 [0.066]
##
## Rule 32/135: (187.1/0.1, lift 13.1)
## PC1 > 1.807106
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC10 > -0.1077415
## PC12 <= 2.986485
## PC13 <= 0.04524448
## PC16 > 0.3594292
## PC57 > -1.258103
## PC76 > -1.64967
## -> class 1\|2 [0.994]
##
## Rule 32/136: (120.8, lift 13.1)
## PC8 <= -1.447058
## PC10 <= -0.7280131
## PC11 > 5.630533
## PC12 <= -2.04151
## PC19 <= -1.342918
## PC100 <= 3.701552
## -> class 1\|2 [0.992]
##
## Rule 32/137: (70.8, lift 13.0)
## PC3 > 0.6922847
## PC13 <= 0.04524448
## PC16 > 0.3594292
## PC23 > -0.7354354
## PC61 > 0.7707137
## PC76 > -1.64967
## -> class 1\|2 [0.986]
##
## Rule 32/138: (25.1/0.2, lift 12.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 > 8.750003
## PC57 > -1.258103
## -> class 1\|2 [0.955]
##
## Rule 32/139: (13.4/0.2, lift 12.1)
## PC3 > 0.1229528
## PC10 > -0.7280131
## PC13 > 0.04524448
## PC16 > 0.3594292
## PC21 <= 0.9185746
## PC69 > 0.1563977
## -> class 1\|2 [0.919]
##
## Rule 32/140: (4546.3/3164.9, lift 4.0)
## PC1 > -0.430681
## PC10 > -0.7280131
## -> class 1\|2 [0.304]
##
## Rule 32/141: (115.9, lift 17.7)
## PC1 > -0.430681
## PC3 > 0.6922847
## PC13 <= 0.04524448
## PC14 > 0.6622578
## PC23 > -0.7354354
## PC61 <= 0.7707137
## PC77 > -0.05441514
## -> class 1\|3 [0.992]
##
## Rule 32/142: (79.5, lift 17.6)
## PC1 > -0.430681
## PC1 <= 1.807106
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC14 <= 0.6622578
## PC16 > 0.3594292
## PC16 <= 8.750003
## PC23 > -0.7354354
## PC65 > 0.524493
## -> class 1\|3 [0.988]
##
## Rule 32/143: (77.1, lift 17.6)
## PC1 > -0.430681
## PC1 <= 1.807106
## PC2 <= 2.5099
## PC10 > -0.7280131
## PC16 > 0.3594292
## PC16 <= 8.750003
## PC23 <= -0.7354354
## PC71 <= 2.155598
## PC77 > -0.05441514
## -> class 1\|3 [0.987]
##
## Rule 32/144: (60.2, lift 17.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC6 > -4.626108
## PC16 > 0.9959877
## PC38 > 0.2026206
## PC48 > 0.2118803
## PC82 > -0.5865082
## -> class 1\|3 [0.984]
##
## Rule 32/145: (62.1, lift 17.5)
## PC1 > -0.430681
## PC1 <= 1.807106
## PC2 <= 2.5099
## PC7 <= 1.475861
## PC10 > -0.7280131
## PC16 > 0.3594292
## PC16 <= 8.750003
## PC21 <= 0.9185746
## PC37 <= -0.2261134
## PC65 <= 0.524493
## PC77 > -0.05441514
## -> class 1\|3 [0.983]
##
## Rule 32/146: (66.7/0.2, lift 17.5)
## PC1 <= 1.807106
## PC3 > 0.1229528
## PC7 <= 1.475861
## PC16 > 0.3594292
## PC59 > -0.9765257
## PC78 <= -0.5361045
## PC83 <= -0.0640039
## PC98 > -0.6198362
## -> class 1\|3 [0.982]
##
## Rule 32/147: (47.1, lift 17.5)
## PC2 <= 2.5099
## PC8 > -1.447058
## PC10 <= -0.7280131
## PC28 > -0.05297511
## PC45 > -0.4195936
## -> class 1\|3 [0.980]
##
## Rule 32/148: (41.3, lift 17.4)
## PC1 > -0.430681
## PC1 <= 1.807106
## PC2 <= 2.5099
## PC16 > 0.3594292
## PC21 <= 0.9185746
## PC29 <= -0.1747262
## PC77 > -0.05441514
## -> class 1\|3 [0.977]
##
## Rule 32/149: (34.1, lift 17.3)
## PC1 > -0.430681
## PC1 <= 1.807106
## PC3 > 0.1229528
## PC7 <= 1.475861
## PC21 <= 0.9185746
## PC77 > -0.05441514
## PC80 <= -0.8133302
## -> class 1\|3 [0.972]
##
## Rule 32/150: (27.3, lift 17.2)
## PC1 > -0.430681
## PC1 <= 1.807106
## PC2 <= 2.5099
## PC7 <= 1.475861
## PC16 > 0.3594292
## PC71 <= 2.155598
## PC77 > -0.05441514
## PC92 > 0.398
## -> class 1\|3 [0.966]
##
## Rule 32/151: (138.9/5.7, lift 17.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.6922847
## PC13 > 0.04524448
## PC16 > 0.3594292
## PC69 <= 0.1563977
## -> class 1\|3 [0.953]
##
## Rule 32/152: (17.4, lift 16.9)
## PC1 > -0.430681
## PC3 > 0.1229528
## PC77 <= -0.05441514
## PC80 <= -1.360059
## -> class 1\|3 [0.949]
##
## Rule 32/153: (37.3/2.3, lift 16.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC16 > 0.3594292
## PC38 > 0.3549097
## PC76 > -1.64967
## -> class 1\|3 [0.916]
##
## Rule 32/154: (9.2, lift 16.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7280131
## PC10 <= -0.2378602
## PC12 > -1.782741
## PC16 > -1.706338
## PC16 <= 0.3594292
## PC29 > 0.1328122
## -> class 1\|3 [0.911]
##
## Rule 32/155: (44.7/3.4, lift 16.2)
## PC1 > 1.807106
## PC3 > 0.1229528
## PC10 <= -0.1077415
## PC16 > 0.3594292
## PC77 > -0.05441514
## -> class 1\|3 [0.906]
##
## Rule 32/156: (49.5/5.6, lift 15.5)
## PC1 > -0.430681
## PC10 <= -0.7280131
## PC12 > -2.04151
## PC19 <= -1.342918
## -> class 1\|3 [0.871]
##
## Rule 32/157: (34.4/10.3, lift 12.3)
## PC1 > -0.430681
## PC1 <= 22.9171
## PC3 > 0.1229528
## PC12 <= -1.782741
## PC16 > -1.706338
## PC16 <= 0.3594292
## PC21 <= 0.9185746
## -> class 1\|3 [0.690]
##
## Rule 32/158: (73.9/25.7, lift 11.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC16 > -1.706338
## PC21 <= 0.9185746
## PC65 > 0.7167027
## -> class 1\|3 [0.648]
##
## Rule 32/159: (195.3, lift 13.8)
## PC8 > 1.189587
## PC10 <= 0.04243436
## PC19 <= -1.99447
## PC28 <= 0.1391531
## PC59 <= 0.311226
## -> class 2\|0 [0.995]
##
## Rule 32/160: (151, lift 13.8)
## PC8 > -0.6680527
## PC10 <= 0.04243436
## PC11 > -0.7318318
## PC12 > -1.819065
## PC21 > 1.968873
## -> class 2\|0 [0.993]
##
## Rule 32/161: (254.3/0.9, lift 13.8)
## PC8 > 4.472255
## PC11 > -0.7318318
## PC21 > -0.2469342
## PC25 <= 0.2649227
## PC28 <= 0.1391531
## PC31 > -0.9754815
## PC59 <= 0.311226
## PC60 > -0.4509313
## -> class 2\|0 [0.993]
##
## Rule 32/162: (90.1/0.2, lift 13.7)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC10 <= 0.04243436
## PC21 > -0.2469342
## PC28 <= 0.1391531
## PC60 > -0.4509313
## PC98 > -0.5954019
## PC98 <= -0.3080562
## -> class 2\|0 [0.987]
##
## Rule 32/163: (293.4/3.8, lift 13.7)
## PC8 > 1.189587
## PC10 <= 0.04243436
## PC19 <= -0.6740111
## PC21 > 0.1710798
## PC22 <= 0.8098972
## PC28 <= 0.1391531
## PC59 <= 0.311226
## PC60 > -0.4509313
## PC98 > -0.5954019
## PC99 > -0.6917363
## -> class 2\|0 [0.984]
##
## Rule 32/164: (226.5/3.5, lift 13.6)
## PC8 > 1.189587
## PC10 <= 0.04243436
## PC11 > -0.7318318
## PC12 > -1.819065
## PC32 > 1.256245
## PC60 > -0.4509313
## -> class 2\|0 [0.980]
##
## Rule 32/165: (48.4, lift 13.6)
## PC1 > -0.430681
## PC10 > -0.7280131
## PC13 <= 0.3785418
## PC16 > -1.706338
## PC21 > 0.9185746
## PC44 > -0.5680422
## PC63 <= 0.03309365
## -> class 2\|0 [0.980]
##
## Rule 32/166: (85.5/1.9, lift 13.4)
## PC2 <= 2.5099
## PC8 > 1.189587
## PC11 > -0.7318318
## PC21 > -0.2469342
## PC28 <= 0.1391531
## PC59 <= 0.311226
## PC62 <= -1.419673
## -> class 2\|0 [0.966]
##
## Rule 32/167: (14, lift 13.0)
## PC1 <= -0.430681
## PC2 > -1.242138
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC21 <= -0.2469342
## -> class 2\|0 [0.937]
##
## Rule 32/168: (13.1, lift 13.0)
## PC1 > -0.430681
## PC1 <= 3.587707
## PC3 <= 0.1229528
## PC8 > 0.07356091
## PC10 > -0.7280131
## PC16 > -1.706338
## PC58 <= -0.08922733
## -> class 2\|0 [0.934]
##
## Rule 32/169: (47.3/2.6, lift 12.9)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC10 > 0.04243436
## PC11 > -0.7318318
## PC21 > -0.2469342
## PC25 <= 0.2649227
## PC28 <= 0.1391531
## PC60 > -0.4509313
## PC63 <= -0.2273516
## PC98 > -0.5954019
## -> class 2\|0 [0.926]
##
## Rule 32/170: (126.2/9.9, lift 12.7)
## PC2 <= 2.5099
## PC8 > 1.189587
## PC11 > -0.7318318
## PC21 > -0.2469342
## PC32 > 1.688222
## -> class 2\|0 [0.915]
##
## Rule 32/171: (120.9/18.3, lift 11.7)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC11 > -0.7318318
## PC16 <= -0.3404065
## PC20 <= 0.004934375
## PC21 > -0.2469342
## -> class 2\|0 [0.843]
##
## Rule 32/172: (1364.8/830.6, lift 5.4)
## PC2 <= 2.5099
## PC8 > -1.447058
## PC10 <= -0.7280131
## -> class 2\|0 [0.392]
##
## Rule 32/173: (123/0.2, lift 10.1)
## PC1 <= -0.430681
## PC8 > 0.710245
## PC26 > -2.474381
## PC34 > -0.4061304
## PC35 <= -0.6653744
## PC57 <= 0.0181126
## -> class 2\|1 [0.991]
##
## Rule 32/174: (98.1, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC11 > -0.7318318
## PC20 > 0.004934375
## PC21 > -0.2469342
## PC32 <= 1.688222
## PC60 <= -0.4509313
## -> class 2\|1 [0.990]
##
## Rule 32/175: (82.4, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 4.472255
## PC10 <= 0.04243436
## PC12 <= -1.819065
## PC21 > -0.2469342
## -> class 2\|1 [0.988]
##
## Rule 32/176: (74.4, lift 10.1)
## PC1 <= -0.430681
## PC8 > 0.710245
## PC8 <= 1.189587
## PC12 > -2.143491
## PC25 <= 0.2289002
## PC57 <= 0.0181126
## PC77 > -0.03658731
## -> class 2\|1 [0.987]
##
## Rule 32/177: (251.3/3.2, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC11 > -0.7318318
## PC16 > -0.3404065
## PC21 > -0.2469342
## PC32 <= 1.688222
## PC46 > -1.47636
## PC60 <= -0.4509313
## -> class 2\|1 [0.984]
##
## Rule 32/178: (75.6/0.2, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC11 > -0.7318318
## PC98 <= -0.5954019
## -> class 2\|1 [0.984]
##
## Rule 32/179: (54.6, lift 10.0)
## PC1 > -0.430681
## PC10 > -0.7280131
## PC16 > -1.706338
## PC21 > 0.9185746
## PC44 > -0.5680422
## PC59 > 0.08381922
## PC63 > 0.03309365
## -> class 2\|1 [0.982]
##
## Rule 32/180: (52, lift 10.0)
## PC1 <= -4.277799
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC57 > 0.0181126
## -> class 2\|1 [0.981]
##
## Rule 32/181: (45.6, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC59 > 0.311226
## PC60 > -0.4509313
## -> class 2\|1 [0.979]
##
## Rule 32/182: (209.2/3.7, lift 10.0)
## PC7 > 0.4202121
## PC8 > 1.189587
## PC11 <= -0.7318318
## PC20 > -0.1617082
## PC21 > -0.2469342
## PC51 <= 0.5668929
## PC55 > -1.009927
## PC96 <= 0.2551964
## PC97 > -0.1748994
## -> class 2\|1 [0.978]
##
## Rule 32/183: (41.8, lift 10.0)
## PC1 <= -0.430681
## PC2 <= -1.242138
## PC8 > 1.189587
## PC21 <= -0.2469342
## PC71 > 0.5110342
## -> class 2\|1 [0.977]
##
## Rule 32/184: (207.8/3.8, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 4.472255
## PC10 <= 0.04243436
## PC19 > -0.6740111
## PC21 > -0.2469342
## PC21 <= 1.968873
## PC32 <= 1.256245
## PC98 > -0.3080562
## -> class 2\|1 [0.977]
##
## Rule 32/185: (72.3/0.8, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= 1.76174
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC23 <= 0.9730203
## PC44 <= 0.2794289
## PC54 <= 0.06146915
## PC57 > 0.0181126
## PC62 > -1.318669
## PC79 <= 0.08827119
## -> class 2\|1 [0.975]
##
## Rule 32/186: (100.1/1.6, lift 9.9)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC21 > -0.2469342
## PC28 > 0.1391531
## -> class 2\|1 [0.975]
##
## Rule 32/187: (35.7, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -1.627006
## PC8 > -0.6628342
## PC8 <= 0.710245
## PC57 <= 0.0181126
## -> class 2\|1 [0.973]
##
## Rule 32/188: (33.3, lift 9.9)
## PC1 <= -0.430681
## PC8 > 0.710245
## PC26 > -2.474381
## PC57 <= 0.0181126
## PC72 > 0.3773813
## -> class 2\|1 [0.972]
##
## Rule 32/189: (30.5, lift 9.9)
## PC1 <= -0.430681
## PC8 > 0.710245
## PC8 <= 1.189587
## PC57 <= 0.0181126
## PC81 <= -0.223046
## -> class 2\|1 [0.969]
##
## Rule 32/190: (72/1.3, lift 9.9)
## PC1 <= -0.430681
## PC6 > -3.791219
## PC8 > 1.189587
## PC25 > 0.2649227
## -> class 2\|1 [0.968]
##
## Rule 32/191: (28.9, lift 9.9)
## PC1 > 3.587707
## PC1 <= 22.9171
## PC2 <= -6.639774
## PC10 > -0.7280131
## -> class 2\|1 [0.968]
##
## Rule 32/192: (28.2, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC34 > -0.4061304
## PC46 > 1.739855
## PC57 <= 0.0181126
## PC77 <= -0.03174489
## -> class 2\|1 [0.967]
##
## Rule 32/193: (39.9/0.5, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= 1.76174
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC18 > -0.1783379
## PC23 <= 0.9730203
## PC44 > 0.3619555
## PC54 <= 0.06146915
## PC57 > 0.0181126
## PC63 > -0.01178659
## -> class 2\|1 [0.964]
##
## Rule 32/194: (76.5/1.9, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC18 > -0.1783379
## PC23 <= 0.9730203
## PC25 > 0.05229788
## PC37 <= 1.138888
## PC44 <= 0.2794289
## PC54 <= 0.06146915
## PC57 > 0.0181126
## PC62 > -1.318669
## -> class 2\|1 [0.963]
##
## Rule 32/195: (277/10.3, lift 9.8)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 4.472255
## PC10 > 0.04243436
## PC11 > -0.7318318
## PC21 > -0.2469342
## PC62 > -1.419673
## PC63 > -0.2273516
## PC95 > -0.6550929
## -> class 2\|1 [0.959]
##
## Rule 32/196: (112.9/4.2, lift 9.7)
## PC2 <= 2.5099
## PC4 <= 0.3183724
## PC8 > -0.05728229
## PC8 <= 1.189587
## PC26 > -2.474381
## PC26 <= 1.378439
## PC42 > -0.5205805
## PC57 <= 0.0181126
## PC59 > -0.2156793
## PC73 > -0.373248
## PC77 > -0.03174489
## -> class 2\|1 [0.955]
##
## Rule 32/197: (76.1/2.8, lift 9.7)
## PC1 <= -0.430681
## PC2 <= -1.242138
## PC6 > -3.791219
## PC8 > 1.189587
## PC21 <= -0.2469342
## PC60 > -0.4380224
## -> class 2\|1 [0.952]
##
## Rule 32/198: (34.8/0.9, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC57 <= 0.0181126
## PC70 <= -0.9037994
## -> class 2\|1 [0.948]
##
## Rule 32/199: (218.6/10.8, lift 9.6)
## PC1 <= -0.430681
## PC2 <= -1.242138
## PC6 > -3.791219
## PC8 > 1.189587
## PC11 > -0.162585
## PC21 <= -0.2469342
## PC42 > -0.8487884
## PC86 <= 0.7695289
## -> class 2\|1 [0.946]
##
## Rule 32/200: (15.9, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC10 <= -0.2255724
## PC25 <= 0.05229788
## PC44 <= 0.2794289
## PC68 <= 0.5451707
## -> class 2\|1 [0.944]
##
## Rule 32/201: (17.4/0.1, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= 1.76174
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC25 <= 0.05229788
## PC54 <= 0.06146915
## PC57 > 0.0181126
## PC68 > 0.5451707
## -> class 2\|1 [0.943]
##
## Rule 32/202: (17.1/0.1, lift 9.6)
## PC1 <= -0.430681
## PC8 > 4.472255
## PC31 <= -0.9754815
## -> class 2\|1 [0.941]
##
## Rule 32/203: (92.8/5.2, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 4.472255
## PC10 <= 0.04243436
## PC19 > -1.99447
## PC21 <= 1.968873
## PC32 <= 1.256245
## PC98 > -0.3080562
## PC99 <= -0.6917363
## -> class 2\|1 [0.935]
##
## Rule 32/204: (103.3/5.8, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC11 > -0.7318318
## PC19 > -1.99447
## PC21 > -0.2469342
## PC21 <= 0.1710798
## PC32 <= 1.256245
## PC98 > -0.3080562
## PC99 > -0.6917363
## -> class 2\|1 [0.935]
##
## Rule 32/205: (140.7/10.3, lift 9.4)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC8 <= 4.472255
## PC11 > -0.7318318
## PC19 > -1.99447
## PC22 > 0.8098972
## PC98 > -0.3080562
## -> class 2\|1 [0.921]
##
## Rule 32/206: (9.7, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > 0.3183724
## PC8 > -0.6680527
## -> class 2\|1 [0.914]
##
## Rule 32/207: (8, lift 9.2)
## PC2 <= 2.5099
## PC10 > -0.7280131
## PC16 <= -1.706338
## PC21 > 0.9581011
## PC59 > 0.2205826
## -> class 2\|1 [0.900]
##
## Rule 32/208: (79.5/7.6, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -0.6198061
## PC14 <= 2.76885
## PC73 <= -1.358748
## PC80 > -3.908811
## -> class 2\|1 [0.894]
##
## Rule 32/209: (12.7/0.9, lift 8.9)
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC26 > -2.474381
## PC37 <= 1.138888
## PC77 <= -0.03174489
## PC94 <= -1.244854
## -> class 2\|1 [0.873]
##
## Rule 32/210: (12.7/1.3, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= -0.6628342
## -> class 2\|1 [0.845]
##
## Rule 32/211: (33.8/5, lift 8.5)
## PC2 <= -8.892819
## PC8 <= -0.6680527
## -> class 2\|1 [0.833]
##
## Rule 32/212: (49.1/8.3, lift 8.3)
## PC1 > -0.430681
## PC1 <= 3.587707
## PC3 <= 0.1229528
## PC8 > 0.07356091
## PC10 > -0.7280131
## PC16 > -1.706338
## PC21 <= 0.9185746
## PC58 > -0.08922733
## -> class 2\|1 [0.817]
##
## Rule 32/213: (27.1/5.6, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.710245
## PC26 > -2.474381
## PC57 <= 0.0181126
## PC59 <= -0.2156793
## -> class 2\|1 [0.775]
##
## Rule 32/214: (75.6, lift 10.7)
## PC1 <= -0.430681
## PC5 > -0.6301011
## PC8 <= -0.6680527
## PC14 > 2.76885
## -> class 2\|2 [0.987]
##
## Rule 32/215: (77.1, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6628342
## PC8 <= 0.710245
## PC34 > -0.4061304
## PC59 > -0.2156793
## PC70 > -0.9037994
## PC73 <= -0.373248
## PC77 > -0.03174489
## -> class 2\|2 [0.987]
##
## Rule 32/216: (72.1/0.7, lift 10.6)
## PC1 > -0.430681
## PC1 <= 3.587707
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC8 <= 0.07356091
## PC10 > -0.7280131
## PC30 > -0.0103649
## -> class 2\|2 [0.976]
##
## Rule 32/217: (36.7, lift 10.6)
## PC1 <= -1.697461
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC35 <= 0.7640054
## PC73 > -1.358748
## PC93 > 0.9245634
## PC94 > -1.43073
## PC99 > -1.581467
## -> class 2\|2 [0.974]
##
## Rule 32/218: (328.3/9, lift 10.5)
## PC1 <= -0.430681
## PC3 > -1.627006
## PC4 <= 0.3183724
## PC8 > -0.6680527
## PC8 <= 0.710245
## PC34 > -0.4061304
## PC46 <= 1.739855
## PC57 <= 0.0181126
## PC59 > -0.2156793
## PC70 > -0.9037994
## PC77 <= -0.03174489
## PC94 > -1.244854
## -> class 2\|2 [0.970]
##
## Rule 32/219: (62/1.1, lift 10.5)
## PC1 > -4.277799
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC10 > -0.2255724
## PC25 <= 0.05229788
## PC36 <= 0.4659203
## PC44 <= 0.3619555
## PC57 > 0.0181126
## PC62 > -1.318669
## PC68 <= 0.5451707
## PC79 > 0.08827119
## -> class 2\|2 [0.968]
##
## Rule 32/220: (27.8, lift 10.5)
## PC1 <= -1.697461
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC35 <= 0.7640054
## PC44 > 0.4365815
## PC73 > 0.5762051
## PC94 > -1.43073
## -> class 2\|2 [0.966]
##
## Rule 32/221: (70.1/1.6, lift 10.5)
## PC1 <= -1.697461
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC27 > -0.1254007
## PC41 > -1.214658
## PC44 <= 0.4365815
## PC59 > 0.1221633
## -> class 2\|2 [0.965]
##
## Rule 32/222: (247.1/12.8, lift 10.3)
## PC1 <= -0.430681
## PC2 > -8.892819
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC16 > -0.52775
## PC27 > -0.6067339
## PC57 <= -0.07664244
## PC73 > -1.358748
## PC74 > -1.516062
## PC76 <= 0.6424678
## -> class 2\|2 [0.945]
##
## Rule 32/223: (50.3/2.1, lift 10.2)
## PC1 > -0.430681
## PC1 <= 22.9171
## PC2 > -6.639774
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC10 > -0.7280131
## PC11 <= 1.930692
## PC16 > -1.706338
## PC21 <= 0.9185746
## PC82 > 0.1671337
## -> class 2\|2 [0.942]
##
## Rule 32/224: (22.5/0.5, lift 10.2)
## PC1 <= -0.430681
## PC8 <= -0.6680527
## PC73 <= -1.358748
## PC80 <= -3.908811
## -> class 2\|2 [0.941]
##
## Rule 32/225: (62.7/3.1, lift 10.2)
## PC1 <= -0.430681
## PC8 > 0.710245
## PC8 <= 1.189587
## PC35 > -0.6653744
## PC57 <= 0.0181126
## PC72 <= 0.3773813
## PC77 <= -0.03658731
## PC81 > -0.223046
## -> class 2\|2 [0.937]
##
## Rule 32/226: (197.2/12.5, lift 10.1)
## PC1 <= -0.430681
## PC4 <= 0.3183724
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC12 <= -2.143491
## PC25 <= 0.2289002
## PC34 > -0.4061304
## PC57 <= 0.0181126
## -> class 2\|2 [0.932]
##
## Rule 32/227: (55.9/3.8, lift 10.0)
## PC1 > -4.277799
## PC1 <= -0.430681
## PC2 <= -3.573207
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC18 > -0.1783379
## PC54 > 0.06146915
## PC57 > 0.0181126
## -> class 2\|2 [0.917]
##
## Rule 32/228: (7.5, lift 9.7)
## PC1 > -0.430681
## PC1 <= 3.587707
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC10 > -0.7280131
## PC21 <= 0.9185746
## PC48 > 0.4338203
## -> class 2\|2 [0.895]
##
## Rule 32/229: (70.8/7.1, lift 9.7)
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC73 > -1.358748
## PC94 <= -1.43073
## -> class 2\|2 [0.889]
##
## Rule 32/230: (31.2/3, lift 9.6)
## PC2 <= 2.5099
## PC8 > -3.942627
## PC8 <= -2.336766
## PC10 > 0.6554425
## PC36 > -0.3153746
## PC43 <= -0.218724
## PC45 <= 0.4344248
## -> class 2\|2 [0.880]
##
## Rule 32/231: (12/1.6, lift 8.9)
## PC1 <= -0.430681
## PC8 > 1.189587
## PC11 <= -0.7318318
## PC51 > 0.5668929
## PC96 <= 0.2551964
## -> class 2\|2 [0.817]
##
## Rule 32/232: (14.3/2.2, lift 8.7)
## PC1 > -1.697461
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC56 > 0.3467955
## PC57 > -0.07664244
## -> class 2\|2 [0.801]
##
## Rule 32/233: (24.7/4.9, lift 8.5)
## PC1 <= -0.430681
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC17 > -1.594029
## PC26 <= -2.474381
## PC57 <= 0.0181126
## -> class 2\|2 [0.780]
##
## Rule 32/234: (4895/3563.7, lift 3.0)
## PC1 <= 22.9171
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC10 > -0.7280131
## PC16 > -1.706338
## PC21 <= 0.9185746
## -> class 2\|2 [0.272]
##
## Rule 32/235: (133.2, lift 8.7)
## PC1 <= -0.430681
## PC8 <= -2.336766
## PC9 <= 3.654455
## PC21 <= 0.583823
## PC44 <= 0.9023017
## PC49 > 0.1028608
## PC72 > -0.504717
## -> class 2\|3 [0.993]
##
## Rule 32/236: (132.4, lift 8.7)
## PC1 <= -0.430681
## PC8 <= -2.336766
## PC9 <= 3.654455
## PC43 > -0.218724
## PC96 > 0.2911013
## -> class 2\|3 [0.993]
##
## Rule 32/237: (124.9, lift 8.7)
## PC1 <= -1.697461
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC14 <= 2.76885
## PC24 <= 1.019233
## PC29 <= 0.2788967
## PC32 > -3.011938
## PC44 > 0.4365815
## PC57 > -0.07664244
## PC73 > -1.358748
## PC73 <= 0.5762051
## PC93 <= 0.9245634
## -> class 2\|3 [0.992]
##
## Rule 32/238: (92, lift 8.7)
## PC2 <= 2.5099
## PC8 > -3.942627
## PC8 <= -2.336766
## PC10 <= 0.6554425
## PC34 <= -0.3234794
## PC36 > -0.3153746
## PC43 <= -0.218724
## PC51 <= 0.6479242
## PC73 > -1.358748
## -> class 2\|3 [0.989]
##
## Rule 32/239: (84, lift 8.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -2.987631
## PC10 <= -0.7280131
## PC19 > -1.342918
## PC57 <= 0.02752472
## PC79 > -0.3779111
## -> class 2\|3 [0.988]
##
## Rule 32/240: (67.8, lift 8.6)
## PC1 <= -0.430681
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC9 > -3.518553
## PC14 <= 2.76885
## PC29 <= 0.2788967
## PC32 > -3.011938
## PC47 <= -0.779565
## PC57 > -0.07664244
## PC73 > -1.358748
## PC95 <= 0.5518312
## -> class 2\|3 [0.986]
##
## Rule 32/241: (205/1.9, lift 8.6)
## PC1 <= -0.430681
## PC8 > -3.942627
## PC8 <= -2.336766
## PC10 <= 0.6554425
## PC26 <= 2.616798
## PC30 <= 0.1084321
## PC36 > -0.3153746
## PC43 <= -0.218724
## PC45 <= 0.4344248
## PC51 <= 0.6479242
## PC58 <= 0.2115997
## -> class 2\|3 [0.986]
##
## Rule 32/242: (59.5, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC9 <= 3.654455
## PC21 <= 0.583823
## PC43 > -0.218724
## PC44 <= 0.9023017
## PC46 > 0.1428598
## PC46 <= 0.4031499
## PC85 <= 0.8082542
## PC97 > -0.3321526
## -> class 2\|3 [0.984]
##
## Rule 32/243: (53.2, lift 8.6)
## PC1 > -0.430681
## PC1 <= 3.587707
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC8 <= 0.07356091
## PC10 > -0.7280131
## PC21 <= 0.9185746
## PC30 <= -0.0103649
## PC48 <= 0.4338203
## PC67 > -0.404483
## -> class 2\|3 [0.982]
##
## Rule 32/244: (52.3, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC36 <= -0.3153746
## PC43 <= -0.218724
## PC45 <= 0.4344248
## PC74 <= 0.5601798
## -> class 2\|3 [0.982]
##
## Rule 32/245: (49.6, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC13 <= 0.5694682
## PC57 > -0.07664244
## PC64 > -0.3157029
## PC73 > -1.358748
## PC78 <= -0.3627467
## PC94 > -1.43073
## -> class 2\|3 [0.981]
##
## Rule 32/246: (50.4/0.2, lift 8.6)
## PC1 <= -1.697461
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC14 <= 2.76885
## PC24 <= 1.019233
## PC29 <= 0.2788967
## PC32 > -3.011938
## PC35 > 0.7640054
## PC57 > -0.07664244
## PC73 > -1.358748
## -> class 2\|3 [0.978]
##
## Rule 32/247: (42, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC45 > 0.3183786
## PC47 > -0.779565
## PC57 > -0.07664244
## PC73 > -1.358748
## PC93 <= 0.9245634
## -> class 2\|3 [0.977]
##
## Rule 32/248: (85.2/1.2, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.336766
## PC22 <= -1.831763
## PC43 > -0.218724
## -> class 2\|3 [0.974]
##
## Rule 32/249: (40.5/0.2, lift 8.5)
## PC1 <= -1.697461
## PC8 <= -0.6680527
## PC14 <= 2.76885
## PC57 > -0.07664244
## PC73 > -1.358748
## PC99 <= -1.581467
## -> class 2\|3 [0.973]
##
## Rule 32/250: (64.8/0.9, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.336766
## PC14 <= 2.76885
## PC35 <= -1.621486
## PC43 > -0.218724
## PC73 > -1.358748
## -> class 2\|3 [0.972]
##
## Rule 32/251: (29.4, lift 8.5)
## PC10 <= -0.7280131
## PC19 > 3.570007
## PC57 <= 0.02752472
## -> class 2\|3 [0.968]
##
## Rule 32/252: (136.5/3.4, lift 8.5)
## PC1 <= -0.430681
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC24 <= 1.019233
## PC27 > -0.1254007
## PC35 <= 0.7640054
## PC47 > -0.779565
## PC57 > -0.07664244
## PC87 > 0.2721748
## PC93 <= 0.9245634
## PC96 > -0.2063042
## -> class 2\|3 [0.968]
##
## Rule 32/253: (105.4/2.6, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.336766
## PC14 <= 2.76885
## PC43 > -0.218724
## PC72 <= -0.504717
## PC73 > -1.358748
## -> class 2\|3 [0.967]
##
## Rule 32/254: (25.6, lift 8.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -2.987631
## PC19 > -1.342918
## PC20 > -0.09071907
## -> class 2\|3 [0.964]
##
## Rule 32/255: (112.3/3.4, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC14 <= 2.76885
## PC74 > -1.516062
## PC76 > 0.6424678
## PC94 > -1.43073
## -> class 2\|3 [0.961]
##
## Rule 32/256: (42.9/0.9, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC9 <= 3.654455
## PC44 > 0.9023017
## PC99 <= -0.385896
## -> class 2\|3 [0.957]
##
## Rule 32/257: (19.5, lift 8.4)
## PC2 <= 2.5099
## PC10 <= -0.7280131
## PC12 <= -2.04151
## PC100 > 3.701552
## -> class 2\|3 [0.954]
##
## Rule 32/258: (276.1/11.7, lift 8.4)
## PC1 > -1.697461
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC47 > -0.779565
## PC56 <= 0.3467955
## PC57 > -0.07664244
## PC94 > -1.43073
## -> class 2\|3 [0.954]
##
## Rule 32/259: (332.6/15.7, lift 8.3)
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC9 <= 3.654455
## PC10 > -1.099416
## PC11 > -3.768848
## PC11 <= 2.668048
## PC18 <= 0.4699033
## PC19 > -1.325214
## PC21 <= 0.583823
## PC27 > -0.3982558
## PC39 > -0.7657357
## PC43 > -0.218724
## PC44 <= 0.9023017
## PC46 <= 0.4031499
## PC77 <= 1.034278
## PC84 > -0.2683572
## PC85 <= 0.8082542
## PC98 > -0.3651268
## -> class 2\|3 [0.950]
##
## Rule 32/260: (153.3/7.4, lift 8.3)
## PC1 <= -1.697461
## PC8 <= -0.6680527
## PC41 > -1.214658
## PC44 <= 0.4365815
## PC57 > -0.07664244
## PC64 <= -0.3157029
## PC87 <= 0.2721748
## PC94 > -1.43073
## -> class 2\|3 [0.946]
##
## Rule 32/261: (38.7/1.2, lift 8.3)
## PC1 <= -0.430681
## PC8 > -2.336766
## PC8 <= -2.050626
## PC14 <= 2.76885
## PC27 <= -0.1254007
## PC35 <= 0.7640054
## PC87 > 0.2721748
## PC94 > -1.43073
## -> class 2\|3 [0.946]
##
## Rule 32/262: (16.2, lift 8.3)
## PC1 > -0.430681
## PC2 > -6.639774
## PC3 <= 0.1229528
## PC11 > 1.930692
## PC21 <= 0.9185746
## PC89 > 0.4860625
## -> class 2\|3 [0.945]
##
## Rule 32/263: (163.9/8.3, lift 8.3)
## PC2 <= 2.5099
## PC8 <= -3.942627
## PC13 <= 0.5694682
## PC36 > -0.3153746
## PC43 <= -0.218724
## PC51 <= 0.6479242
## -> class 2\|3 [0.944]
##
## Rule 32/264: (201.7/11.6, lift 8.2)
## PC2 <= 2.5099
## PC8 > -3.942627
## PC8 <= -2.336766
## PC10 <= 0.6554425
## PC14 <= 2.76885
## PC26 <= 2.616798
## PC36 > -0.3153746
## PC43 <= -0.218724
## PC45 <= 0.4344248
## PC51 <= 0.6479242
## PC58 <= 0.2115997
## PC84 > -0.2494107
## -> class 2\|3 [0.938]
##
## Rule 32/265: (18.7/0.4, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -3.791219
## PC8 > 1.189587
## -> class 2\|3 [0.934]
##
## Rule 32/266: (12.8, lift 8.2)
## PC1 <= -0.430681
## PC2 > -3.573207
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC23 <= 0.9730203
## PC37 <= 1.138888
## PC54 > 0.06146915
## PC57 > 0.0181126
## -> class 2\|3 [0.932]
##
## Rule 32/267: (18.1/0.4, lift 8.1)
## PC1 > -1.960932
## PC8 <= -0.6680527
## PC9 > 3.654455
## PC21 <= 0.583823
## PC46 <= 0.4031499
## PC72 > -0.504717
## -> class 2\|3 [0.929]
##
## Rule 32/268: (33.5/1.7, lift 8.1)
## PC1 > -4.277799
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC18 <= -0.1783379
## PC23 <= 0.9730203
## PC57 > 0.0181126
## -> class 2\|3 [0.925]
##
## Rule 32/269: (11.2, lift 8.1)
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC57 <= -0.07664244
## PC73 > -1.358748
## PC74 <= -1.516062
## PC94 > -1.43073
## -> class 2\|3 [0.924]
##
## Rule 32/270: (67.5/5.1, lift 8.0)
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC14 <= 2.76885
## PC18 > 0.4699033
## PC43 > -0.218724
## PC73 > -1.358748
## -> class 2\|3 [0.912]
##
## Rule 32/271: (43.9/4.1, lift 7.8)
## PC1 <= -0.430681
## PC8 <= -2.336766
## PC43 > -0.218724
## PC46 > 0.4031499
## PC73 > -1.358748
## -> class 2\|3 [0.890]
##
## Rule 32/272: (23.1/2.2, lift 7.6)
## PC1 <= -0.430681
## PC6 > 1.76174
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC23 <= 0.9730203
## PC37 <= 1.138888
## PC57 > 0.0181126
## -> class 2\|3 [0.873]
##
## Rule 32/273: (68.4/9.7, lift 7.4)
## PC1 > -4.277799
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC23 <= 0.9730203
## PC44 > 0.3619555
## PC54 <= 0.06146915
## PC57 > 0.0181126
## PC63 <= -0.01178659
## -> class 2\|3 [0.848]
##
## Rule 32/274: (4, lift 7.3)
## PC5 <= -0.6301011
## PC14 > 2.76885
## -> class 2\|3 [0.834]
##
## Rule 32/275: (64.8/11.2, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC14 <= 2.76885
## PC16 <= -0.52775
## PC57 <= -0.07664244
## PC64 <= 0.04409203
## PC73 > -1.358748
## -> class 2\|3 [0.817]
##
## Rule 32/276: (43.3/7.6, lift 7.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -0.6198061
## PC8 <= -0.6680527
## PC14 <= 2.76885
## PC73 <= -1.358748
## PC80 > -3.908811
## -> class 2\|3 [0.809]
##
## Rule 32/277: (165.8/34.1, lift 6.9)
## PC2 <= 2.5099
## PC3 > 0.1229528
## PC3 <= 0.6922847
## PC10 > -0.7280131
## PC16 > 0.3594292
## PC21 <= 0.9185746
## -> class 2\|3 [0.791]
##
## Rule 32/278: (49.9/11.8, lift 6.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.189587
## PC23 <= 0.9730203
## PC54 <= 0.06146915
## PC57 > 0.0181126
## PC62 <= -1.318669
## -> class 2\|3 [0.753]
##
## Rule 32/279: (115.7, lift 23.3)
## PC2 > -8.892819
## PC8 <= -2.336766
## PC9 <= 3.654455
## PC22 > -1.831763
## PC46 <= 0.4031499
## PC72 > -0.504717
## PC73 > -1.358748
## PC85 > 0.8082542
## -> class 2\|4 [0.992]
##
## Rule 32/280: (110/0.1, lift 23.3)
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC9 <= 3.654455
## PC13 <= 0.5694682
## PC18 <= 0.4699033
## PC22 > -1.831763
## PC35 > -1.621486
## PC44 > 0.9023017
## PC72 > -0.504717
## PC96 <= 0.2911013
## PC99 > -0.385896
## -> class 2\|4 [0.990]
##
## Rule 32/281: (82.3/0.2, lift 23.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -1.447058
## PC10 <= -0.7280131
## PC19 > -1.342918
## PC20 <= -0.09071907
## PC57 > 0.02752472
## -> class 2\|4 [0.986]
##
## Rule 32/282: (114.9/1, lift 23.1)
## PC8 <= -2.336766
## PC11 <= 2.668048
## PC18 <= 0.4699033
## PC21 > 0.583823
## PC22 > -1.831763
## PC35 > -1.621486
## PC43 > -0.218724
## PC46 <= 0.4031499
## PC72 > -0.504717
## -> class 2\|4 [0.983]
##
## Rule 32/283: (118.2/1.1, lift 23.1)
## PC1 <= -1.960932
## PC8 <= -2.336766
## PC9 > 3.654455
## PC11 <= 2.668048
## PC21 <= 0.583823
## PC22 > -1.831763
## PC43 > -0.218724
## PC46 <= 0.4031499
## PC72 > -0.504717
## -> class 2\|4 [0.983]
##
## Rule 32/284: (124.5/1.5, lift 23.0)
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC10 <= -1.099416
## PC13 <= 0.5694682
## PC39 > -0.7657357
## PC43 > -0.218724
## PC72 > -0.504717
## -> class 2\|4 [0.980]
##
## Rule 32/285: (35, lift 22.8)
## PC1 <= -0.430681
## PC11 <= -3.768848
## PC19 > -1.325214
## PC22 > -1.831763
## PC49 <= 0.1028608
## PC96 <= 0.2911013
## -> class 2\|4 [0.971]
##
## Rule 32/286: (183/4.7, lift 22.8)
## PC8 <= -2.336766
## PC11 > 2.668048
## PC18 <= 0.4699033
## PC35 > -1.621486
## PC43 > -0.218724
## PC46 <= 0.4031499
## PC72 > -0.504717
## PC73 > -1.358748
## -> class 2\|4 [0.969]
##
## Rule 32/287: (30.8, lift 22.7)
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC27 <= -0.3982558
## PC35 > -1.621486
## PC43 > -0.218724
## PC46 <= 0.4031499
## PC72 > -0.504717
## PC96 <= 0.2911013
## -> class 2\|4 [0.967]
##
## Rule 32/288: (25.5, lift 22.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC13 > 0.5694682
## PC14 <= 2.76885
## PC73 > -1.358748
## -> class 2\|4 [0.964]
##
## Rule 32/289: (162.4/6.2, lift 22.5)
## PC2 > -8.892819
## PC8 <= -2.336766
## PC19 <= -1.325214
## PC22 > -1.831763
## PC35 > -1.621486
## PC43 > -0.218724
## PC46 <= 0.1428598
## PC49 <= 0.1028608
## PC72 > -0.504717
## -> class 2\|4 [0.956]
##
## Rule 32/290: (37.6/1.2, lift 22.2)
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC21 <= 0.583823
## PC22 > -1.831763
## PC43 > -0.218724
## PC46 <= 0.4031499
## PC72 > -0.504717
## PC96 <= 0.2911013
## PC97 <= -0.3321526
## -> class 2\|4 [0.945]
##
## Rule 32/291: (15.8, lift 22.2)
## PC1 > -0.430681
## PC1 <= 3.587707
## PC2 <= 2.5099
## PC3 <= 0.1229528
## PC21 <= 0.9185746
## PC67 <= -0.404483
## -> class 2\|4 [0.944]
##
## Rule 32/292: (80.4/6.6, lift 21.3)
## PC8 <= -2.336766
## PC22 > -1.831763
## PC35 > -1.621486
## PC43 > -0.218724
## PC46 <= 0.4031499
## PC72 > -0.504717
## PC77 > 1.034278
## PC96 <= 0.2911013
## -> class 2\|4 [0.908]
##
## Rule 32/293: (102.3/8.7, lift 21.3)
## PC1 > -0.430681
## PC8 <= -1.447058
## PC10 <= -0.7280131
## PC19 > -1.342918
## PC19 <= 3.570007
## PC79 <= -0.3779111
## -> class 2\|4 [0.907]
##
## Rule 32/294: (16.5/0.7, lift 21.3)
## PC1 <= -0.430681
## PC8 <= -2.336766
## PC43 <= -0.218724
## PC51 > 0.6479242
## PC73 > -1.358748
## -> class 2\|4 [0.906]
##
## Rule 32/295: (26.3/2, lift 21.0)
## PC1 <= -0.430681
## PC8 <= -2.336766
## PC36 <= -0.3153746
## PC43 <= -0.218724
## PC74 > 0.5601798
## -> class 2\|4 [0.894]
##
## Rule 32/296: (94.2/10.4, lift 20.7)
## PC8 <= -0.6680527
## PC18 <= 0.4699033
## PC35 > -1.621486
## PC39 <= -0.7657357
## PC43 > -0.218724
## PC72 > -0.504717
## PC73 > -1.358748
## PC96 <= 0.2911013
## PC97 > -0.3321526
## -> class 2\|4 [0.881]
##
## Rule 32/297: (6, lift 20.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC43 <= -0.218724
## PC45 > 0.4344248
## -> class 2\|4 [0.875]
##
## Rule 32/298: (34.6/6.9, lift 18.5)
## PC1 <= -0.430681
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC14 <= 2.76885
## PC29 <= 0.2788967
## PC47 <= -0.779565
## PC57 > -0.07664244
## PC95 > 0.5518312
## -> class 2\|4 [0.786]
##
## Rule 32/299: (20.2/5.8, lift 16.3)
## PC1 <= -0.430681
## PC2 > -8.892819
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC14 <= 2.76885
## PC24 > 1.019233
## PC57 > -0.07664244
## PC94 > -1.43073
## -> class 2\|4 [0.696]
##
## Rule 32/300: (15.8/6, lift 14.3)
## PC2 <= 2.5099
## PC8 <= -2.336766
## PC19 > -1.325214
## PC21 <= 0.583823
## PC35 > -1.621486
## PC39 > -0.7657357
## PC43 > -0.218724
## PC44 <= 0.9023017
## PC84 <= -0.2683572
## PC96 <= 0.2911013
## -> class 2\|4 [0.609]
##
## Rule 32/301: (49.8/22.9, lift 12.6)
## PC1 <= -0.430681
## PC2 > -8.892819
## PC2 <= 2.5099
## PC8 > -2.336766
## PC8 <= -0.6680527
## PC29 > 0.2788967
## PC32 > -3.011938
## PC57 > -0.07664244
## PC73 > -1.358748
## -> class 2\|4 [0.538]
##
## Default class: 2\|2
##
## ----- Trial 33: -----
##
## Rules:
##
## Rule 33/1: (150.8, lift 17.1)
## PC4 > -9.041733
## PC11 > -0.06839994
## PC14 > -0.4244162
## PC14 <= 1.991589
## PC16 > -1.222327
## PC17 > 0.07838374
## PC18 > 2.059208
## PC30 <= 2.521789
## PC31 > -0.2922627
## PC46 <= 0.3180107
## PC51 <= 0.451746
## PC53 <= 1.174927
## PC55 > -0.3570008
## PC58 <= 0.8787203
## PC69 <= 0.551266
## PC76 <= 0.2747086
## PC82 > -0.2663316
## PC92 > -0.5737158
## PC95 > -0.1164806
## -> class 0\|0 [0.993]
##
## Rule 33/2: (94.5, lift 17.0)
## PC2 > 2.526915
## PC16 > -1.222327
## PC18 > 1.44517
## PC24 <= -2.807883
## PC51 <= 0.5366058
## PC56 <= 1.480084
## PC84 <= 0.7634224
## PC91 > -1.106988
## -> class 0\|0 [0.990]
##
## Rule 33/3: (82.8, lift 17.0)
## PC1 > -0.5330857
## PC11 > -0.06839994
## PC18 > 2.059208
## PC22 > -0.3179235
## PC30 <= 2.521789
## PC51 <= 0.451746
## PC92 > -0.5737158
## -> class 0\|0 [0.988]
##
## Rule 33/4: (76.1, lift 17.0)
## PC17 > 0.07838374
## PC18 > 1.44517
## PC22 > -0.3179235
## PC28 <= 3.478025
## PC48 > 0.417758
## PC51 <= 0.451746
## PC52 > -6.51612
## PC60 > -1.025194
## PC75 > -1.24228
## PC96 <= 0.6684543
## -> class 0\|0 [0.987]
##
## Rule 33/5: (83.3/0.2, lift 16.9)
## PC4 > -9.041733
## PC13 <= 7.236558
## PC16 <= -1.383342
## PC18 > 1.44517
## PC22 > -0.3179235
## PC28 <= 3.478025
## PC30 <= 2.521789
## -> class 0\|0 [0.986]
##
## Rule 33/6: (69.5, lift 16.9)
## PC2 > 2.526915
## PC4 > -9.041733
## PC16 > -1.222327
## PC18 > -0.8495221
## PC18 <= 5.253655
## PC20 <= -2.802719
## PC22 > -0.3179235
## PC47 <= 4.410915
## PC51 <= 0.5366058
## -> class 0\|0 [0.986]
##
## Rule 33/7: (68, lift 16.9)
## PC2 > 2.526915
## PC4 <= 10.44749
## PC13 <= 7.236558
## PC18 > 1.44517
## PC52 > -6.51612
## PC52 <= 2.76581
## PC56 <= 1.480084
## PC84 > 0.7634224
## PC99 > -1.489295
## -> class 0\|0 [0.986]
##
## Rule 33/8: (66.4, lift 16.9)
## PC4 > -9.041733
## PC18 > 1.44517
## PC18 <= 5.253655
## PC22 > -0.3179235
## PC28 <= 3.478025
## PC30 <= 2.521789
## PC51 <= 0.5366058
## PC53 > 1.213422
## PC56 <= 1.480084
## PC84 <= 0.7634224
## PC99 > -1.489295
## -> class 0\|0 [0.985]
##
## Rule 33/9: (58.9, lift 16.9)
## PC2 > 2.526915
## PC4 > -9.041733
## PC18 > 1.44517
## PC22 > -0.3179235
## PC30 <= 2.521789
## PC56 <= 1.480084
## PC59 > -2.283471
## PC74 <= -0.6799318
## PC91 > -1.106988
## PC99 > -0.4938342
## -> class 0\|0 [0.984]
##
## Rule 33/10: (78.6/0.3, lift 16.9)
## PC4 > -9.041733
## PC16 > -1.222327
## PC18 > 1.44517
## PC22 > -0.3179235
## PC28 <= 3.478025
## PC30 <= 2.521789
## PC33 <= -1.408346
## PC40 <= 2.541167
## PC51 <= 0.451746
## PC71 <= 0.3852735
## PC96 <= 0.6684543
## PC99 > -0.4938342
## -> class 0\|0 [0.984]
##
## Rule 33/11: (115.2/1.1, lift 16.9)
## PC2 > 2.526915
## PC4 > -9.041733
## PC4 <= 10.44749
## PC14 <= 0.2146856
## PC18 > 1.44517
## PC30 <= 2.521789
## PC40 > 2.541167
## PC47 <= 4.410915
## PC52 <= 2.76581
## -> class 0\|0 [0.982]
##
## Rule 33/12: (57.9/0.3, lift 16.8)
## PC2 > 2.526915
## PC18 > 1.44517
## PC22 > -0.3179235
## PC30 <= 2.521789
## PC51 <= 0.451746
## PC61 <= -1.062824
## PC75 > -1.24228
## -> class 0\|0 [0.978]
##
## Rule 33/13: (46.6/0.2, lift 16.8)
## PC4 > -9.041733
## PC4 <= 10.44749
## PC13 <= 7.236558
## PC18 > 1.44517
## PC21 <= 0.6757784
## PC56 <= 1.480084
## PC59 > -2.283471
## PC90 <= 3.016202
## PC99 <= -1.489295
## -> class 0\|0 [0.975]
##
## Rule 33/14: (72.4/1.3, lift 16.7)
## PC4 > -9.041733
## PC18 > 1.44517
## PC18 <= 5.253655
## PC22 > -0.3179235
## PC30 <= 2.521789
## PC51 <= 0.5366058
## PC56 <= 1.480084
## PC57 <= -0.7748486
## PC59 > -2.283471
## PC75 > -1.24228
## PC91 > -1.106988
## PC99 > -0.4938342
## -> class 0\|0 [0.970]
##
## Rule 33/15: (97/2, lift 16.7)
## PC13 <= 7.236558
## PC18 > 1.44517
## PC21 <= 0.6757784
## PC22 > -0.3179235
## PC32 > 0.9155498
## PC40 <= 2.541167
## PC52 <= 2.76581
## PC56 <= 1.480084
## -> class 0\|0 [0.969]
##
## Rule 33/16: (18.7, lift 16.4)
## PC4 <= 10.44749
## PC13 <= 7.236558
## PC18 > 1.44517
## PC21 <= 0.6757784
## PC30 > 2.521789
## PC54 <= 2.465308
## PC69 > 0.9084903
## PC90 <= 3.016202
## -> class 0\|0 [0.952]
##
## Rule 33/17: (59.5/2.8, lift 16.1)
## PC2 > 2.526915
## PC3 > -1.702317
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC27 > 0.5554403
## -> class 0\|0 [0.938]
##
## Rule 33/18: (17.8/1.3, lift 15.2)
## PC4 <= -9.041733
## PC18 > 1.44517
## PC47 > 0.8266706
## PC56 <= 1.480084
## -> class 0\|0 [0.884]
##
## Rule 33/19: (23.3/2.7, lift 14.7)
## PC2 > 2.526915
## PC3 > -1.702317
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC64 > 1.273126
## -> class 0\|0 [0.855]
##
## Rule 33/20: (4.8, lift 14.7)
## PC4 <= 10.44749
## PC18 > 1.44517
## PC22 <= -0.3179235
## PC25 <= -1.050508
## PC59 > -2.283471
## -> class 0\|0 [0.854]
##
## Rule 33/21: (9.2/0.7, lift 14.6)
## PC2 > 2.526915
## PC13 <= 7.236558
## PC14 > 2.64564
## -> class 0\|0 [0.848]
##
## Rule 33/22: (5.8/0.3, lift 14.3)
## PC2 > 2.526915
## PC3 > -1.702317
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC64 <= 1.273126
## PC69 > 0.9245949
## -> class 0\|0 [0.834]
##
## Rule 33/23: (7.3/1.3, lift 12.9)
## PC13 <= 7.236558
## PC18 > 1.44517
## PC22 <= -0.3179235
## PC49 <= -1.000884
## PC52 > -6.51612
## PC83 > -4.557264
## -> class 0\|0 [0.752]
##
## Rule 33/24: (268.2/129.1, lift 8.9)
## PC18 > 1.44517
## PC20 > 4.205393
## PC52 > -6.51612
## -> class 0\|0 [0.518]
##
## Rule 33/25: (88.4, lift 12.0)
## PC2 > 2.526915
## PC3 <= -1.702317
## PC9 > -0.015689
## PC11 > -0.06531438
## PC17 > -1.134144
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC22 > -0.08471563
## -> class 0\|1 [0.989]
##
## Rule 33/26: (74.8, lift 12.0)
## PC2 > 2.526915
## PC9 > -0.015689
## PC17 > -1.134144
## PC18 > -0.8495221
## PC18 <= 1.108336
## PC22 <= -0.08471563
## PC60 <= -0.4183349
## -> class 0\|1 [0.987]
##
## Rule 33/27: (73.2, lift 12.0)
## PC2 > 2.526915
## PC13 <= 7.236558
## PC16 > -1.383342
## PC17 <= 0.07838374
## PC18 > 1.44517
## PC24 > -2.807883
## PC32 <= 0.9155498
## PC33 > -1.408346
## PC51 <= 0.5366058
## PC54 <= 2.465308
## PC59 > -2.283471
## PC74 > -0.6799318
## -> class 0\|1 [0.987]
##
## Rule 33/28: (64.1, lift 12.0)
## PC18 > 1.44517
## PC51 > 0.451746
## PC51 <= 0.5366058
## PC53 <= 1.213422
## PC57 > -0.7748486
## PC59 > -2.283471
## PC99 > -1.489295
## -> class 0\|1 [0.985]
##
## Rule 33/29: (61.7, lift 12.0)
## PC2 > 2.526915
## PC4 <= 10.44749
## PC18 > 1.44517
## PC47 <= 4.410915
## PC54 <= 2.465308
## PC56 > 1.480084
## PC59 > -2.283471
## -> class 0\|1 [0.984]
##
## Rule 33/30: (57.6, lift 12.0)
## PC3 <= -1.702317
## PC10 <= -3.705888
## PC16 <= 0.320115
## PC18 > -0.8495221
## PC18 <= 1.44517
## -> class 0\|1 [0.983]
##
## Rule 33/31: (56.8, lift 12.0)
## PC2 > 2.526915
## PC4 <= 10.44749
## PC18 > 1.44517
## PC31 <= -0.2922627
## PC32 <= 0.9155498
## PC54 <= 2.465308
## PC74 > -0.6799318
## -> class 0\|1 [0.983]
##
## Rule 33/32: (59.6/0.2, lift 11.9)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC14 <= -0.4244162
## PC18 > -0.8495221
## PC22 > -0.3179235
## PC24 > -2.807883
## PC33 > -1.408346
## PC40 <= 2.541167
## PC53 <= 1.213422
## PC58 <= 0.8787203
## PC59 > -2.283471
## PC96 <= 0.6684543
## PC99 > -0.4938342
## -> class 0\|1 [0.981]
##
## Rule 33/33: (128.6/1.9, lift 11.9)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC17 > 0.07838374
## PC18 > -0.8495221
## PC18 <= 2.059208
## PC32 <= 0.9155498
## PC48 <= 0.417758
## PC52 <= 2.76581
## PC57 > -0.7748486
## PC74 > -0.6799318
## PC91 > -1.106988
## PC92 > -0.5737158
## PC96 <= 0.6684543
## PC99 > -0.4938342
## -> class 0\|1 [0.978]
##
## Rule 33/34: (39.2, lift 11.9)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > -0.8495221
## PC24 > -2.807883
## PC33 > -1.408346
## PC40 <= 2.541167
## PC60 <= -1.025194
## PC61 > -1.062824
## PC74 > -0.6799318
## PC91 > -1.106988
## PC99 > -1.489295
## -> class 0\|1 [0.976]
##
## Rule 33/35: (62.3/0.6, lift 11.9)
## PC1 <= -0.5330857
## PC4 <= 10.44749
## PC18 > 2.059208
## PC24 > -2.807883
## PC33 > -1.408346
## PC40 <= 2.541167
## PC48 <= 0.417758
## PC52 <= 2.76581
## PC57 > -0.7748486
## PC59 > -2.283471
## PC76 > 0.2747086
## PC84 <= 0.7634224
## -> class 0\|1 [0.976]
##
## Rule 33/36: (38.2, lift 11.8)
## PC1 <= -0.5330857
## PC2 > 2.526915
## PC13 <= 7.236558
## PC17 > 0.07838374
## PC18 > -0.8495221
## PC30 <= 2.521789
## PC33 > -1.408346
## PC46 > 0.3180107
## PC48 <= 0.417758
## PC91 > -1.106988
## PC96 <= 0.6684543
## -> class 0\|1 [0.974]
##
## Rule 33/37: (35.4, lift 11.8)
## PC2 > 2.526915
## PC4 <= 10.44749
## PC13 <= 7.236558
## PC16 > -1.383342
## PC18 > 1.44517
## PC28 <= 3.478025
## PC30 <= 2.521789
## PC32 <= 0.9155498
## PC40 <= 2.541167
## PC56 <= 1.480084
## PC91 <= -1.106988
## -> class 0\|1 [0.973]
##
## Rule 33/38: (53.3/0.6, lift 11.8)
## PC4 <= 10.44749
## PC16 > -1.383342
## PC18 > 1.44517
## PC22 > -0.3179235
## PC28 <= 3.478025
## PC52 > 2.76581
## PC54 <= 2.465308
## PC59 > -2.283471
## -> class 0\|1 [0.971]
##
## Rule 33/39: (103.3/2.4, lift 11.8)
## PC4 <= -9.041733
## PC18 > 1.44517
## PC42 <= 2.798876
## PC47 <= 0.8266706
## -> class 0\|1 [0.967]
##
## Rule 33/40: (90.5/2.1, lift 11.7)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC11 <= -0.06839994
## PC13 <= 7.236558
## PC16 > -1.383342
## PC18 > -0.8495221
## PC20 > -2.802719
## PC24 > -2.807883
## PC30 <= 2.521789
## PC32 <= 0.9155498
## PC33 > -1.408346
## PC40 <= 2.541167
## PC53 <= 1.213422
## PC57 > -0.7748486
## PC84 <= 0.7634224
## -> class 0\|1 [0.966]
##
## Rule 33/41: (34/0.3, lift 11.7)
## PC16 > -1.383342
## PC16 <= -1.222327
## PC18 > 1.44517
## PC32 <= 0.9155498
## PC40 <= 2.541167
## PC57 > -0.7748486
## -> class 0\|1 [0.964]
##
## Rule 33/42: (24.9, lift 11.7)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC9 > -0.015689
## PC17 > -1.134144
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC71 > 0.534832
## -> class 0\|1 [0.963]
##
## Rule 33/43: (69.8/1.7, lift 11.7)
## PC13 <= 7.236558
## PC16 > -1.383342
## PC18 > 1.44517
## PC30 <= 2.521789
## PC42 <= 2.798876
## PC51 > 0.5366058
## PC52 <= 2.76581
## PC54 <= 2.465308
## PC59 > -2.283471
## PC84 <= 0.7634224
## -> class 0\|1 [0.963]
##
## Rule 33/44: (136.5/4.4, lift 11.7)
## PC18 > 1.44517
## PC28 <= 3.478025
## PC30 > 2.521789
## PC47 <= 4.410915
## PC59 > -2.283471
## PC69 <= 0.9084903
## -> class 0\|1 [0.961]
##
## Rule 33/45: (144.8/4.9, lift 11.7)
## PC2 > 2.526915
## PC4 <= 10.44749
## PC13 <= 7.236558
## PC14 <= 2.64564
## PC18 > 1.44517
## PC20 <= 4.205393
## PC22 <= -0.3179235
## PC25 > -1.050508
## PC42 <= 2.798876
## PC47 <= 4.410915
## PC49 > -1.000884
## PC54 <= 1.277894
## PC99 > -1.489295
## -> class 0\|1 [0.960]
##
## Rule 33/46: (23, lift 11.7)
## PC2 > 2.526915
## PC16 > -1.383342
## PC18 > 1.44517
## PC20 > -2.802719
## PC30 <= 2.521789
## PC32 <= 0.9155498
## PC53 <= 1.213422
## PC57 > -0.7748486
## PC59 > -2.283471
## PC84 <= 0.7634224
## PC96 > 0.6684543
## PC99 > -1.489295
## -> class 0\|1 [0.960]
##
## Rule 33/47: (23.6, lift 11.7)
## PC10 <= -3.705888
## PC18 > -0.8495221
## PC18 <= 1.108336
## PC21 > -0.5193602
## PC22 <= -0.08471563
## PC92 > -0.3773708
## -> class 0\|1 [0.959]
##
## Rule 33/48: (22.3, lift 11.7)
## PC16 > -1.383342
## PC18 > 5.253655
## PC32 <= 0.9155498
## PC59 > -2.283471
## PC84 <= 0.7634224
## PC99 > -0.4938342
## -> class 0\|1 [0.959]
##
## Rule 33/49: (59.4/1.6, lift 11.6)
## PC2 > 2.526915
## PC3 <= -1.702317
## PC9 > -0.015689
## PC11 > -0.06531438
## PC17 > -1.134144
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC92 <= -0.3773708
## -> class 0\|1 [0.958]
##
## Rule 33/50: (79.1/3, lift 11.6)
## PC1 <= -0.5330857
## PC2 > 2.526915
## PC11 > -0.06839994
## PC18 > -0.8495221
## PC22 > -0.3179235
## PC24 > -2.807883
## PC40 <= 2.541167
## PC51 <= 0.5366058
## PC57 > -0.7748486
## PC58 > 0.8787203
## PC59 > -2.283471
## PC74 > -0.6799318
## PC91 > -1.106988
## PC92 > -0.5737158
## PC96 <= 0.6684543
## -> class 0\|1 [0.950]
##
## Rule 33/51: (87.7/3.7, lift 11.5)
## PC2 > 2.526915
## PC13 <= 7.236558
## PC18 > 1.44517
## PC21 <= 0.6757784
## PC32 <= 0.9155498
## PC40 <= 2.541167
## PC42 <= 2.798876
## PC84 <= 0.7634224
## PC91 > -1.106988
## PC99 > -1.489295
## PC99 <= -0.4938342
## -> class 0\|1 [0.947]
##
## Rule 33/52: (34.3/1.2, lift 11.4)
## PC13 <= 7.236558
## PC14 > 0.6028854
## PC18 > 1.44517
## PC59 <= -2.283471
## PC60 > -0.654911
## -> class 0\|1 [0.940]
##
## Rule 33/53: (13.7, lift 11.4)
## PC2 > 2.526915
## PC13 <= 7.236558
## PC14 > 0.2146856
## PC16 > -1.383342
## PC18 > 1.44517
## PC40 > 2.541167
## -> class 0\|1 [0.936]
##
## Rule 33/54: (33.2/1.4, lift 11.3)
## PC1 <= -0.5330857
## PC4 <= 10.44749
## PC16 > -1.383342
## PC18 > 1.44517
## PC20 > -2.802719
## PC24 > -2.807883
## PC30 <= 2.521789
## PC32 <= 0.9155498
## PC33 > -1.408346
## PC51 <= 0.5366058
## PC76 <= 0.2747086
## PC82 <= -0.2663316
## PC92 > -0.5737158
## -> class 0\|1 [0.931]
##
## Rule 33/55: (51.9/2.9, lift 11.3)
## PC3 <= 1.640775
## PC18 <= -0.8495221
## PC31 <= 0.117333
## PC54 <= 3.096431
## PC57 > 0.2684259
## PC78 > 1.730299
## -> class 0\|1 [0.928]
##
## Rule 33/56: (17.1/0.4, lift 11.3)
## PC3 <= -1.702317
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC30 > 4.462632
## -> class 0\|1 [0.926]
##
## Rule 33/57: (46.6/2.7, lift 11.2)
## PC2 > 2.526915
## PC18 > 1.44517
## PC24 > -2.807883
## PC32 <= 0.9155498
## PC33 > -1.408346
## PC40 <= 2.541167
## PC48 <= 0.417758
## PC53 <= 1.213422
## PC74 > -0.6799318
## PC92 <= -0.5737158
## PC99 > -1.489295
## -> class 0\|1 [0.923]
##
## Rule 33/58: (10.5, lift 11.2)
## PC18 > -2.283772
## PC18 <= -0.8495221
## PC34 > 5.305574
## PC54 <= 3.096431
## PC78 <= 1.730299
## -> class 0\|1 [0.920]
##
## Rule 33/59: (28.7/1.7, lift 11.1)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC13 <= 1.643236
## PC18 > -0.8495221
## PC38 <= -3.402292
## -> class 0\|1 [0.913]
##
## Rule 33/60: (16.7/0.7, lift 11.0)
## PC10 <= -3.705888
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC33 <= -3.694108
## -> class 0\|1 [0.907]
##
## Rule 33/61: (323.6/34.6, lift 10.8)
## PC2 > 2.526915
## PC3 > -1.702317
## PC3 <= 1.640775
## PC13 <= 1.643236
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC27 <= 0.5554403
## PC28 <= 0.4374254
## PC64 <= 1.273126
## PC69 <= 0.9245949
## -> class 0\|1 [0.891]
##
## Rule 33/62: (42/4.1, lift 10.8)
## PC2 > 2.526915
## PC3 <= -1.702317
## PC11 > -0.06531438
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC32 > 0.9455773
## PC47 <= 4.410915
## PC83 > -4.557264
## -> class 0\|1 [0.884]
##
## Rule 33/63: (6.3, lift 10.6)
## PC1 <= -0.5330857
## PC2 > 2.526915
## PC13 <= 7.236558
## PC18 > -0.8495221
## PC24 > -2.807883
## PC53 > 1.174927
## PC53 <= 1.213422
## -> class 0\|1 [0.876]
##
## Rule 33/64: (36.2/4.3, lift 10.5)
## PC2 > 2.526915
## PC13 <= 7.236558
## PC14 > 1.991589
## PC18 > 1.44517
## PC32 <= 0.9155498
## PC74 > -0.6799318
## -> class 0\|1 [0.861]
##
## Rule 33/65: (49.5/9.8, lift 9.6)
## PC13 > 7.236558
## PC18 > 4.696475
## PC29 > -0.4474091
## -> class 0\|1 [0.790]
##
## Rule 33/66: (51.4/13.7, lift 8.8)
## PC13 > 7.236558
## PC18 > 1.44517
## PC47 <= 4.410915
## PC81 <= -0.7361146
## PC83 > -4.557264
## PC100 > -0.8226014
## -> class 0\|1 [0.725]
##
## Rule 33/67: (49/14.3, lift 8.5)
## PC3 <= 1.640775
## PC15 <= 0.8242552
## PC18 > -1.099312
## PC18 <= -0.8495221
## PC40 > -2.798079
## PC54 <= 3.096431
## PC66 <= -0.4409782
## PC93 > -3.462427
## -> class 0\|1 [0.700]
##
## Rule 33/68: (89.5/27, lift 8.4)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC11 <= -0.06531438
## PC13 <= 1.643236
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC83 > -4.557264
## -> class 0\|1 [0.694]
##
## Rule 33/69: (9.7/2.7, lift 8.4)
## PC11 > -0.06531438
## PC17 <= -1.134144
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC28 <= -2.593885
## -> class 0\|1 [0.687]
##
## Rule 33/70: (55, lift 9.3)
## PC3 <= 1.640775
## PC12 > -1.224417
## PC18 > -2.283772
## PC18 <= -0.8495221
## PC28 <= -1.95313
## PC40 > -2.798079
## PC54 <= 3.096431
## PC89 > -1.704174
## -> class 0\|2 [0.982]
##
## Rule 33/71: (42.7, lift 9.2)
## PC4 > 10.44749
## PC18 > 1.44517
## PC47 <= 4.410915
## -> class 0\|2 [0.978]
##
## Rule 33/72: (30, lift 9.2)
## PC18 > 1.44517
## PC28 > 3.478025
## PC47 <= 4.410915
## -> class 0\|2 [0.969]
##
## Rule 33/73: (34.6/0.4, lift 9.1)
## PC14 <= -0.1605631
## PC18 <= -2.283772
## PC39 > -0.8562604
## PC40 > -2.798079
## PC51 > 0.6896967
## PC97 > -0.6475182
## -> class 0\|2 [0.962]
##
## Rule 33/74: (7716.5/5607.7, lift 2.6)
## PC2 > 2.526915
## -> class 0\|2 [0.273]
##
## Rule 33/75: (83.3, lift 11.1)
## PC4 > -5.538404
## PC18 > -2.283772
## PC18 <= -1.099312
## PC28 > -1.436036
## PC31 > -0.1872706
## PC37 <= 1.455464
## PC56 <= -0.460952
## PC61 > -0.5583106
## PC67 <= 0.2148174
## PC76 <= 1.155645
## -> class 0\|3 [0.988]
##
## Rule 33/76: (72.7, lift 11.1)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC4 > -5.538404
## PC15 <= 0.8242552
## PC18 <= -0.8495221
## PC28 > -1.436036
## PC30 <= 1.407807
## PC31 > -0.1872706
## PC37 <= 1.455464
## PC61 > -0.5583106
## PC72 > 0.5236768
## -> class 0\|3 [0.987]
##
## Rule 33/77: (67.2, lift 11.0)
## PC3 <= 1.640775
## PC15 <= 0.8242552
## PC18 <= -0.8495221
## PC40 <= -2.798079
## -> class 0\|3 [0.986]
##
## Rule 33/78: (155.2/1.4, lift 11.0)
## PC3 <= 1.640775
## PC17 <= 0.63545
## PC18 <= -2.283772
## PC26 <= 1.46661
## PC28 <= 2.985367
## PC33 <= 4.85177
## PC58 > -1.938102
## PC85 > 0.7538291
## -> class 0\|3 [0.985]
##
## Rule 33/79: (66.6, lift 11.0)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC4 > -5.538404
## PC15 <= 0.8242552
## PC18 > -2.283772
## PC18 <= -1.099312
## PC28 > -1.436036
## PC30 <= 1.407807
## PC61 > -0.5583106
## PC96 <= -0.6828794
## -> class 0\|3 [0.985]
##
## Rule 33/80: (86.5/0.4, lift 11.0)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC15 <= 0.8242552
## PC18 <= -1.099312
## PC34 <= 5.305574
## PC85 > 1.563878
## PC93 > -3.462427
## -> class 0\|3 [0.984]
##
## Rule 33/81: (79.2/0.3, lift 11.0)
## PC3 <= 1.640775
## PC18 <= -0.8495221
## PC54 > 3.096431
## -> class 0\|3 [0.984]
##
## Rule 33/82: (115.3/1, lift 11.0)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC15 <= 0.8242552
## PC18 <= -2.283772
## PC39 <= -0.8562604
## PC44 <= 1.563007
## PC78 <= 1.730299
## -> class 0\|3 [0.983]
##
## Rule 33/83: (237.3/3.4, lift 11.0)
## PC5 > -0.9845681
## PC15 <= 0.8242552
## PC17 <= 0.63545
## PC18 <= -2.283772
## PC33 <= 4.85177
## PC82 <= 4.516281
## PC97 <= -0.6475182
## -> class 0\|3 [0.982]
##
## Rule 33/84: (186.4/2.6, lift 11.0)
## PC3 <= 1.640775
## PC4 > -8.287465
## PC6 <= 0.115219
## PC14 <= -0.1605631
## PC15 <= 0.8242552
## PC18 <= -2.283772
## PC26 <= 1.46661
## PC28 <= 2.985367
## PC42 <= 1.276258
## PC51 <= 0.6896967
## PC58 > -1.250211
## PC60 > -0.1330748
## PC84 <= 0.1708149
## PC90 > -0.7324599
## PC97 <= 0.5539216
## -> class 0\|3 [0.981]
##
## Rule 33/85: (44, lift 11.0)
## PC3 <= 1.640775
## PC18 > -2.283772
## PC18 <= -0.8495221
## PC30 <= 1.407807
## PC31 > -0.1872706
## PC37 <= 1.455464
## PC58 > -1.000462
## PC60 > 0.477187
## PC67 <= 0.2148174
## PC96 > -0.6828794
## -> class 0\|3 [0.978]
##
## Rule 33/86: (39.4, lift 10.9)
## PC4 > -5.538404
## PC15 <= 0.8242552
## PC18 > -2.283772
## PC18 <= -1.099312
## PC23 > -1.06591
## PC25 > 0.3749295
## PC37 <= 1.455464
## PC61 > -0.5583106
## -> class 0\|3 [0.976]
##
## Rule 33/87: (56.6/0.5, lift 10.9)
## PC3 <= 1.640775
## PC4 > -5.538404
## PC5 > -0.9845681
## PC12 > -1.224417
## PC15 <= 0.8242552
## PC18 > -2.283772
## PC18 <= -1.099312
## PC28 > -1.95313
## PC37 <= 1.455464
## PC61 > -0.5583106
## PC78 <= 1.730299
## PC88 <= -0.9850007
## PC93 > -3.462427
## -> class 0\|3 [0.975]
##
## Rule 33/88: (35.5, lift 10.9)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC9 > 0.5233031
## PC18 <= -1.099312
## PC31 > -0.1872706
## PC67 <= 0.2148174
## PC78 <= 1.730299
## -> class 0\|3 [0.973]
##
## Rule 33/89: (38.1/0.2, lift 10.9)
## PC3 <= -1.702317
## PC17 <= -1.134144
## PC18 <= 1.44517
## PC38 <= -1.254955
## PC75 <= 0.1614507
## -> class 0\|3 [0.971]
##
## Rule 33/90: (30.3, lift 10.9)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC47 > 4.410915
## -> class 0\|3 [0.969]
##
## Rule 33/91: (28.4, lift 10.8)
## PC18 <= -0.8495221
## PC31 > 0.117333
## PC78 > 1.730299
## -> class 0\|3 [0.967]
##
## Rule 33/92: (44.2/0.6, lift 10.8)
## PC13 > 1.643236
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC57 > 0.9461671
## PC83 > -4.557264
## -> class 0\|3 [0.966]
##
## Rule 33/93: (27, lift 10.8)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC12 <= -1.224417
## PC18 > -2.283772
## PC18 <= -1.099312
## PC93 > -3.462427
## -> class 0\|3 [0.964]
##
## Rule 33/94: (30.3/0.2, lift 10.8)
## PC3 <= 1.640775
## PC18 <= -0.8495221
## PC24 <= -2.228363
## PC54 <= 3.096431
## PC78 > 1.730299
## -> class 0\|3 [0.962]
##
## Rule 33/95: (68/1.6, lift 10.8)
## PC1 > -0.7303921
## PC3 <= 1.640775
## PC4 <= 2.979501
## PC13 > 1.643236
## PC18 > -0.8495221
## PC18 <= 1.44517
## PC25 <= 1.320244
## -> class 0\|3 [0.962]
##
## Rule 33/96: (157.1/6.5, lift 10.7)
## PC2 > 3.501853
## PC3 <= 1.640775
## PC5 > -0.9845681
## PC17 <= 0.63545
## PC18 <= -2.283772
## PC26 <= 1.46661
## PC28 <= 2.985367
## PC33 <= 4.85177
## PC44 <= 1.563007
## PC56 > -5.290535
## PC58 > -1.938102
## PC78 <= 1.730299
## PC83 <= 0.2050333
## PC97 > 0.5539216
## -> class 0\|3 [0.953]
##
## Rule 33/97: (108.8/5, lift 10.6)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC4 > -5.538404
## PC7 <= 1.404851
## PC15 <= 0.8242552
## PC18 > -2.283772
## PC18 <= -0.8495221
## PC23 <= -1.06591
## PC28 > -1.95313
## PC37 <= 1.455464
## PC61 > -0.5583106
## PC89 > -1.704174
## -> class 0\|3 [0.946]
##
## Rule 33/98: (277.2/16.1, lift 10.5)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC4 > -8.287465
## PC14 > -0.1605631
## PC15 <= 0.8242552
## PC18 <= -2.283772
## PC26 <= 1.46661
## PC28 <= 2.985367
## PC33 <= 4.85177
## PC47 <= 0.6206993
## PC56 > -5.290535
## PC58 > -1.938102
## PC90 > -0.7324599
## PC97 > -0.6475182
## PC97 <= 0.5539216
## -> class 0\|3 [0.939]
##
## Rule 33/99: (143.8/10.1, lift 10.4)
## PC18 <= -0.8495221
## PC31 > -0.1872706
## PC58 <= -1.000462
## PC61 > -0.5583106
## PC64 > -0.4586444
## PC72 <= 0.5236768
## PC90 > -0.1752465
## PC93 > -3.462427
## -> class 0\|3 [0.924]
##
## Rule 33/100: (86.7/6.5, lift 10.3)
## PC15 <= 0.8242552
## PC18 <= -2.283772
## PC26 <= 1.46661
## PC28 <= 2.985367
## PC33 <= 4.85177
## PC56 > -5.290535
## PC80 <= 0.1064947
## PC83 > 0.2050333
## PC97 > -0.6475182
## -> class 0\|3 [0.915]
##
## Rule 33/101: (9.8, lift 10.2)
## PC2 > 2.526915
## PC14 > 1.2505
## PC18 <= -1.099312
## PC61 <= -0.5583106
## -> class 0\|3 [0.911]
##
## Rule 33/102: (7, lift 10.0)
## PC15 > 0.8242552
## PC18 <= -0.8495221
## PC58 <= -2.998471
## -> class 0\|3 [0.889]
##
## Rule 33/103: (44.5/5.1, lift 9.7)
## PC2 > 2.526915
## PC18 > -0.8495221
## PC83 <= -4.557264
## -> class 0\|3 [0.868]
##
## Rule 33/104: (54.7/7.6, lift 9.5)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC15 <= -0.7715343
## PC18 > -1.099312
## PC18 <= -0.8495221
## PC93 > -3.462427
## -> class 0\|3 [0.848]
##
## Rule 33/105: (14.8/2.5, lift 8.9)
## PC4 <= -5.538404
## PC18 > -2.283772
## PC18 <= -0.8495221
## PC93 <= -1.162333
## -> class 0\|3 [0.794]
##
## Rule 33/106: (15.1/3.6, lift 8.2)
## PC13 > 7.236558
## PC18 > 1.44517
## PC18 <= 4.696475
## PC100 <= -0.8226014
## -> class 0\|3 [0.731]
##
## Rule 33/107: (11.8/4.7, lift 6.5)
## PC2 > 1.619613
## PC2 <= 2.526915
## PC10 <= -0.7280131
## -> class 0\|3 [0.583]
##
## Rule 33/108: (158.1, lift 20.5)
## PC2 <= 2.526915
## PC4 > 0.2703157
## PC6 <= -3.213379
## PC11 <= -0.8052899
## PC68 <= 1.082112
## -> class 1\|0 [0.994]
##
## Rule 33/109: (126.2, lift 20.5)
## PC1 > -0.430681
## PC14 <= -1.848327
## PC94 <= -0.114962
## -> class 1\|0 [0.992]
##
## Rule 33/110: (101, lift 20.5)
## PC10 <= 0.9532421
## PC16 <= -2.299228
## PC32 <= -1.777146
## PC59 <= 0.2874227
## PC91 > -0.5109994
## -> class 1\|0 [0.990]
##
## Rule 33/111: (181.9/1.4, lift 20.4)
## PC2 > 2.526915
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC22 > 0.1221173
## PC30 <= 0.2443703
## PC33 > -0.545204
## PC47 > -0.295758
## PC65 > -0.1389549
## PC71 <= 2.168019
## PC77 <= 0.7041603
## PC94 <= 0.03857326
## -> class 1\|0 [0.987]
##
## Rule 33/112: (51.8, lift 20.3)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC10 > -0.7280131
## PC10 <= 0.9532421
## PC16 <= -2.299228
## PC38 <= -0.2998597
## PC59 <= 0.2874227
## -> class 1\|0 [0.981]
##
## Rule 33/113: (59.4/0.1, lift 20.3)
## PC1 > -0.430681
## PC6 > -3.213379
## PC10 > -0.7280131
## PC48 > 0.639049
## PC55 > 0.00226857
## PC61 > -0.6122087
## PC85 <= -0.5865818
## -> class 1\|0 [0.981]
##
## Rule 33/114: (46.3, lift 20.2)
## PC2 <= 2.526915
## PC7 > -6.094074
## PC10 <= 0.9532421
## PC16 <= -2.299228
## PC59 <= 0.2874227
## PC67 <= -0.08205013
## PC98 > -0.0219018
## -> class 1\|0 [0.979]
##
## Rule 33/115: (45.5, lift 20.2)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC3 <= 0.8448048
## PC6 > -3.213379
## PC9 > -0.1466041
## PC10 > -0.7280131
## PC10 <= -0.3536676
## PC90 > -0.3054193
## -> class 1\|0 [0.979]
##
## Rule 33/116: (295.4/6.6, lift 20.1)
## PC1 > -0.430681
## PC3 <= 6.79025
## PC7 > -6.094074
## PC10 <= 0.9532421
## PC16 <= -2.299228
## PC59 <= 0.2874227
## PC91 > -0.5109994
## PC98 <= -0.0219018
## -> class 1\|0 [0.974]
##
## Rule 33/117: (28.3, lift 20.0)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC3 <= 0.8448048
## PC6 > -3.213379
## PC9 > -0.1466041
## PC14 > -1.848327
## PC80 <= -0.6475458
## PC90 > -0.3054193
## -> class 1\|0 [0.967]
##
## Rule 33/118: (10.7/0.7, lift 17.8)
## PC1 > -0.430681
## PC12 > 4.086701
## PC59 > 0.2874227
## -> class 1\|0 [0.863]
##
## Rule 33/119: (5.1, lift 17.8)
## PC2 <= 2.526915
## PC3 > 0.8448048
## PC16 > -2.299228
## PC16 <= -2.221471
## PC65 <= -0.04690123
## -> class 1\|0 [0.859]
##
## Rule 33/120: (77/10.9, lift 17.6)
## PC3 > 1.640775
## PC8 > -3.622398
## PC22 > 0.1221173
## PC36 > 0.3643291
## PC54 <= 0.04245615
## PC71 <= 2.168019
## PC74 <= -1.278046
## PC77 <= 0.7041603
## PC97 <= -0.7073586
## -> class 1\|0 [0.849]
##
## Rule 33/121: (671.6/391.1, lift 8.6)
## PC2 > 2.526915
## PC3 > 1.640775
## PC51 > -0.3034294
## -> class 1\|0 [0.418]
##
## Rule 33/122: (67.2, lift 18.7)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC6 <= -3.213379
## PC10 > -0.7280131
## PC11 > -0.8052899
## PC12 <= 1.035265
## PC16 > -2.299228
## PC71 > -0.4344061
## -> class 1\|1 [0.986]
##
## Rule 33/123: (124.9/0.8, lift 18.7)
## PC2 > 2.526915
## PC3 > 1.640775
## PC31 > -0.9369787
## PC36 > -1.118384
## PC51 > -0.2528453
## PC65 <= -0.1389549
## PC92 > -0.417605
## -> class 1\|1 [0.986]
##
## Rule 33/124: (95.4/0.4, lift 18.7)
## PC2 > 2.526915
## PC3 > 1.640775
## PC30 > 0.2443703
## PC31 > -0.9369787
## PC36 <= 0.3643291
## PC51 > -0.3034294
## -> class 1\|1 [0.985]
##
## Rule 33/125: (133.7/1.2, lift 18.7)
## PC2 <= 2.526915
## PC10 > -0.7280131
## PC12 <= 4.086701
## PC16 <= -2.299228
## PC35 > -0.6341802
## PC45 <= 0.2074099
## PC59 > 0.2874227
## -> class 1\|1 [0.984]
##
## Rule 33/126: (87.4/0.4, lift 18.7)
## PC2 > 2.526915
## PC3 > 1.640775
## PC30 > 0.2443703
## PC51 > -0.3034294
## PC97 > -0.7073586
## -> class 1\|1 [0.984]
##
## Rule 33/127: (57.9/0.2, lift 18.6)
## PC2 > 2.526915
## PC3 > 1.640775
## PC30 > 0.2443703
## PC51 > -0.3034294
## PC54 > 0.04245615
## -> class 1\|1 [0.980]
##
## Rule 33/128: (45.1, lift 18.6)
## PC3 > 0.8448048
## PC14 > -1.848327
## PC16 > -2.299228
## PC48 > 0.639049
## PC55 > 0.00226857
## PC61 > -0.6122087
## PC85 > -0.5865818
## -> class 1\|1 [0.979]
##
## Rule 33/129: (45.1, lift 18.6)
## PC2 > 2.526915
## PC3 > 1.640775
## PC47 <= -0.295758
## PC51 > -0.3034294
## PC65 > -0.1389549
## -> class 1\|1 [0.979]
##
## Rule 33/130: (52.3/0.2, lift 18.5)
## PC2 > 2.526915
## PC3 > 1.640775
## PC22 > 0.1221173
## PC30 > 0.2443703
## PC31 > -0.9369787
## PC54 <= 0.04245615
## PC64 > 0.02948394
## PC74 > -1.278046
## -> class 1\|1 [0.978]
##
## Rule 33/131: (95.3/1.3, lift 18.5)
## PC2 <= 2.526915
## PC16 <= -2.299228
## PC32 > -1.777146
## PC38 > -0.2998597
## PC67 > -0.08205013
## PC98 > -0.0219018
## -> class 1\|1 [0.977]
##
## Rule 33/132: (40.9, lift 18.5)
## PC2 > 2.526915
## PC8 <= -3.622398
## PC51 > -0.3034294
## -> class 1\|1 [0.977]
##
## Rule 33/133: (66.7/0.8, lift 18.5)
## PC2 > 2.526915
## PC3 > 1.640775
## PC12 <= -0.05653552
## PC22 <= 0.1221173
## PC31 > -0.9369787
## PC51 > -0.3034294
## PC92 > -0.417605
## -> class 1\|1 [0.974]
##
## Rule 33/134: (36.3/0.2, lift 18.4)
## PC1 > -0.430681
## PC16 <= -2.299228
## PC47 <= 2.656391
## PC91 <= -0.5109994
## -> class 1\|1 [0.970]
##
## Rule 33/135: (30, lift 18.4)
## PC2 > 2.526915
## PC3 > 1.640775
## PC12 <= -0.05653552
## PC51 > -0.3034294
## PC64 > 0.02948394
## PC94 > 0.03857326
## -> class 1\|1 [0.969]
##
## Rule 33/136: (29.5, lift 18.4)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC6 <= -3.213379
## PC68 > 1.082112
## PC71 > -0.4344061
## -> class 1\|1 [0.968]
##
## Rule 33/137: (48.2/0.9, lift 18.2)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC4 <= 0.2703157
## PC6 <= -3.213379
## PC71 > -0.4344061
## -> class 1\|1 [0.962]
##
## Rule 33/138: (24.4, lift 18.2)
## PC1 > -0.430681
## PC6 > -3.213379
## PC6 <= -1.250467
## PC10 > -0.7280131
## PC19 <= -1.233321
## PC20 > -0.1739503
## -> class 1\|1 [0.962]
##
## Rule 33/139: (144.8/5.3, lift 18.2)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC3 <= 0.8448048
## PC6 > -3.213379
## PC8 <= 1.883082
## PC9 > -0.1466041
## PC10 > -0.3536676
## PC14 > -1.848327
## PC16 > -2.299228
## PC19 > -1.233321
## PC80 > -0.6475458
## -> class 1\|1 [0.957]
##
## Rule 33/140: (20.9, lift 18.1)
## PC2 > 2.526915
## PC3 > 1.640775
## PC31 > -0.9369787
## PC51 > -0.3034294
## PC77 > 0.7041603
## -> class 1\|1 [0.956]
##
## Rule 33/141: (17.4, lift 18.0)
## PC2 <= 2.526915
## PC3 > 6.79025
## PC7 > -6.094074
## PC16 <= -2.299228
## -> class 1\|1 [0.948]
##
## Rule 33/142: (15.5, lift 17.9)
## PC3 > 1.640775
## PC6 <= -1.736889
## PC15 > 0.4240936
## PC50 <= -0.2541835
## -> class 1\|1 [0.943]
##
## Rule 33/143: (52.2/2.5, lift 17.7)
## PC1 > -0.430681
## PC6 > -3.213379
## PC14 <= -1.848327
## PC16 > -2.299228
## PC94 > -0.114962
## -> class 1\|1 [0.935]
##
## Rule 33/144: (12.6, lift 17.7)
## PC2 > 2.526915
## PC3 > 1.640775
## PC33 <= -0.545204
## PC51 > -0.3034294
## PC65 > -0.1389549
## -> class 1\|1 [0.931]
##
## Rule 33/145: (89.7/8.1, lift 17.1)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC10 > 0.9532421
## PC16 <= -2.299228
## PC47 <= 2.656391
## -> class 1\|1 [0.901]
##
## Rule 33/146: (17.5/1.6, lift 16.5)
## PC3 > 1.640775
## PC31 > -0.9369787
## PC51 > -0.3034294
## PC71 > 2.168019
## -> class 1\|1 [0.869]
##
## Rule 33/147: (5.5, lift 16.4)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC82 > 0.4797282
## -> class 1\|1 [0.867]
##
## Rule 33/148: (4.9, lift 16.2)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC10 > -0.7280131
## PC15 <= 3.872291
## PC62 > 1.960348
## -> class 1\|1 [0.855]
##
## Rule 33/149: (45.3/11.4, lift 14.0)
## PC2 <= 2.526915
## PC3 > 0.8448048
## PC15 <= 3.872291
## PC16 > -2.221471
## PC43 > -17.98464
## PC44 > 0.255484
## PC65 <= -0.04690123
## PC93 <= 0.02735028
## -> class 1\|1 [0.738]
##
## Rule 33/150: (99, lift 11.9)
## PC10 <= -0.7280131
## PC14 > 2.040389
## PC18 <= 0.1749518
## PC19 <= -1.342918
## PC50 <= -0.2956394
## -> class 1\|2 [0.990]
##
## Rule 33/151: (252/9, lift 11.6)
## PC3 > 1.640775
## PC6 <= -1.736889
## PC15 > -1.472295
## PC15 <= 0.4240936
## PC51 <= -0.3034294
## -> class 1\|2 [0.961]
##
## Rule 33/152: (58.6/1.8, lift 11.5)
## PC2 > 2.526915
## PC3 > 1.640775
## PC51 <= -0.2528453
## PC65 <= -0.1389549
## PC92 > -0.417605
## -> class 1\|2 [0.954]
##
## Rule 33/153: (3537.2/2023.7, lift 5.2)
## PC1 > -0.430681
## PC10 > -0.7280131
## PC16 > -2.299228
## -> class 1\|2 [0.428]
##
## Rule 33/154: (5155.7/3848.4, lift 3.1)
## PC1 > -0.430681
## PC2 <= 2.526915
## -> class 1\|2 [0.254]
##
## Rule 33/155: (132.6/4.4, lift 13.6)
## PC1 <= 1.128336
## PC2 > 2.526915
## PC3 > 1.640775
## PC15 <= -1.472295
## PC93 <= 0.7071595
## -> class 1\|3 [0.960]
##
## Rule 33/156: (428.2/17.5, lift 13.6)
## PC2 <= 2.526915
## PC3 > 0.8448048
## PC4 > -1.636041
## PC4 <= 0.8657938
## PC9 <= 2.088192
## PC10 > -0.7280131
## PC13 > -0.2615881
## PC16 > -2.299228
## PC37 > -1.357719
## PC39 <= 0.3692276
## PC47 <= 0.714998
## PC55 <= 0.3379085
## PC65 > -0.04690123
## PC90 <= 0.354212
## -> class 1\|3 [0.957]
##
## Rule 33/157: (22, lift 13.5)
## PC1 > -0.430681
## PC3 <= 0.8448048
## PC6 > -1.250467
## PC10 > -0.7280131
## PC19 <= -1.233321
## PC20 > -0.1739503
## PC21 > -1.076034
## PC29 <= -0.01767626
## -> class 1\|3 [0.955]
##
## Rule 33/158: (47.3/1.7, lift 13.4)
## PC2 <= 2.526915
## PC3 > 0.8448048
## PC4 > -1.636041
## PC16 > -2.299228
## PC36 <= -0.03428107
## PC46 <= 0.7284283
## PC48 <= 0.639049
## PC55 > 0.3379085
## PC59 > -0.9783286
## PC65 > -0.04690123
## PC83 <= -0.0729147
## -> class 1\|3 [0.946]
##
## Rule 33/159: (102.2/9.2, lift 12.8)
## PC1 > -0.430681
## PC6 > -3.213379
## PC10 > -0.7280131
## PC14 > -1.848327
## PC20 <= -1.019432
## PC37 > -1.357719
## PC37 <= 0.455744
## PC55 <= 0.3379085
## PC90 <= 0.354212
## -> class 1\|3 [0.902]
##
## Rule 33/160: (6.1, lift 12.4)
## PC2 <= 2.526915
## PC43 <= -17.98464
## -> class 1\|3 [0.876]
##
## Rule 33/161: (24.5/2.3, lift 12.4)
## PC2 > 2.526915
## PC3 > 1.640775
## PC6 > -1.736889
## PC15 > -1.472295
## PC51 <= -0.3034294
## -> class 1\|3 [0.876]
##
## Rule 33/162: (51.5/12.7, lift 10.5)
## PC3 > 0.8448048
## PC15 > 3.872291
## PC16 > -2.299228
## PC65 <= -0.04690123
## -> class 1\|3 [0.744]
##
## Rule 33/163: (1688.8/1069.2, lift 5.2)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC10 <= -0.7280131
## -> class 1\|3 [0.367]
##
## Rule 33/164: (71.2/0.3, lift 14.5)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC19 <= -0.4013062
## -> class 2\|0 [0.982]
##
## Rule 33/165: (65.2/0.9, lift 14.4)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC9 <= 0.3076294
## PC41 <= -0.9335573
## PC45 <= 0.4583037
## PC61 <= 1.934528
## PC63 <= -0.05903246
## -> class 2\|0 [0.971]
##
## Rule 33/166: (237.2/7.5, lift 14.3)
## PC8 > 2.291764
## PC11 > -0.383099
## PC20 <= -0.0410374
## PC21 > 0.143887
## PC37 > -0.5945614
## PC46 <= 1.245936
## PC54 > -2.008829
## PC71 <= 0.9115143
## PC77 <= -0.2324146
## PC84 > -0.6400416
## -> class 2\|0 [0.964]
##
## Rule 33/167: (24.8, lift 14.3)
## PC8 > 2.291764
## PC20 <= -0.0410374
## PC21 > 0.143887
## PC21 <= 0.9632134
## PC37 > -0.5945614
## PC77 > -0.2324146
## PC84 <= -0.290315
## PC94 <= 0.5254299
## -> class 2\|0 [0.963]
##
## Rule 33/168: (450.3/16.4, lift 14.2)
## PC8 > 2.291764
## PC11 > -0.9337804
## PC19 <= 0.7270498
## PC20 <= -0.0410374
## PC21 > 0.9632134
## PC54 > -2.008829
## PC71 <= 0.9115143
## PC88 <= 0.5445536
## PC94 <= 0.5254299
## -> class 2\|0 [0.961]
##
## Rule 33/169: (345.3/12.8, lift 14.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC19 <= 0.7270498
## PC20 <= -0.0410374
## PC28 <= 0.1452777
## PC54 > -2.008829
## PC70 <= -0.03703916
## PC71 <= 0.9115143
## PC88 <= 0.5445536
## PC94 <= 0.5254299
## -> class 2\|0 [0.960]
##
## Rule 33/170: (21.6, lift 14.1)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC9 <= 0.3076294
## PC45 > 0.4583037
## PC63 <= -0.05903246
## -> class 2\|0 [0.956]
##
## Rule 33/171: (19.4, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC6 <= -3.213379
## PC44 > 0.6627127
## PC63 <= 0.01857104
## PC71 <= -0.4344061
## -> class 2\|0 [0.953]
##
## Rule 33/172: (34.7/1.3, lift 13.9)
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC9 <= 0.3076294
## PC23 > 1.096889
## PC24 <= 1.571487
## PC63 <= -0.05903246
## -> class 2\|0 [0.938]
##
## Rule 33/173: (13, lift 13.8)
## PC1 > -0.430681
## PC3 <= 0.8448048
## PC6 > -3.213379
## PC10 > -0.7280131
## PC19 <= -1.233321
## PC20 <= -0.1739503
## -> class 2\|0 [0.933]
##
## Rule 33/174: (9.4, lift 13.5)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 > 1.631605
## PC20 > -0.0410374
## -> class 2\|0 [0.910]
##
## Rule 33/175: (8.4, lift 13.4)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC19 <= 0.7270498
## PC20 <= -0.0410374
## PC21 > 0.143887
## PC70 > -0.03703916
## PC84 > -0.290315
## PC92 > 0.1905724
## -> class 2\|0 [0.904]
##
## Rule 33/176: (216.9/23.6, lift 13.1)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC19 <= -1.918828
## PC23 <= 1.096889
## PC45 <= 0.4583037
## PC63 <= -0.05903246
## -> class 2\|0 [0.888]
##
## Rule 33/177: (97.7/10.6, lift 13.1)
## PC8 > 2.291764
## PC19 <= 0.7270498
## PC20 <= -0.0410374
## PC37 > -0.5945614
## PC44 > 1.027905
## PC54 > -2.008829
## PC94 <= 0.5254299
## -> class 2\|0 [0.884]
##
## Rule 33/178: (23/1.9, lift 13.1)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.526915
## PC8 > 0.2954154
## PC8 <= 2.291764
## PC68 > -0.3155394
## -> class 2\|0 [0.882]
##
## Rule 33/179: (7.3/0.3, lift 12.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC20 > -0.0410374
## PC86 > 0.9714127
## -> class 2\|0 [0.857]
##
## Rule 33/180: (82.9, lift 10.4)
## PC2 <= -1.074925
## PC7 <= 0.953977
## PC8 > 0.2503324
## PC8 <= 1.515445
## PC12 > -2.158166
## PC20 <= 0.1840227
## PC29 <= 0.156454
## PC63 > -0.05903246
## PC71 > -0.05458447
## PC85 > -1.504104
## -> class 2\|1 [0.987]
##
## Rule 33/181: (77.2, lift 10.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.383099
## PC21 <= 0.9632134
## -> class 2\|1 [0.987]
##
## Rule 33/182: (167.5/1.6, lift 10.4)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > 1.515445
## PC8 <= 2.291764
## PC20 <= 0.1840227
## PC40 > -1.494652
## PC58 > -0.8407822
## PC61 <= 1.489513
## PC63 > -0.05903246
## -> class 2\|1 [0.985]
##
## Rule 33/183: (62.6, lift 10.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.9337804
## -> class 2\|1 [0.985]
##
## Rule 33/184: (60.8, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC5 > 1.758969
## PC8 > -0.2273773
## PC63 > -0.05903246
## -> class 2\|1 [0.984]
##
## Rule 33/185: (106/1, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC34 > 0.7806028
## PC63 > -0.05903246
## -> class 2\|1 [0.982]
##
## Rule 33/186: (54, lift 10.4)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= 0.9632134
## PC46 > 1.245936
## PC70 > -0.03703916
## -> class 2\|1 [0.982]
##
## Rule 33/187: (109.5/1.3, lift 10.4)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC9 > 0.3076294
## PC22 > -0.7810076
## PC26 > -2.254019
## PC38 <= 0.7945026
## PC63 <= -0.05903246
## PC79 <= 0.2377396
## PC85 > -1.366047
## -> class 2\|1 [0.979]
##
## Rule 33/188: (44.5, lift 10.3)
## PC1 <= -0.430681
## PC2 > -1.074925
## PC2 <= 2.526915
## PC8 > 0.2954154
## PC8 <= 2.291764
## PC19 > -0.4013062
## PC68 <= -0.3155394
## -> class 2\|1 [0.978]
##
## Rule 33/189: (35.7, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC20 <= -0.0410374
## PC21 > 0.143887
## PC21 <= 0.9632134
## PC37 <= -0.5945614
## PC70 > -0.03703916
## -> class 2\|1 [0.973]
##
## Rule 33/190: (212.6/5.3, lift 10.3)
## PC2 <= -1.074925
## PC7 <= 0.953977
## PC8 > 0.2503324
## PC8 <= 2.291764
## PC12 > -2.158166
## PC20 <= 0.1840227
## PC29 <= 0.156454
## PC41 <= 1.05804
## PC56 <= 0.6932412
## PC58 > -0.8407822
## PC63 > -0.05903246
## PC66 <= 0.5910538
## PC93 > -0.312367
## -> class 2\|1 [0.971]
##
## Rule 33/191: (72.3/1.3, lift 10.2)
## PC2 <= 2.526915
## PC6 <= -3.213379
## PC10 > -0.7280131
## PC44 > 0.6627127
## PC63 > 0.01857104
## -> class 2\|1 [0.969]
##
## Rule 33/192: (33.2/0.2, lift 10.2)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC15 <= -1.875555
## -> class 2\|1 [0.967]
##
## Rule 33/193: (26.8, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= 0.9632134
## PC28 > 0.1452777
## -> class 2\|1 [0.965]
##
## Rule 33/194: (26.3, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC19 <= 0.7270498
## PC20 <= -0.0410374
## PC71 > 0.9115143
## PC94 <= 0.5254299
## -> class 2\|1 [0.965]
##
## Rule 33/195: (193.7/6.4, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC19 > 0.7270498
## -> class 2\|1 [0.962]
##
## Rule 33/196: (60.4/1.5, lift 10.2)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC58 <= -0.8407822
## PC63 > -0.05903246
## -> class 2\|1 [0.961]
##
## Rule 33/197: (21.7, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC9 <= 6.396509
## PC43 > -1.062606
## PC47 <= -1.275844
## PC63 <= 0.06488332
## PC100 <= 3.830744
## -> class 2\|1 [0.958]
##
## Rule 33/198: (20.4, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC7 > 0.4729115
## PC8 <= 2.291764
## PC11 > 0.04767191
## PC20 > 0.1840227
## -> class 2\|1 [0.955]
##
## Rule 33/199: (90.9/3.4, lift 10.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC94 > 0.5254299
## -> class 2\|1 [0.952]
##
## Rule 33/200: (34.5/1, lift 10.0)
## PC2 <= 2.526915
## PC8 > 2.291764
## PC88 > 0.5445536
## -> class 2\|1 [0.945]
##
## Rule 33/201: (46.4/1.9, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC19 <= 0.7270498
## PC54 <= -2.008829
## -> class 2\|1 [0.940]
##
## Rule 33/202: (40.3/1.9, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC63 > -0.05903246
## PC95 <= -0.643312
## -> class 2\|1 [0.931]
##
## Rule 33/203: (50.7/2.7, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC20 > 0.1840227
## PC63 > -0.05903246
## PC78 <= -0.1462352
## -> class 2\|1 [0.930]
##
## Rule 33/204: (360.9/29, lift 9.7)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 <= 1.631605
## PC20 > -0.0410374
## PC86 <= 0.9714127
## -> class 2\|1 [0.917]
##
## Rule 33/205: (109.1/9.8, lift 9.5)
## PC2 <= -9.120993
## -> class 2\|1 [0.903]
##
## Rule 33/206: (115.1/12.5, lift 9.4)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC9 > -3.592107
## PC9 <= 0.3076294
## PC19 > -1.918828
## PC23 <= 1.096889
## PC41 > -0.9335573
## PC45 <= 0.4583037
## PC55 <= 0.167618
## PC63 > -0.2973536
## PC63 <= -0.05903246
## PC77 > -0.5719671
## -> class 2\|1 [0.885]
##
## Rule 33/207: (208.2/24.8, lift 9.3)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC13 <= 0.4897727
## PC20 <= 0.1840227
## PC24 <= 1.571487
## PC63 > -0.05903246
## PC97 > 0.09077419
## -> class 2\|1 [0.877]
##
## Rule 33/208: (72.3/14, lift 8.4)
## PC1 > -0.430681
## PC3 <= 0.8448048
## PC8 > 0.08481005
## PC9 <= -0.1466041
## PC10 > -0.7280131
## PC19 > -1.233321
## -> class 2\|1 [0.799]
##
## Rule 33/209: (40.7/11.4, lift 7.5)
## PC2 <= 2.526915
## PC8 > -3.21639
## PC13 <= -1.145885
## -> class 2\|1 [0.710]
##
## Rule 33/210: (503.6/148, lift 7.5)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= 0.9632134
## PC70 > -0.03703916
## -> class 2\|1 [0.705]
##
## Rule 33/211: (84.9/29.9, lift 6.8)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC9 <= 6.396509
## PC43 > -1.062606
## PC45 > 0.2982394
## PC63 > 0.06488332
## -> class 2\|1 [0.644]
##
## Rule 33/212: (29.3/11, lift 6.5)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -3.21639
## PC13 > -1.145885
## PC100 > 3.830744
## -> class 2\|1 [0.616]
##
## Rule 33/213: (48.7/20.4, lift 6.1)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC32 > 1.416191
## PC63 > -0.0285083
## -> class 2\|1 [0.579]
##
## Rule 33/214: (59.7, lift 11.2)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC3 <= 0.8448048
## PC8 <= 0.08481005
## PC9 <= -0.1466041
## PC10 > -0.7280131
## PC12 > -0.1754197
## PC19 > -1.233321
## PC23 <= 1.08382
## PC77 > -0.6802832
## -> class 2\|2 [0.984]
##
## Rule 33/215: (59.2, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -1.275824
## PC8 <= -0.2273773
## PC9 <= 6.396509
## PC13 > -1.145885
## PC67 > 0.6364434
## -> class 2\|2 [0.984]
##
## Rule 33/216: (45.5, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC13 > -1.145885
## PC36 <= -0.7833967
## -> class 2\|2 [0.979]
##
## Rule 33/217: (42.3, lift 11.2)
## PC1 <= -0.430681
## PC2 > -9.120993
## PC2 <= 2.526915
## PC8 > -1.275824
## PC8 <= -0.2273773
## PC44 <= 0.4365815
## PC60 <= -0.5256118
## PC63 <= 0.06488332
## -> class 2\|2 [0.977]
##
## Rule 33/218: (38.5, lift 11.1)
## PC2 <= -1.074925
## PC5 <= 1.758969
## PC7 <= 0.953977
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC29 <= 0.156454
## PC34 <= 0.7806028
## PC63 > -0.05903246
## PC71 <= -0.05458447
## PC93 <= -0.312367
## -> class 2\|2 [0.975]
##
## Rule 33/219: (30.8, lift 11.1)
## PC1 <= -0.430681
## PC2 > -9.120993
## PC2 <= 2.526915
## PC8 > -1.275824
## PC8 <= -0.2273773
## PC32 <= 1.416191
## PC43 > -1.062606
## PC44 <= 0.4365815
## PC79 <= -0.1781073
## -> class 2\|2 [0.969]
##
## Rule 33/220: (29.6, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -1.275824
## PC8 <= -0.2273773
## PC15 > -1.66505
## PC43 > -1.062606
## PC43 <= -0.9086664
## PC66 <= 0.6952294
## -> class 2\|2 [0.968]
##
## Rule 33/221: (67.4/1.3, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 0.2503324
## PC20 <= 0.1840227
## PC34 <= 0.7806028
## PC58 > -0.8407822
## PC63 > -0.05903246
## PC97 <= 0.09077419
## -> class 2\|2 [0.967]
##
## Rule 33/222: (67/1.7, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC5 <= 1.758969
## PC8 > -0.2273773
## PC8 <= 1.515445
## PC29 > 0.156454
## PC34 <= 0.7806028
## PC40 > -1.494652
## PC63 > -0.05903246
## -> class 2\|2 [0.961]
##
## Rule 33/223: (35.7/0.7, lift 10.9)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC8 <= 1.515445
## PC12 > -2.158166
## PC40 > -1.494652
## PC41 > 1.05804
## PC58 > -0.8407822
## PC63 > -0.05903246
## PC71 <= -0.05458447
## -> class 2\|2 [0.954]
##
## Rule 33/224: (30.5/0.5, lift 10.9)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC7 > 0.953977
## PC8 <= 1.515445
## PC12 > -2.158166
## PC63 > -0.05903246
## -> class 2\|2 [0.954]
##
## Rule 33/225: (20.3/0.1, lift 10.9)
## PC2 <= -1.074925
## PC8 > -0.2273773
## PC8 <= 1.515445
## PC24 <= 1.571487
## PC58 > -0.8407822
## PC63 > -0.05903246
## PC66 > 0.5910538
## PC71 <= -0.05458447
## -> class 2\|2 [0.950]
##
## Rule 33/226: (285.2/14.6, lift 10.8)
## PC1 <= -0.430681
## PC2 > -9.120993
## PC5 > -1.0516
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC13 > -1.145885
## PC29 > -0.2591521
## PC32 <= 1.416191
## PC34 > -0.454706
## PC43 <= -1.062606
## PC44 <= -0.2659857
## PC76 <= 0.6056434
## PC80 <= 3.212575
## -> class 2\|2 [0.946]
##
## Rule 33/227: (24.6/0.5, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 1.515445
## PC12 > -2.158166
## PC24 <= 1.571487
## PC40 > -1.494652
## PC41 <= 1.05804
## PC56 > 0.6932412
## PC71 <= -0.05458447
## -> class 2\|2 [0.944]
##
## Rule 33/228: (25.9/0.6, lift 10.8)
## PC1 <= -0.430681
## PC8 > -3.21639
## PC8 <= -1.275824
## PC28 > -0.1434188
## PC32 <= 1.416191
## PC44 <= 0.4365815
## PC47 > -1.275844
## PC79 > 0.5394546
## -> class 2\|2 [0.944]
##
## Rule 33/229: (155.2/7.9, lift 10.8)
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC9 > 6.396509
## PC13 > -1.145885
## PC28 <= 0.1562501
## PC32 <= 1.131969
## PC75 <= 6.286578
## PC98 > -0.7850819
## PC100 <= 3.830744
## -> class 2\|2 [0.944]
##
## Rule 33/230: (50.1/2, lift 10.8)
## PC1 <= -0.430681
## PC2 > -9.120993
## PC2 <= 2.526915
## PC8 > -1.275824
## PC8 <= -0.2273773
## PC15 > -1.66505
## PC28 > 0.009135366
## PC43 > -1.062606
## PC44 <= 0.4365815
## PC63 <= 0.06488332
## PC66 <= 0.6952294
## -> class 2\|2 [0.943]
##
## Rule 33/231: (16.5/0.1, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -3.21639
## PC9 <= 6.396509
## PC13 > -1.145885
## PC43 > -1.062606
## PC45 <= 0.2982394
## PC65 <= -1.51268
## PC100 <= 3.830744
## -> class 2\|2 [0.939]
##
## Rule 33/232: (334.9/19.4, lift 10.7)
## PC1 <= -0.430681
## PC2 > -9.120993
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC9 <= 6.396509
## PC10 > -0.0576562
## PC13 > -1.145885
## PC21 <= 1.412298
## PC26 <= 3.221847
## PC27 <= 0.4382323
## PC45 <= 0.2982394
## PC63 > 0.06488332
## PC64 > -0.3033387
## PC67 > -0.1899976
## -> class 2\|2 [0.939]
##
## Rule 33/233: (40.4/2.8, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC5 <= 1.758969
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC34 <= 0.7806028
## PC40 <= -1.494652
## PC63 > -0.05903246
## -> class 2\|2 [0.912]
##
## Rule 33/234: (8.4, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC9 <= 0.3076294
## PC45 <= 0.4583037
## PC63 <= -0.05903246
## PC78 > 0.6344426
## -> class 2\|2 [0.904]
##
## Rule 33/235: (8.4, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC61 > 1.934528
## PC63 <= -0.05903246
## -> class 2\|2 [0.904]
##
## Rule 33/236: (97.3/8.5, lift 10.3)
## PC1 <= -0.430681
## PC2 > -9.120993
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC27 <= -0.3857574
## PC32 <= 1.416191
## PC44 <= 0.4365815
## PC45 <= 0.1764497
## PC63 <= 0.06488332
## PC100 <= 3.830744
## -> class 2\|2 [0.904]
##
## Rule 33/237: (8.1, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC34 <= 0.7806028
## PC58 > -0.8407822
## PC63 > -0.05903246
## PC85 <= -1.504104
## -> class 2\|2 [0.901]
##
## Rule 33/238: (7, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC9 > 0.3076294
## PC63 <= -0.05903246
## PC79 > 0.2377396
## -> class 2\|2 [0.889]
##
## Rule 33/239: (327.5/37.6, lift 10.1)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC5 <= 1.758969
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC15 > -1.875555
## PC20 > 0.1840227
## PC34 <= 0.7806028
## PC63 > -0.05903246
## PC78 > -0.1462352
## PC95 > -0.643312
## -> class 2\|2 [0.883]
##
## Rule 33/240: (25.1/2.2, lift 10.1)
## PC5 <= 1.758969
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC24 <= 1.571487
## PC34 <= 0.7806028
## PC58 > -0.8407822
## PC61 > 1.489513
## PC63 > -0.05903246
## -> class 2\|2 [0.883]
##
## Rule 33/241: (68.6/7.7, lift 10.0)
## PC1 <= -0.430681
## PC2 > -9.120993
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC46 > 0.413817
## PC60 <= -0.7855141
## -> class 2\|2 [0.877]
##
## Rule 33/242: (166.3/20, lift 10.0)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2273773
## PC8 <= 1.515445
## PC12 <= -2.158166
## PC13 <= 0.5280062
## PC34 <= 0.7806028
## PC63 > -0.05903246
## -> class 2\|2 [0.875]
##
## Rule 33/243: (8.7/0.7, lift 9.6)
## PC1 <= -0.430681
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC32 > 1.416191
## PC45 > -0.1526516
## PC63 <= -0.0285083
## PC78 > -0.2490177
## PC95 > 0.4146902
## -> class 2\|2 [0.838]
##
## Rule 33/244: (27.2/4.9, lift 9.1)
## PC1 <= -0.430681
## PC2 <= -1.074925
## PC8 > -0.2273773
## PC8 <= 2.291764
## PC9 <= 0.3076294
## PC23 <= 1.096889
## PC41 > -0.9335573
## PC55 > 0.167618
## PC63 <= -0.05903246
## -> class 2\|2 [0.798]
##
## Rule 33/245: (30/6.1, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC9 > 0.3076294
## PC22 <= -0.7810076
## PC63 <= -0.05903246
## -> class 2\|2 [0.777]
##
## Rule 33/246: (283.6/220.1, lift 2.6)
## PC2 <= 2.526915
## PC38 > 0.7945026
## -> class 2\|2 [0.226]
##
## Rule 33/247: (78.9, lift 8.2)
## PC8 <= -3.21639
## PC14 <= -2.999866
## PC74 > -0.8009616
## -> class 2\|3 [0.988]
##
## Rule 33/248: (47.8, lift 8.1)
## PC1 > -0.430681
## PC2 <= -1.27676
## PC8 <= -2.987631
## PC19 > -1.342918
## PC43 <= -0.1728197
## -> class 2\|3 [0.980]
##
## Rule 33/249: (121.9/2.3, lift 8.0)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC74 <= -0.8009616
## -> class 2\|3 [0.973]
##
## Rule 33/250: (32.9, lift 8.0)
## PC8 <= -3.21639
## PC13 > -0.7984135
## PC13 <= 0.4601128
## PC37 > 1.777486
## -> class 2\|3 [0.971]
##
## Rule 33/251: (45.2/0.6, lift 8.0)
## PC1 > -0.430681
## PC3 <= 0.8448048
## PC6 > -3.213379
## PC8 <= 0.08481005
## PC9 <= -0.1466041
## PC10 > -0.7280131
## PC12 <= -0.1754197
## PC19 > -1.233321
## PC60 <= 0.5887817
## -> class 2\|3 [0.967]
##
## Rule 33/252: (21.5, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC24 > 1.571487
## -> class 2\|3 [0.958]
##
## Rule 33/253: (18.1, lift 7.8)
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC32 <= 1.416191
## PC44 <= -0.2659857
## PC80 > 3.212575
## -> class 2\|3 [0.949]
##
## Rule 33/254: (52.1/1.8, lift 7.8)
## PC1 <= -0.430681
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC32 > 1.416191
## PC63 <= -0.0285083
## PC78 > -0.2490177
## PC95 <= 0.4146902
## -> class 2\|3 [0.948]
##
## Rule 33/255: (51.1/3.6, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC32 <= 1.416191
## PC44 <= -0.2659857
## PC76 > 0.6056434
## -> class 2\|3 [0.913]
##
## Rule 33/256: (14.3/0.5, lift 7.5)
## PC8 <= -0.2273773
## PC32 <= 1.416191
## PC36 > -0.7833967
## PC75 > 6.286578
## -> class 2\|3 [0.907]
##
## Rule 33/257: (7.1, lift 7.4)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC3 <= 0.8448048
## PC6 > -3.213379
## PC8 <= 0.08481005
## PC10 > -0.7280131
## PC23 > 1.08382
## -> class 2\|3 [0.891]
##
## Rule 33/258: (150.2/21.4, lift 7.0)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC28 <= 0.1562501
## PC32 <= 1.416191
## PC36 > -0.7833967
## PC43 > -1.062606
## PC98 <= -0.7850819
## PC100 <= 3.830744
## -> class 2\|3 [0.853]
##
## Rule 33/259: (178.5/27.7, lift 6.9)
## PC2 <= 2.526915
## PC8 <= -2.987631
## PC10 <= -0.7280131
## PC19 > -1.342918
## PC39 <= 1.478945
## PC57 <= 0.02752472
## -> class 2\|3 [0.841]
##
## Rule 33/260: (19.3/2.8, lift 6.8)
## PC2 <= 2.526915
## PC10 <= -0.7280131
## PC14 > 2.040389
## PC50 > -0.2956394
## -> class 2\|3 [0.820]
##
## Rule 33/261: (13.7/1.9, lift 6.7)
## PC1 <= -0.430681
## PC2 > -9.120993
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC13 > -1.145885
## PC28 > 0.1562501
## PC43 > -1.062606
## -> class 2\|3 [0.817]
##
## Rule 33/262: (81.8/14.9, lift 6.7)
## PC2 <= 2.526915
## PC8 <= 2.291764
## PC9 > -3.592107
## PC9 <= 0.3076294
## PC19 > -1.918828
## PC41 > -0.9335573
## PC45 <= 0.4583037
## PC61 <= 1.934528
## PC63 <= -0.05903246
## PC77 <= -0.5719671
## PC78 <= 0.6344426
## -> class 2\|3 [0.810]
##
## Rule 33/263: (38.9/9.6, lift 6.1)
## PC1 > -0.430681
## PC3 <= 0.8448048
## PC6 > -3.213379
## PC9 <= -0.1466041
## PC19 > -1.233321
## PC77 <= -0.6802832
## -> class 2\|3 [0.741]
##
## Rule 33/264: (12221.4/9807.3, lift 1.6)
## PC2 <= 2.526915
## -> class 2\|3 [0.198]
##
## Rule 33/265: (38.1, lift 24.8)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC13 > 0.4601128
## PC46 <= 0.413817
## -> class 2\|4 [0.975]
##
## Rule 33/266: (289.8/7, lift 24.7)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC15 > -4.098175
## PC15 <= 0.5137869
## PC23 <= 2.379988
## PC25 <= 0.3361501
## PC39 <= 0.283203
## PC45 <= 0.1513902
## PC46 <= 0.413817
## PC49 <= 0.1872578
## PC51 > -0.004999666
## PC74 > -0.8009616
## PC75 <= 0.1085572
## PC76 <= 0.4489881
## PC79 <= 0.2562573
## PC82 <= 0.1477486
## PC86 > -0.3118091
## -> class 2\|4 [0.972]
##
## Rule 33/267: (26.5, lift 24.5)
## PC2 <= 2.526915
## PC10 <= -0.7280131
## PC39 > 1.478945
## -> class 2\|4 [0.965]
##
## Rule 33/268: (68.6/1.8, lift 24.4)
## PC1 > -0.430681
## PC2 <= 2.526915
## PC8 <= -2.987631
## PC19 > -1.342918
## PC43 > -0.1728197
## PC57 > 0.02752472
## -> class 2\|4 [0.960]
##
## Rule 33/269: (34/0.5, lift 24.4)
## PC8 <= -3.21639
## PC13 <= -0.7984135
## PC14 > -2.999866
## -> class 2\|4 [0.959]
##
## Rule 33/270: (163.1/6.1, lift 24.3)
## PC8 <= -3.21639
## PC14 <= -0.3160445
## PC15 <= 0.5137869
## PC25 <= 0.3361501
## PC37 <= 1.777486
## PC45 <= 0.1513902
## PC74 > -0.8009616
## PC75 <= 0.1085572
## PC76 <= 0.4489881
## PC79 <= 0.2562573
## PC82 <= 0.1477486
## PC86 > -0.3118091
## -> class 2\|4 [0.957]
##
## Rule 33/271: (26.2/1.8, lift 22.9)
## PC2 <= 2.526915
## PC8 <= -3.21639
## PC14 > -2.17653
## PC20 > 0.1943019
## PC23 <= 2.379988
## PC32 > -2.022818
## PC46 <= 0.413817
## PC74 > -0.8009616
## PC75 > 0.1085572
## PC76 <= 0.4489881
## -> class 2\|4 [0.902]
##
## Rule 33/272: (7.8, lift 22.8)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC32 > 1.416191
## PC45 <= -0.1526516
## PC63 <= -0.0285083
## PC78 > -0.2490177
## -> class 2\|4 [0.898]
##
## Rule 33/273: (49.4/4.6, lift 22.6)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC32 > 1.416191
## PC63 <= -0.0285083
## PC78 <= -0.2490177
## -> class 2\|4 [0.891]
##
## Rule 33/274: (7.8/0.3, lift 22.1)
## PC1 > -0.430681
## PC3 <= 0.8448048
## PC9 <= -0.1466041
## PC10 > -0.7280131
## PC19 > -1.233321
## PC60 > 0.5887817
## -> class 2\|4 [0.871]
##
## Rule 33/275: (6.9/0.6, lift 20.9)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC20 <= 0.1943019
## PC29 <= 0.1512327
## PC46 <= 0.413817
## PC59 <= -0.6169607
## PC74 > -0.8009616
## PC76 <= 0.4489881
## -> class 2\|4 [0.821]
##
## Rule 33/276: (32.9/5.9, lift 20.4)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC14 > -2.999866
## PC23 <= 2.379988
## PC32 > -2.022818
## PC45 <= 0.1513902
## PC46 <= 0.413817
## PC53 > -0.02279613
## PC74 > -0.8009616
## PC76 <= 0.4489881
## PC86 <= -0.3118091
## -> class 2\|4 [0.803]
##
## Rule 33/277: (37.7/7.1, lift 20.2)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC9 <= 6.396509
## PC15 <= -1.66505
## PC32 <= 1.416191
## PC43 > -1.062606
## PC63 <= 0.06488332
## PC95 > 0.02850759
## -> class 2\|4 [0.795]
##
## Rule 33/278: (3.6/0.5, lift 18.8)
## PC2 <= 2.526915
## PC8 <= -3.21639
## PC25 > 0.3361501
## PC57 > 0.5517325
## -> class 2\|4 [0.738]
##
## Rule 33/279: (20.4/7.7, lift 15.6)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC5 <= -1.0516
## PC43 <= -1.062606
## -> class 2\|4 [0.612]
##
## Rule 33/280: (17.9/7.6, lift 14.4)
## PC1 <= -0.430681
## PC2 <= 2.526915
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC29 > 0.3489671
## PC36 > -0.7833967
## PC43 > -1.062606
## PC63 <= 0.06488332
## -> class 2\|4 [0.567]
##
## Rule 33/281: (37.2/21.8, lift 10.6)
## PC8 <= -3.21639
## PC13 > -0.7984135
## PC94 <= -1.60248
## -> class 2\|4 [0.418]
##
## Rule 33/282: (1736/1403.7, lift 4.9)
## PC8 <= -0.2273773
## PC28 <= -0.1434188
## -> class 2\|4 [0.192]
##
## Default class: 2\|3
##
## ----- Trial 34: -----
##
## Rules:
##
## Rule 34/1: (34.7/0.6, lift 15.5)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC8 > 0.1419536
## PC18 > -0.4683644
## PC18 <= 0.6672924
## PC100 > 0.5353354
## -> class 0\|0 [0.957]
##
## Rule 34/2: (16/0.1, lift 15.1)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC8 > 0.1419536
## PC18 > -0.4683644
## PC44 > 2.092405
## -> class 0\|0 [0.937]
##
## Rule 34/3: (9.4, lift 14.8)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -0.4683644
## PC18 <= 0.6672924
## -> class 0\|0 [0.913]
##
## Rule 34/4: (21.4/1.6, lift 14.4)
## PC2 <= 2.734492
## PC4 > 1.634281
## PC17 > -0.4421078
## -> class 0\|0 [0.889]
##
## Rule 34/5: (6.9/1.4, lift 11.8)
## PC13 > 8.316996
## PC31 > 0.1823938
## PC38 > 1.794916
## -> class 0\|0 [0.731]
##
## Rule 34/6: (3878.5/2786, lift 4.6)
## PC2 > 2.734492
## PC15 > -0.679424
## PC18 > -0.4683644
## -> class 0\|0 [0.282]
##
## Rule 34/7: (101.2, lift 12.7)
## PC8 > -0.2652617
## PC10 <= -3.939867
## PC15 <= 1.629675
## PC18 > -0.4683644
## PC18 <= 0.6672924
## PC47 <= 0.7523432
## -> class 0\|1 [0.990]
##
## Rule 34/8: (86, lift 12.7)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 > -1.154317
## PC18 <= -0.4683644
## PC41 > 0.174721
## PC82 <= -0.1214058
## -> class 0\|1 [0.989]
##
## Rule 34/9: (86.6, lift 12.7)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC8 > 0.1419536
## PC18 > -0.4683644
## PC18 <= 0.6672924
## PC44 <= 2.092405
## PC100 <= 0.5353354
## -> class 0\|1 [0.989]
##
## Rule 34/10: (85.9, lift 12.7)
## PC2 <= 11.64324
## PC5 > 2.234459
## PC13 <= 8.316996
## PC15 > -0.679424
## PC18 > 0.6672924
## PC20 > 3.520639
## PC28 <= 3.353422
## -> class 0\|1 [0.989]
##
## Rule 34/11: (60.4, lift 12.7)
## PC4 <= -8.069555
## PC18 > 0.6672924
## PC18 <= 2.848612
## PC42 <= 2.819577
## PC86 > -1.624781
## PC99 > -0.2474399
## -> class 0\|1 [0.984]
##
## Rule 34/12: (50.7, lift 12.6)
## PC4 <= -8.069555
## PC18 > 0.6672924
## PC31 <= -0.06431137
## PC86 > -1.624781
## PC96 > -0.6478747
## PC99 > -0.2474399
## -> class 0\|1 [0.981]
##
## Rule 34/13: (84.9/0.7, lift 12.6)
## PC2 > 2.734492
## PC9 <= 0.4038637
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC19 <= -0.02190804
## PC22 > -0.4701807
## PC35 > 0.4387262
## PC41 > -0.1666692
## PC42 <= 1.600301
## PC70 > -0.8411664
## PC88 > -0.3084739
## -> class 0\|1 [0.980]
##
## Rule 34/14: (39, lift 12.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC11 > -0.07755335
## PC18 > -0.4683644
## PC18 <= 0.6672924
## PC32 > 0.4827722
## PC53 <= 4.675475
## PC83 > -3.75911
## -> class 0\|1 [0.976]
##
## Rule 34/15: (53.7/0.5, lift 12.5)
## PC2 > 2.734492
## PC5 <= 2.234459
## PC13 <= 8.316996
## PC18 > 0.6672924
## PC66 <= -3.141438
## -> class 0\|1 [0.974]
##
## Rule 34/16: (76.5/1.2, lift 12.5)
## PC2 > 7.619517
## PC5 <= 2.234459
## PC13 <= 8.316996
## PC18 > 0.6672924
## PC28 <= 3.353422
## PC41 > -0.1666692
## PC42 <= 2.819577
## PC86 > -1.624781
## PC96 > -0.6478747
## -> class 0\|1 [0.971]
##
## Rule 34/17: (29.7, lift 12.5)
## PC4 <= -8.069555
## PC18 > -0.4683644
## PC22 > 0.9192772
## PC86 > -1.624781
## -> class 0\|1 [0.968]
##
## Rule 34/18: (64.6/1.3, lift 12.4)
## PC2 > 2.734492
## PC5 <= 2.234459
## PC8 <= 0.2398475
## PC13 <= 8.316996
## PC18 > 0.6672924
## PC25 <= -0.5598918
## PC62 > -1.128139
## PC70 > -0.8411664
## PC81 > -0.5777515
## -> class 0\|1 [0.965]
##
## Rule 34/19: (26.5, lift 12.4)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC9 > 0.64594
## PC18 > -0.4683644
## PC40 > -1.982932
## PC96 > -0.6478747
## -> class 0\|1 [0.965]
##
## Rule 34/20: (27.5, lift 12.4)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC8 <= 0.1419536
## PC11 > -0.07755335
## PC18 > -0.4683644
## PC18 <= 0.6672924
## PC58 <= 4.59515
## PC77 > 0.3971485
## -> class 0\|1 [0.964]
##
## Rule 34/21: (25.5, lift 12.4)
## PC1 <= -0.4658145
## PC2 > 2.734492
## PC5 <= 2.234459
## PC8 <= 0.2398475
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC22 > -0.4701807
## PC25 > -0.5598918
## PC31 > 0.2252791
## PC42 <= 1.600301
## PC62 > -1.128139
## PC68 > -0.4199935
## -> class 0\|1 [0.964]
##
## Rule 34/22: (33.9/0.4, lift 12.4)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC8 <= 0.1419536
## PC11 > -0.07755335
## PC18 > -0.4683644
## PC18 <= 0.6672924
## PC41 > 0.1362563
## -> class 0\|1 [0.961]
##
## Rule 34/23: (23.5, lift 12.4)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC5 <= 2.234459
## PC18 > -0.4683644
## PC51 > 0.4012923
## PC70 > -0.8411664
## PC96 > -0.6478747
## PC96 <= -0.3458705
## PC99 > -0.2474399
## -> class 0\|1 [0.961]
##
## Rule 34/24: (115.9/3.7, lift 12.4)
## PC1 <= -0.5190189
## PC2 > 2.734492
## PC5 <= 2.234459
## PC9 <= 0.64594
## PC13 <= 8.316996
## PC15 > 0.2593555
## PC18 > -0.4683644
## PC41 <= -0.1666692
## PC95 <= 0.8596638
## -> class 0\|1 [0.960]
##
## Rule 34/25: (20.6, lift 12.3)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC5 <= 2.234459
## PC18 > 0.6672924
## PC62 > -1.128139
## PC95 > 0.8596638
## PC96 > -0.6478747
## -> class 0\|1 [0.956]
##
## Rule 34/26: (16.1, lift 12.2)
## PC2 > 2.734492
## PC3 > -0.6895892
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC8 <= 0.1419536
## PC10 > -3.939867
## PC18 > -0.4683644
## -> class 0\|1 [0.945]
##
## Rule 34/27: (17.3, lift 12.1)
## PC2 <= 11.64324
## PC5 > 2.234459
## PC13 <= 8.316996
## PC15 > -0.679424
## PC18 > 4.860553
## -> class 0\|1 [0.943]
##
## Rule 34/28: (67.6/3.4, lift 12.1)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC15 > -1.164616
## PC18 > -1.154317
## PC18 <= -0.4683644
## PC43 <= -1.03128
## -> class 0\|1 [0.937]
##
## Rule 34/29: (12.9, lift 12.0)
## PC4 <= -7.83144
## PC35 <= -0.5198501
## -> class 0\|1 [0.933]
##
## Rule 34/30: (46.7/2.3, lift 12.0)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC19 <= -0.02190804
## PC22 > -0.4701807
## PC26 > 0.4946005
## PC26 <= 0.5459515
## PC70 > -0.8411664
## PC96 > -0.6478747
## -> class 0\|1 [0.933]
##
## Rule 34/31: (63.8/3.6, lift 12.0)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC5 <= 2.234459
## PC7 > 0.7541451
## PC18 > 0.6672924
## PC40 > -1.982932
## PC96 > -0.6478747
## -> class 0\|1 [0.930]
##
## Rule 34/32: (11.1, lift 11.9)
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC17 > 2.051714
## PC18 > -0.4683644
## PC18 <= 0.6672924
## -> class 0\|1 [0.923]
##
## Rule 34/33: (84.8/5.8, lift 11.9)
## PC10 <= -2.188503
## PC18 > -1.154317
## PC18 <= -0.4683644
## PC29 <= 0.7642995
## PC97 > -0.01375743
## -> class 0\|1 [0.922]
##
## Rule 34/34: (85.6/6.1, lift 11.8)
## PC2 > 2.734492
## PC5 <= 2.234459
## PC8 <= 0.2398475
## PC15 > -0.679424
## PC18 > 0.6672924
## PC19 > -0.02190804
## PC64 <= 1.581825
## PC81 > -0.5777515
## PC86 > -1.624781
## -> class 0\|1 [0.919]
##
## Rule 34/35: (53.7/3.7, lift 11.8)
## PC2 > 2.734492
## PC6 > -1.630364
## PC31 <= -0.01619392
## PC67 > -0.5394371
## PC73 <= -1.276582
## PC78 > 1.749331
## -> class 0\|1 [0.915]
##
## Rule 34/36: (126.7/10.7, lift 11.7)
## PC2 > 2.734492
## PC3 <= -0.7059501
## PC13 <= 8.316996
## PC15 > -0.679424
## PC18 > 0.6672924
## PC22 > -0.4701807
## PC86 > -1.624781
## PC96 <= -0.6478747
## PC100 > -1.340593
## -> class 0\|1 [0.909]
##
## Rule 34/37: (97.6/8.7, lift 11.6)
## PC2 > 2.734492
## PC5 <= 2.234459
## PC7 <= 0.7541451
## PC18 > 0.6672924
## PC22 > -0.4701807
## PC42 > 1.600301
## PC42 <= 2.819577
## PC86 > -1.624781
## -> class 0\|1 [0.902]
##
## Rule 34/38: (125.7/12.6, lift 11.5)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC5 <= 2.234459
## PC6 <= -0.1422436
## PC13 <= 8.316996
## PC18 > 0.6672924
## PC22 <= -0.4701807
## PC25 > -1.050508
## PC28 <= 3.353422
## PC42 <= 2.819577
## PC90 <= 0.9121655
## -> class 0\|1 [0.894]
##
## Rule 34/39: (52.3/4.9, lift 11.5)
## PC3 <= 1.640775
## PC4 > 0.9513426
## PC6 <= -1.630364
## PC18 <= -0.4683644
## -> class 0\|1 [0.892]
##
## Rule 34/40: (5.9/0.1, lift 11.1)
## PC4 <= -8.069555
## PC6 > -0.2446252
## PC8 <= 0.2398475
## -> class 0\|1 [0.860]
##
## Rule 34/41: (64.6/10.4, lift 10.7)
## PC2 > 2.734492
## PC18 > 0.6672924
## PC22 > -0.4701807
## PC37 <= 1.750813
## PC62 > -1.128139
## PC64 > 1.581825
## PC81 > -0.5777515
## -> class 0\|1 [0.830]
##
## Rule 34/42: (111.8/18.5, lift 10.7)
## PC1 <= -0.4658145
## PC2 > 2.734492
## PC18 > 0.6672924
## PC22 > -0.4701807
## PC26 <= 0.4946005
## PC31 <= 0.2252791
## PC54 > -1.234352
## PC62 > -1.128139
## PC68 > -0.4199935
## PC70 > -0.8411664
## PC81 > -0.5777515
## PC86 > -1.624781
## PC99 <= -0.2474399
## -> class 0\|1 [0.829]
##
## Rule 34/43: (111.8/21, lift 10.4)
## PC2 > 2.734492
## PC13 <= 8.316996
## PC18 > 0.6672924
## PC22 > -0.4701807
## PC37 <= 1.750813
## PC41 > -0.1666692
## PC42 <= 2.819577
## PC62 > -1.128139
## PC81 <= -0.5777515
## PC83 > -3.75911
## PC86 > -1.624781
## PC96 > -0.6478747
## -> class 0\|1 [0.807]
##
## Rule 34/44: (54.1/24.1, lift 7.1)
## PC13 > 8.316996
## PC38 > 1.794916
## PC53 <= 4.675475
## PC83 > -3.75911
## -> class 0\|1 [0.552]
##
## Rule 34/45: (94.2, lift 9.7)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC16 <= 2.936707
## PC18 <= -1.154317
## PC31 <= -0.3635843
## PC51 <= 0.6685256
## PC78 <= 1.749331
## PC82 <= 0.5067054
## PC93 <= 3.81511
## -> class 0\|2 [0.990]
##
## Rule 34/46: (81.8, lift 9.7)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC32 <= -1.233981
## PC39 > -1.445797
## PC43 <= 0.8494706
## PC55 <= 0.1244522
## PC82 <= 0.1932354
## -> class 0\|2 [0.988]
##
## Rule 34/47: (75.8, lift 9.7)
## PC4 > 9.305666
## PC18 <= -1.154317
## PC78 <= 1.749331
## -> class 0\|2 [0.987]
##
## Rule 34/48: (69.5, lift 9.7)
## PC10 <= -6.236459
## PC18 <= -1.154317
## PC35 > -0.5569147
## PC39 > -0.8446048
## -> class 0\|2 [0.986]
##
## Rule 34/49: (111.9/0.6, lift 9.7)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC5 > 2.234459
## PC18 > 0.6672924
## PC18 <= 4.860553
## PC20 <= 3.520639
## PC53 <= 4.675475
## PC58 > -0.2738298
## PC62 > -1.851517
## -> class 0\|2 [0.986]
##
## Rule 34/50: (102.9/0.7, lift 9.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC15 > -1.164616
## PC18 > -1.154317
## PC18 <= -0.4683644
## PC28 <= 3.778366
## PC34 > -1.229858
## PC41 <= 0.07448557
## PC43 > -1.03128
## PC97 <= -0.01375743
## -> class 0\|2 [0.984]
##
## Rule 34/51: (52.5, lift 9.6)
## PC3 <= 1.640775
## PC18 > -1.154317
## PC18 <= -0.4683644
## PC29 > 0.7642995
## PC41 <= 0.174721
## PC78 <= 2.204419
## PC97 > -0.01375743
## -> class 0\|2 [0.982]
##
## Rule 34/52: (105.9/1.1, lift 9.6)
## PC4 > -7.83144
## PC16 <= 2.936707
## PC18 <= -1.154317
## PC19 > -0.4895512
## PC22 > -1.106918
## PC31 > -0.3635843
## PC35 <= -0.5569147
## PC39 > -0.8446048
## PC40 > -2.798079
## PC73 <= 1.496579
## PC74 <= 0.9213677
## PC78 <= 0.5978583
## -> class 0\|2 [0.980]
##
## Rule 34/53: (48.3, lift 9.6)
## PC2 > 2.734492
## PC9 > 0.1132284
## PC18 <= -0.4683644
## PC19 > -0.4895512
## PC77 <= -0.61766
## PC82 <= 0.1932354
## PC92 <= 1.109536
## -> class 0\|2 [0.980]
##
## Rule 34/54: (137/2.2, lift 9.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC10 > -2.188503
## PC15 > -1.164616
## PC18 > -1.154317
## PC18 <= -0.4683644
## PC41 <= 0.174721
## PC43 > -1.03128
## PC97 > -0.01375743
## -> class 0\|2 [0.977]
##
## Rule 34/55: (100.7/1.9, lift 9.5)
## PC3 <= 1.640775
## PC8 <= 0.1610735
## PC14 > -0.6547321
## PC18 > -2.055128
## PC18 <= -1.154317
## PC35 > -0.5569147
## PC39 > -0.8446048
## PC46 <= 0.08435005
## PC51 <= 0.6685256
## PC52 > -1.922131
## PC74 <= 0.9213677
## PC87 > -0.4166006
## PC97 <= 0.75286
## -> class 0\|2 [0.972]
##
## Rule 34/56: (30.6, lift 9.5)
## PC9 > 0.1132284
## PC14 > -0.6547321
## PC18 <= -0.4683644
## PC19 > -0.4895512
## PC39 > -1.445797
## PC51 <= 0.6685256
## PC55 <= 0.1244522
## PC89 <= 0.11988
## PC97 > 0.4047928
## -> class 0\|2 [0.969]
##
## Rule 34/57: (83/1.6, lift 9.5)
## PC16 <= 2.936707
## PC18 <= -1.154317
## PC19 > -0.4895512
## PC39 > -0.9370177
## PC51 <= 0.6685256
## PC63 > 1.021134
## PC78 <= 1.749331
## PC93 <= 3.81511
## PC94 > -0.4725043
## -> class 0\|2 [0.969]
##
## Rule 34/58: (186.5/5, lift 9.5)
## PC2 > 2.734492
## PC4 > -7.83144
## PC16 <= 2.103828
## PC18 <= -1.154317
## PC28 <= 0.5547471
## PC40 > -2.798079
## PC51 > 0.6685256
## PC74 <= 0.9213677
## PC90 <= 0.1363578
## -> class 0\|2 [0.968]
##
## Rule 34/59: (70.6/1.5, lift 9.5)
## PC9 > 0.1132284
## PC14 > -0.6547321
## PC18 <= -1.154317
## PC39 > -0.8446048
## PC55 <= 0.1244522
## PC70 <= -0.1786523
## PC77 > -0.61766
## PC82 <= 0.1932354
## PC89 <= 0.11988
## -> class 0\|2 [0.965]
##
## Rule 34/60: (110.7/3.4, lift 9.4)
## PC3 <= -3.774415
## PC13 > 8.316996
## PC18 > -0.4683644
## PC36 <= 1.476349
## PC38 <= 1.794916
## PC83 > -3.75911
## -> class 0\|2 [0.961]
##
## Rule 34/61: (34.5/0.4, lift 9.4)
## PC14 > -0.6547321
## PC16 <= 2.936707
## PC18 <= -0.4683644
## PC36 <= -4.417984
## -> class 0\|2 [0.960]
##
## Rule 34/62: (28.4/0.3, lift 9.4)
## PC18 > 0.6672924
## PC28 > 3.353422
## PC53 <= 4.675475
## PC83 > -3.75911
## -> class 0\|2 [0.958]
##
## Rule 34/63: (20.6, lift 9.4)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC11 > 0.2999023
## PC35 > -0.5569147
## PC78 <= 1.749331
## -> class 0\|2 [0.956]
##
## Rule 34/64: (32.2/0.5, lift 9.4)
## PC2 > 2.734492
## PC9 > 0.1132284
## PC14 > -0.6547321
## PC17 > -1.116892
## PC18 <= -2.055128
## PC19 > -0.4895512
## PC51 <= 0.6685256
## PC92 <= 1.109536
## -> class 0\|2 [0.955]
##
## Rule 34/65: (36.4/0.8, lift 9.3)
## PC3 <= 1.640775
## PC18 <= -2.055128
## PC19 > -0.4895512
## PC32 <= -1.346216
## PC39 > -0.8446048
## PC40 > -2.798079
## PC51 <= 0.6685256
## -> class 0\|2 [0.954]
##
## Rule 34/66: (196.9/10.3, lift 9.2)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC6 <= 0.2312515
## PC11 > -0.01142045
## PC14 > -0.6547321
## PC18 > -2.055128
## PC18 <= -1.154317
## PC24 <= 1.258503
## PC27 <= 0.6346882
## PC31 <= 0.1949541
## PC34 > -2.970357
## PC39 > -0.8446048
## PC49 <= 0.6865661
## PC52 > -1.922131
## PC71 > -0.3743929
## PC74 <= 0.9213677
## -> class 0\|2 [0.943]
##
## Rule 34/67: (109.9/5.5, lift 9.2)
## PC13 > 8.316996
## PC18 > -0.4683644
## PC36 <= 1.476349
## PC65 <= -0.4597442
## -> class 0\|2 [0.942]
##
## Rule 34/68: (50.5/2.5, lift 9.1)
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC31 <= -0.01619392
## PC67 > -0.5394371
## PC73 > -1.276582
## PC78 > 1.749331
## PC100 > -0.05370365
## -> class 0\|2 [0.933]
##
## Rule 34/69: (11.8, lift 9.1)
## PC14 > -0.6547321
## PC16 <= 2.936707
## PC18 <= -0.4683644
## PC25 <= -2.254268
## PC46 > -1.22122
## PC63 <= 1.021134
## PC93 <= 3.81511
## -> class 0\|2 [0.928]
##
## Rule 34/70: (11.6, lift 9.0)
## PC10 <= -1.294428
## PC18 > -1.154317
## PC18 <= -0.4683644
## PC34 <= -1.229858
## PC41 <= 0.174721
## PC97 <= -0.01375743
## -> class 0\|2 [0.922]
##
## Rule 34/71: (22.4/1.2, lift 8.9)
## PC3 > 0.1731922
## PC3 <= 1.640775
## PC6 > -1.630364
## PC18 <= -1.154317
## PC39 > -1.445797
## PC78 <= 1.749331
## PC93 <= 3.81511
## -> class 0\|2 [0.909]
##
## Rule 34/72: (20.2/1.2, lift 8.8)
## PC2 > 2.734492
## PC18 <= -0.4683644
## PC38 > 1.42913
## PC39 > -0.8446048
## PC51 <= 0.6685256
## PC74 <= 0.9213677
## -> class 0\|2 [0.900]
##
## Rule 34/73: (49.1/5.3, lift 8.6)
## PC2 > 2.734492
## PC6 > -1.630364
## PC18 <= -1.154317
## PC39 > -1.445797
## PC46 <= -1.22122
## PC51 <= 0.6685256
## PC78 <= 1.749331
## -> class 0\|2 [0.877]
##
## Rule 34/74: (27.4/2.7, lift 8.6)
## PC18 <= -0.4683644
## PC66 <= -4.615861
## PC78 <= 1.749331
## PC93 <= 3.81511
## -> class 0\|2 [0.876]
##
## Rule 34/75: (31/3.5, lift 8.5)
## PC2 > 2.734492
## PC18 > 0.6672924
## PC42 > 2.819577
## -> class 0\|2 [0.862]
##
## Rule 34/76: (112.7/16.1, lift 8.3)
## PC4 <= -7.83144
## PC18 <= -0.4683644
## PC34 > -0.7852964
## PC35 > -0.5198501
## -> class 0\|2 [0.851]
##
## Rule 34/77: (8.7/0.7, lift 8.3)
## PC18 <= -0.4683644
## PC39 > -1.445797
## PC66 > -4.615861
## PC74 > 0.9213677
## PC87 <= -1.000275
## -> class 0\|2 [0.845]
##
## Rule 34/78: (95.7/16.7, lift 8.0)
## PC2 > 2.734492
## PC4 > -7.83144
## PC6 > -1.630364
## PC12 <= -0.5195633
## PC14 > -0.6547321
## PC18 <= -1.154317
## PC19 > -0.4895512
## PC25 > -2.254268
## PC39 > -0.8446048
## PC51 <= 0.6685256
## -> class 0\|2 [0.819]
##
## Rule 34/79: (57.9/11, lift 7.8)
## PC2 > 2.734492
## PC15 <= -0.679424
## PC18 > 0.6672924
## PC53 <= 4.675475
## PC83 > -3.75911
## -> class 0\|2 [0.800]
##
## Rule 34/80: (101.5/20, lift 7.8)
## PC3 <= 1.640775
## PC14 > -0.6547321
## PC16 <= 2.936707
## PC18 <= -0.4683644
## PC25 > -2.254268
## PC39 > -0.8446048
## PC43 <= 0.8494706
## PC46 > -1.22122
## PC58 > 1.751523
## PC74 <= 0.9213677
## PC93 <= 3.81511
## -> class 0\|2 [0.797]
##
## Rule 34/81: (6/0.7, lift 7.7)
## PC39 > -1.445797
## PC39 <= -0.8446048
## PC52 <= -3.062226
## PC74 <= 0.9213677
## -> class 0\|2 [0.789]
##
## Rule 34/82: (24.6/5, lift 7.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC18 > 0.6672924
## PC22 <= -0.4701807
## PC66 > -3.141438
## PC83 > -3.75911
## PC90 > 0.9121655
## -> class 0\|2 [0.775]
##
## Rule 34/83: (158.4/42.9, lift 7.1)
## PC7 <= -0.3301688
## PC12 > -0.5195633
## PC18 <= -1.154317
## PC43 <= 0.8494706
## PC55 <= 0.1244522
## PC74 <= 0.9213677
## PC82 <= 0.1932354
## -> class 0\|2 [0.727]
##
## Rule 34/84: (31.5/14.8, lift 5.2)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC53 > 4.675475
## PC83 > -3.75911
## -> class 0\|2 [0.528]
##
## Rule 34/85: (757.3/400.8, lift 4.6)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 0.6672924
## PC53 <= 4.675475
## PC83 > -3.75911
## -> class 0\|2 [0.471]
##
## Rule 34/86: (263.2/1.3, lift 11.4)
## PC3 <= 0.1731922
## PC4 > -7.83144
## PC7 > -0.3301688
## PC9 <= 0.1132284
## PC11 <= 0.2999023
## PC12 > -0.5195633
## PC18 <= -2.055128
## PC31 > -0.3635843
## PC32 > -1.346216
## PC36 > -4.417984
## PC63 <= 1.021134
## PC89 <= 0.11988
## -> class 0\|3 [0.992]
##
## Rule 34/87: (79.2/0.3, lift 11.3)
## PC3 <= 1.640775
## PC11 <= -0.01142045
## PC18 <= -1.154317
## PC46 > 0.08435005
## PC51 <= 0.6685256
## PC63 <= 1.021134
## PC87 > -0.4166006
## -> class 0\|3 [0.984]
##
## Rule 34/88: (59.4, lift 11.3)
## PC6 > -1.630364
## PC14 > -0.6547321
## PC18 <= -1.154317
## PC31 > 0.1949541
## PC36 > -4.417984
## PC46 > 0.08435005
## PC63 <= 1.021134
## -> class 0\|3 [0.984]
##
## Rule 34/89: (66.5/0.3, lift 11.2)
## PC2 > 2.734492
## PC4 <= 9.305666
## PC18 <= -1.154317
## PC32 > -1.704439
## PC63 > 1.021134
## PC66 > -4.615861
## PC94 <= -0.4725043
## -> class 0\|3 [0.981]
##
## Rule 34/90: (33, lift 11.1)
## PC3 <= 1.640775
## PC6 > -1.630364
## PC18 <= -1.154317
## PC19 <= -0.4895512
## -> class 0\|3 [0.971]
##
## Rule 34/91: (27.5, lift 11.1)
## PC13 > 8.316996
## PC36 > 1.476349
## -> class 0\|3 [0.966]
##
## Rule 34/92: (43.1/1.4, lift 10.8)
## PC3 <= 1.640775
## PC4 > -7.83144
## PC4 <= 9.305666
## PC18 <= -1.154317
## PC24 > 1.258503
## PC27 <= 0.6346882
## PC46 > 0.08435005
## PC51 <= 0.6685256
## -> class 0\|3 [0.946]
##
## Rule 34/93: (42/1.6, lift 10.8)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC4 > -7.83144
## PC16 > 2.103828
## PC51 > 0.6685256
## -> class 0\|3 [0.940]
##
## Rule 34/94: (11.1, lift 10.6)
## PC1 > -0.3900895
## PC1 <= 7.833367
## PC2 <= 2.734492
## PC10 <= -0.7514341
## PC17 <= -0.4421078
## -> class 0\|3 [0.924]
##
## Rule 34/95: (49.5/3.5, lift 10.5)
## PC18 <= -1.154317
## PC31 > -0.3635843
## PC35 <= -0.5569147
## PC51 <= 0.6685256
## PC78 > 0.5978583
## -> class 0\|3 [0.913]
##
## Rule 34/96: (31.5/2, lift 10.4)
## PC3 > -3.774415
## PC13 > 8.316996
## PC38 <= 1.794916
## PC65 > -0.4597442
## -> class 0\|3 [0.912]
##
## Rule 34/97: (37.2/3.1, lift 10.2)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC8 <= 0.1419536
## PC11 <= -0.07755335
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC18 <= 0.6672924
## -> class 0\|3 [0.894]
##
## Rule 34/98: (16.8/2.7, lift 9.2)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 0.6672924
## PC74 > 2.596298
## -> class 0\|3 [0.803]
##
## Rule 34/99: (48.2/12.9, lift 8.3)
## PC2 > 2.734492
## PC18 > -0.4683644
## PC83 <= -3.75911
## -> class 0\|3 [0.723]
##
## Rule 34/100: (3128.4/1579, lift 5.7)
## PC2 > 2.734492
## PC3 <= 1.640775
## PC18 <= -0.4683644
## -> class 0\|3 [0.495]
##
## Rule 34/101: (139, lift 22.4)
## PC2 <= 2.734492
## PC4 > 0.8386233
## PC10 > -0.7514341
## PC10 <= 0.8814695
## PC16 <= 4.234647
## PC68 <= 1.05084
## PC88 > -0.1847392
## -> class 1\|0 [0.993]
##
## Rule 34/102: (122.4, lift 22.4)
## PC1 > -0.3900895
## PC3 <= 0.8637748
## PC6 <= 4.347558
## PC8 <= 2.206323
## PC9 > -0.2464361
## PC10 > -0.7514341
## PC27 <= 0.34863
## PC96 > 0.1643588
## PC98 <= 0.4626823
## -> class 1\|0 [0.992]
##
## Rule 34/103: (98.6, lift 22.3)
## PC3 > 0.8637748
## PC12 > 0.8543217
## PC16 <= 0.8572028
## PC18 > -0.0108911
## PC21 > -0.5923443
## PC62 <= -0.2576277
## -> class 1\|0 [0.990]
##
## Rule 34/104: (78.5, lift 22.3)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC23 <= -2.15646
## PC77 > -0.06386657
## PC91 <= 0.6395853
## -> class 1\|0 [0.987]
##
## Rule 34/105: (179.4/1.4, lift 22.3)
## PC1 > -0.3900895
## PC6 <= 5.1094
## PC12 > 2.665643
## PC15 <= -1.265788
## PC82 <= 0.2073245
## PC88 <= 0.05749534
## -> class 1\|0 [0.987]
##
## Rule 34/106: (52.4, lift 22.1)
## PC6 > 5.1094
## PC12 > 2.665643
## PC79 > -0.03708921
## PC82 <= 0.2073245
## PC88 <= 0.05749534
## -> class 1\|0 [0.982]
##
## Rule 34/107: (41.4, lift 22.0)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC12 > 2.665643
## PC19 > 2.547091
## PC73 > -0.2849351
## PC79 <= -0.03708921
## PC88 <= 0.05749534
## -> class 1\|0 [0.977]
##
## Rule 34/108: (106.2/4.3, lift 21.5)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC3 <= 0.8637748
## PC8 > -1.4394
## PC9 > -0.2464361
## PC10 > -0.7514341
## PC12 <= 2.665643
## PC19 > -1.310209
## PC28 <= -0.07149071
## -> class 1\|0 [0.951]
##
## Rule 34/109: (9.6, lift 20.6)
## PC1 > -0.3900895
## PC9 > 0.255966
## PC21 > 0.9767466
## -> class 1\|0 [0.914]
##
## Rule 34/110: (7.6, lift 20.2)
## PC1 > -0.3900895
## PC23 <= -2.15646
## PC58 > -1.853468
## PC73 <= -1.144135
## PC77 <= -0.06386657
## -> class 1\|0 [0.896]
##
## Rule 34/111: (80.8/13.8, lift 18.5)
## PC1 > -0.3900895
## PC12 > 2.665643
## PC73 <= -0.2849351
## PC82 <= 0.2073245
## PC88 <= 0.05749534
## -> class 1\|0 [0.821]
##
## Rule 34/112: (14.2/2.2, lift 18.1)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC16 <= 0.8572028
## PC23 > -2.15646
## PC71 > 1.645404
## -> class 1\|0 [0.801]
##
## Rule 34/113: (477.5/235.6, lift 11.4)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC54 > -0.824603
## PC83 > -0.4568406
## PC94 <= 0.2131758
## -> class 1\|0 [0.507]
##
## Rule 34/114: (115.8, lift 18.5)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC83 > -0.4568406
## PC94 > 0.2131758
## -> class 1\|1 [0.992]
##
## Rule 34/115: (79.8, lift 18.4)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC35 > 0.007608013
## PC83 > -0.4568406
## PC96 > 0.5008169
## -> class 1\|1 [0.988]
##
## Rule 34/116: (148/1.8, lift 18.3)
## PC1 > -0.3900895
## PC3 <= 0.8637748
## PC4 <= 0.8386233
## PC9 > -0.2464361
## PC10 > -0.7514341
## PC11 <= 1.567755
## PC12 <= 2.665643
## PC19 > -1.310209
## PC21 <= 0.9767466
## PC23 > -2.15646
## PC28 > -0.07149071
## PC96 <= 0.1643588
## -> class 1\|1 [0.981]
##
## Rule 34/117: (139.5/1.7, lift 18.3)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC37 <= 0.3320616
## PC41 <= 0.4214479
## PC46 <= 0.9321272
## PC49 > 0.03395255
## PC83 > -0.4568406
## -> class 1\|1 [0.981]
##
## Rule 34/118: (48.6, lift 18.3)
## PC2 <= 2.734492
## PC4 > 0.8386233
## PC10 > -0.7514341
## PC12 <= 2.665643
## PC16 <= 4.234647
## PC88 <= -0.1847392
## -> class 1\|1 [0.980]
##
## Rule 34/119: (41, lift 18.2)
## PC1 > 8.817184
## PC3 <= 0.8637748
## PC8 > -3.591267
## PC9 <= -0.2464361
## PC19 > -1.310209
## -> class 1\|1 [0.977]
##
## Rule 34/120: (44.7, lift 18.2)
## PC1 > -0.3900895
## PC3 <= 0.8637748
## PC6 <= -1.250467
## PC19 <= -1.310209
## PC21 <= 0.9767466
## PC57 > -1.338277
## -> class 1\|1 [0.976]
##
## Rule 34/121: (56.3/0.5, lift 18.2)
## PC6 > 5.1094
## PC12 > 2.665643
## PC19 <= 2.547091
## PC73 > -0.2849351
## PC79 <= -0.03708921
## -> class 1\|1 [0.974]
##
## Rule 34/122: (74.2/1.6, lift 18.0)
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC12 > 0.8543217
## PC12 <= 2.665643
## PC16 <= 0.8572028
## PC23 > -2.15646
## PC61 > -0.6222726
## PC62 > -0.2576277
## PC90 <= 0.6064029
## PC92 <= 0.186399
## -> class 1\|1 [0.966]
##
## Rule 34/123: (35.7/0.5, lift 17.9)
## PC1 > -0.3900895
## PC3 <= 0.8637748
## PC19 <= -1.310209
## PC21 <= 0.9767466
## PC46 > 1.199227
## PC57 > -1.338277
## -> class 1\|1 [0.961]
##
## Rule 34/124: (61.1/1.5, lift 17.9)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC12 > 2.665643
## PC21 <= 0.9767466
## PC75 <= 0.5892207
## PC82 > 0.2073245
## -> class 1\|1 [0.960]
##
## Rule 34/125: (53.4/1.7, lift 17.7)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC4 <= 0.8386233
## PC21 <= 0.9767466
## PC23 <= -2.15646
## PC73 > -1.144135
## PC77 <= -0.06386657
## -> class 1\|1 [0.950]
##
## Rule 34/126: (17, lift 17.7)
## PC2 <= 2.734492
## PC4 > 0.8386233
## PC10 > 0.8814695
## PC16 <= 4.234647
## PC68 <= 1.05084
## PC88 > -0.1847392
## -> class 1\|1 [0.947]
##
## Rule 34/127: (133.4/6.9, lift 17.6)
## PC1 > -0.3900895
## PC3 <= 0.8637748
## PC6 > 4.347558
## PC8 <= 2.206323
## PC9 > -0.2464361
## PC12 <= 2.665643
## PC19 > -1.310209
## -> class 1\|1 [0.942]
##
## Rule 34/128: (16.2/0.1, lift 17.5)
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC4 <= 0.8386233
## PC12 <= 0.8543217
## PC16 <= 0.8572028
## PC23 > -2.15646
## PC25 > 0.3001791
## -> class 1\|1 [0.939]
##
## Rule 34/129: (14, lift 17.4)
## PC2 <= 2.734492
## PC4 > 0.8386233
## PC9 > -1.915013
## PC12 <= 2.665643
## PC16 <= 4.234647
## PC68 > 1.05084
## -> class 1\|1 [0.933]
##
## Rule 34/130: (16.6/0.3, lift 17.4)
## PC1 > -0.3900895
## PC12 > 2.665643
## PC21 <= 0.9767466
## PC75 <= 0.5892207
## PC88 > 0.05749534
## -> class 1\|1 [0.932]
##
## Rule 34/131: (31.8/1.4, lift 17.3)
## PC1 > -0.3900895
## PC8 > -3.591267
## PC12 <= 0.8543217
## PC16 <= 0.8572028
## PC21 <= 0.9767466
## PC97 <= -2.044897
## -> class 1\|1 [0.928]
##
## Rule 34/132: (10.7, lift 17.2)
## PC2 > 2.734492
## PC3 > 1.640775
## PC11 <= -0.1177774
## PC15 > -0.7574617
## PC16 > -0.02748807
## -> class 1\|1 [0.920]
##
## Rule 34/133: (6.9, lift 16.5)
## PC1 > 7.833367
## PC8 > -3.591267
## PC10 <= -0.7514341
## PC29 <= -0.1040038
## -> class 1\|1 [0.888]
##
## Rule 34/134: (8.1/0.2, lift 16.4)
## PC3 > 0.8637748
## PC12 > 0.8543217
## PC12 <= 2.665643
## PC16 <= 0.8572028
## PC18 <= -0.0108911
## PC21 > -0.5923443
## PC44 > -0.8173597
## PC62 <= -0.2576277
## -> class 1\|1 [0.881]
##
## Rule 34/135: (119.6/15.9, lift 16.1)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 <= -0.02748807
## PC24 <= 3.013544
## PC37 <= 0.3320616
## PC49 <= -0.04830756
## PC54 > -0.824603
## PC96 <= 0.5008169
## -> class 1\|1 [0.861]
##
## Rule 34/136: (6.1/0.2, lift 15.8)
## PC1 > -0.3900895
## PC6 <= 5.1094
## PC12 > 2.665643
## PC15 > -1.265788
## PC21 <= 0.9767466
## PC75 <= 0.5892207
## -> class 1\|1 [0.849]
##
## Rule 34/137: (14.3/1.5, lift 15.7)
## PC2 > 2.734492
## PC3 > 1.640775
## PC15 > -0.7574617
## PC16 > -0.02748807
## PC66 > 0.5054383
## -> class 1\|1 [0.844]
##
## Rule 34/138: (17/2.2, lift 15.5)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC8 > -3.591267
## PC16 <= 0.8572028
## PC21 <= 0.9767466
## PC38 <= -0.5616332
## PC66 <= -0.1247848
## -> class 1\|1 [0.831]
##
## Rule 34/139: (10.9/3.3, lift 12.5)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC36 > 0.7517435
## -> class 1\|1 [0.668]
##
## Rule 34/140: (115.7/0.2, lift 13.1)
## PC3 > 0.8637748
## PC11 <= -1.705041
## PC12 <= 2.665643
## PC16 > 0.8572028
## PC53 <= 1.044019
## -> class 1\|2 [0.990]
##
## Rule 34/141: (33.7, lift 12.9)
## PC1 > -0.3900895
## PC8 <= -3.591267
## PC50 <= -0.5416869
## -> class 1\|2 [0.972]
##
## Rule 34/142: (15.3, lift 12.5)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC8 <= -3.591267
## PC70 <= -0.6749045
## -> class 1\|2 [0.942]
##
## Rule 34/143: (44.7/2.5, lift 12.2)
## PC1 > 7.833367
## PC3 <= 1.480363
## PC8 > -3.591267
## PC10 <= -0.7514341
## PC29 > -0.1040038
## -> class 1\|2 [0.925]
##
## Rule 34/144: (179.3/18.8, lift 11.8)
## PC2 > 2.734492
## PC3 > 1.640775
## PC16 > -0.02748807
## PC83 > -0.01053991
## -> class 1\|2 [0.891]
##
## Rule 34/145: (219.4/24.9, lift 11.7)
## PC2 > 2.734492
## PC3 > 1.640775
## PC11 > -0.1177774
## PC15 > -0.7574617
## PC16 > -0.02748807
## PC66 <= 0.5054383
## -> class 1\|2 [0.883]
##
## Rule 34/146: (34.6/7.8, lift 10.1)
## PC2 > 2.734492
## PC3 > 1.640775
## PC54 <= -0.824603
## -> class 1\|2 [0.760]
##
## Rule 34/147: (68.6/23.7, lift 8.6)
## PC2 > 2.734492
## PC3 > 1.640775
## PC83 <= -0.4568406
## -> class 1\|2 [0.649]
##
## Rule 34/148: (3493.1/2362.9, lift 4.3)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC8 > -3.591267
## PC10 > -0.7514341
## -> class 1\|2 [0.324]
##
## Rule 34/149: (230.5/0.5, lift 14.3)
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC4 <= 0.8386233
## PC5 <= 3.189565
## PC11 > -1.705041
## PC16 > 0.8572028
## PC20 > -1.560748
## PC28 <= -0.2225761
## PC74 > -1.954591
## PC100 <= 0.5062227
## -> class 1\|3 [0.994]
##
## Rule 34/150: (105.6, lift 14.3)
## PC2 > 2.734492
## PC3 > 1.640775
## PC15 <= -0.7574617
## PC76 > -1.371565
## PC83 <= -0.01053991
## -> class 1\|3 [0.991]
##
## Rule 34/151: (45.7, lift 14.1)
## PC3 > 0.8637748
## PC4 <= 0.8386233
## PC5 <= 3.189565
## PC16 > 0.8572028
## PC21 > 0.2642368
## -> class 1\|3 [0.979]
##
## Rule 34/152: (78.6/0.9, lift 14.1)
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC4 > -1.728242
## PC12 <= 0.8543217
## PC13 > -0.1401909
## PC16 <= 0.8572028
## PC21 <= 0.9767466
## PC23 > -2.15646
## PC25 <= 0.3001791
## PC66 > -0.1247848
## PC71 <= 1.645404
## PC97 > -2.044897
## -> class 1\|3 [0.976]
##
## Rule 34/153: (45.6/0.2, lift 14.0)
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC5 <= 3.189565
## PC16 > 0.8572028
## PC34 <= -0.7275577
## PC98 > -0.9144674
## -> class 1\|3 [0.975]
##
## Rule 34/154: (20.1, lift 13.7)
## PC2 <= 2.734492
## PC3 > 1.480363
## PC10 <= -0.7514341
## -> class 1\|3 [0.955]
##
## Rule 34/155: (552.5/27.6, lift 13.7)
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC4 <= 0.8386233
## PC5 <= 3.189565
## PC12 <= 2.665643
## PC16 > 0.8572028
## PC17 > -0.5843091
## PC20 > -1.239455
## PC37 > -1.296795
## PC53 <= 1.044019
## PC74 > -1.954591
## PC100 <= 0.5062227
## -> class 1\|3 [0.948]
##
## Rule 34/156: (16.7, lift 13.6)
## PC1 > -0.3900895
## PC6 > 2.138717
## PC10 > -0.7514341
## PC14 > 1.227332
## PC21 > 0.9767466
## -> class 1\|3 [0.946]
##
## Rule 34/157: (27.7/1, lift 13.4)
## PC1 <= 1.450107
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC4 <= 0.8386233
## PC12 <= 0.8543217
## PC16 <= 0.8572028
## PC25 <= 0.3001791
## PC66 > -0.1247848
## PC71 <= 1.645404
## -> class 1\|3 [0.932]
##
## Rule 34/158: (16.2/0.4, lift 13.3)
## PC2 > 2.734492
## PC3 > 1.640775
## PC15 <= -0.7574617
## PC82 > 0.01630287
## PC91 > -0.1491941
## -> class 1\|3 [0.921]
##
## Rule 34/159: (9.3, lift 13.1)
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC5 <= 3.189565
## PC16 > 0.8572028
## PC53 <= 1.044019
## PC60 <= -0.8591987
## PC100 > 0.5062227
## -> class 1\|3 [0.912]
##
## Rule 34/160: (11.3/0.2, lift 13.1)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC3 <= 0.8637748
## PC9 > -0.2464361
## PC10 > -0.7514341
## PC19 > -1.310209
## PC21 <= 0.9767466
## PC27 > 0.34863
## PC96 > 0.1643588
## -> class 1\|3 [0.910]
##
## Rule 34/161: (8.3, lift 13.0)
## PC2 <= 2.734492
## PC3 > 0.8637748
## PC16 > 0.8572028
## PC65 > 1.019995
## -> class 1\|3 [0.903]
##
## Rule 34/162: (101.2/9, lift 13.0)
## PC2 > 2.734492
## PC3 > 1.640775
## PC15 <= -0.7574617
## PC91 <= -0.1491941
## -> class 1\|3 [0.903]
##
## Rule 34/163: (14.8/0.9, lift 12.8)
## PC1 > -0.3900895
## PC1 <= 7.833367
## PC8 > -3.591267
## PC9 <= -1.990747
## PC10 <= -0.7514341
## -> class 1\|3 [0.887]
##
## Rule 34/164: (6.6/1.1, lift 10.9)
## PC3 > 0.8637748
## PC12 > 0.8543217
## PC16 <= 0.8572028
## PC23 > -2.15646
## PC44 <= -0.8173597
## -> class 1\|3 [0.757]
##
## Rule 34/165: (9.7/3.7, lift 8.5)
## PC1 > -0.3900895
## PC12 > 2.665643
## PC21 <= 0.9767466
## PC75 > 0.5892207
## -> class 1\|3 [0.593]
##
## Rule 34/166: (109.3, lift 11.8)
## PC1 > -0.3900895
## PC8 > -3.591267
## PC9 <= 0.255966
## PC14 <= 0.2779754
## PC21 > 0.9767466
## PC71 > -0.6657452
## -> class 2\|0 [0.991]
##
## Rule 34/167: (755/40.2, lift 11.2)
## PC8 > 1.287458
## PC9 <= 3.152035
## PC11 > -0.4963262
## PC17 > -0.7005863
## PC21 > 0.1962566
## PC27 > -0.7343959
## PC30 <= 0.4241929
## PC31 > -0.9956874
## PC36 <= 0.3732723
## PC41 <= 1.301439
## PC46 <= 1.501285
## PC56 <= 0.2926674
## PC59 <= 0.2586897
## PC61 > -0.7454011
## PC63 <= 0.1414055
## PC74 > -0.6437991
## PC99 <= 1.290044
## -> class 2\|0 [0.946]
##
## Rule 34/168: (26.9/2, lift 10.6)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC19 > -3.03778
## PC32 > 1.07177
## PC44 <= 0.4799442
## PC52 > 0.1692262
## -> class 2\|0 [0.895]
##
## Rule 34/169: (255.9/34.8, lift 10.2)
## PC1 <= -0.3900895
## PC8 > -0.5441133
## PC19 <= -1.732441
## PC44 > 0.4799442
## -> class 2\|0 [0.861]
##
## Rule 34/170: (2130.3/1105, lift 5.7)
## PC1 <= -0.3900895
## PC3 > -1.68139
## PC8 > 1.287458
## -> class 2\|0 [0.481]
##
## Rule 34/171: (1425.7/910.2, lift 4.3)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC8 > -3.591267
## PC10 <= -0.7514341
## -> class 2\|0 [0.362]
##
## Rule 34/172: (156.8, lift 10.9)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC10 > -0.2289424
## PC12 <= 1.006911
## PC20 > 0.04402102
## PC37 > 0.01077121
## PC78 <= 0.6363984
## -> class 2\|1 [0.993]
##
## Rule 34/173: (115.7, lift 10.8)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC46 > -0.6744001
## PC57 > -0.7809986
## PC61 <= -0.7454011
## PC63 <= 0.1414055
## -> class 2\|1 [0.992]
##
## Rule 34/174: (100, lift 10.8)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC12 <= 1.006911
## PC20 > 0.04402102
## PC35 <= -0.3021385
## -> class 2\|1 [0.990]
##
## Rule 34/175: (169.2/0.7, lift 10.8)
## PC1 <= -0.3900895
## PC8 > 2.272961
## PC10 > -0.2289424
## PC12 <= 1.006911
## PC20 > 0.04402102
## PC40 > -1.644845
## -> class 2\|1 [0.990]
##
## Rule 34/176: (91.2, lift 10.8)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC30 > 0.4241929
## PC63 <= 0.1414055
## -> class 2\|1 [0.989]
##
## Rule 34/177: (73.1, lift 10.8)
## PC2 <= -9.55354
## -> class 2\|1 [0.987]
##
## Rule 34/178: (101.6/0.4, lift 10.8)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC9 <= 3.152035
## PC41 > 1.301439
## PC96 > -0.1801059
## -> class 2\|1 [0.986]
##
## Rule 34/179: (67.5, lift 10.8)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC12 <= -1.672451
## PC23 <= -0.2976879
## -> class 2\|1 [0.986]
##
## Rule 34/180: (58.6, lift 10.8)
## PC1 <= -0.3900895
## PC3 > -1.68139
## PC8 > 1.287458
## PC11 > -0.4963262
## PC41 <= 1.301439
## PC46 > -0.6744001
## PC56 > 0.2926674
## PC63 <= 0.1414055
## -> class 2\|1 [0.983]
##
## Rule 34/181: (52.3, lift 10.7)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC8 <= 2.272961
## PC10 > -0.2289424
## PC37 <= 0.01077121
## PC42 > -0.06094555
## -> class 2\|1 [0.982]
##
## Rule 34/182: (49.1, lift 10.7)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC12 > -1.672451
## PC30 <= 0.4316063
## PC44 <= 0.4799442
## PC55 <= -0.5719663
## PC62 > -1.318669
## PC63 > -0.2255546
## PC89 <= 0.4015262
## -> class 2\|1 [0.980]
##
## Rule 34/183: (39.2, lift 10.7)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC27 <= -0.7343959
## PC70 > -0.04150526
## -> class 2\|1 [0.976]
##
## Rule 34/184: (77.7/1, lift 10.7)
## PC1 <= -0.3900895
## PC3 > -1.68139
## PC8 > 1.287458
## PC20 <= 0.04402102
## PC46 > 1.501285
## -> class 2\|1 [0.975]
##
## Rule 34/185: (34.6, lift 10.6)
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC19 > -1.732441
## PC44 > 0.4799442
## PC58 > -0.08795696
## PC87 <= -0.6995752
## -> class 2\|1 [0.973]
##
## Rule 34/186: (35.1, lift 10.6)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC11 <= -0.9337804
## PC17 > -0.7005863
## PC20 <= 0.04402102
## -> class 2\|1 [0.973]
##
## Rule 34/187: (128.4/2.5, lift 10.6)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC20 <= 0.04402102
## PC55 <= 0.7306253
## PC59 > 0.2586897
## PC70 > -0.04150526
## -> class 2\|1 [0.973]
##
## Rule 34/188: (30.4, lift 10.6)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC12 > -1.672451
## PC36 <= 0.7517435
## PC44 <= 0.4799442
## PC97 > 0.449579
## -> class 2\|1 [0.969]
##
## Rule 34/189: (82.9/1.7, lift 10.6)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC9 > 3.152035
## -> class 2\|1 [0.968]
##
## Rule 34/190: (68.2/1.8, lift 10.5)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC32 > 1.07177
## PC36 <= 0.7517435
## PC52 <= 0.1692262
## -> class 2\|1 [0.961]
##
## Rule 34/191: (32.3/0.4, lift 10.5)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC20 <= 0.04402102
## PC57 <= -0.7809986
## -> class 2\|1 [0.960]
##
## Rule 34/192: (21.8, lift 10.5)
## PC1 > -0.3900895
## PC8 > -3.591267
## PC10 > -0.7514341
## PC14 > 0.2779754
## PC14 <= 1.227332
## PC21 > 0.9767466
## -> class 2\|1 [0.958]
##
## Rule 34/193: (19.1, lift 10.4)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > 0.9539154
## PC8 <= 1.287458
## PC44 > 0.4799442
## PC58 > -0.08795696
## -> class 2\|1 [0.953]
##
## Rule 34/194: (46.5/1.3, lift 10.4)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC28 > 0.102115
## PC44 > 0.4799442
## -> class 2\|1 [0.953]
##
## Rule 34/195: (36.6/0.9, lift 10.4)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC17 > -0.7005863
## PC20 <= 0.04402102
## PC41 <= 1.301439
## PC74 <= -0.6437991
## -> class 2\|1 [0.952]
##
## Rule 34/196: (144.7/6.2, lift 10.4)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC20 > 0.04402102
## PC40 > -1.644845
## PC72 <= -0.227784
## -> class 2\|1 [0.951]
##
## Rule 34/197: (61.3/2.3, lift 10.4)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC11 > -0.9337804
## PC11 <= -0.4963262
## PC17 > -0.7005863
## PC46 > -0.6744001
## PC63 <= 0.1414055
## PC70 > -0.04150526
## -> class 2\|1 [0.948]
##
## Rule 34/198: (135.7/6.9, lift 10.3)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC30 > 0.4316063
## PC44 <= 0.4799442
## -> class 2\|1 [0.943]
##
## Rule 34/199: (94.6/4.5, lift 10.3)
## PC8 > 1.287458
## PC17 <= -0.7005863
## PC21 > 1.067859
## -> class 2\|1 [0.943]
##
## Rule 34/200: (47.6/2.2, lift 10.2)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC44 <= 0.4799442
## PC53 <= -1.280072
## -> class 2\|1 [0.936]
##
## Rule 34/201: (13.3, lift 10.2)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC36 > 0.3732723
## PC70 > -0.04150526
## PC99 <= 1.290044
## -> class 2\|1 [0.935]
##
## Rule 34/202: (81.8/4.5, lift 10.2)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC20 <= 0.04402102
## PC21 <= 0.1962566
## PC39 > 0.08141311
## PC56 <= 0.2926674
## PC59 <= 0.2586897
## PC70 > -0.04150526
## -> class 2\|1 [0.934]
##
## Rule 34/203: (57.3/3, lift 10.2)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC11 > -0.9337804
## PC20 <= 0.04402102
## PC41 <= 1.301439
## PC57 > -0.7809986
## PC74 > -0.6437991
## PC99 > 1.290044
## -> class 2\|1 [0.933]
##
## Rule 34/204: (30.4/1.2, lift 10.2)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC19 > -1.732441
## PC44 > 0.4799442
## PC56 <= -0.747728
## PC58 <= -0.08795696
## -> class 2\|1 [0.932]
##
## Rule 34/205: (20.2/0.5, lift 10.2)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC12 > -1.672451
## PC27 > 0.1327511
## PC36 <= 0.7517435
## PC89 > 0.4015262
## -> class 2\|1 [0.931]
##
## Rule 34/206: (11.1, lift 10.1)
## PC1 > -0.3900895
## PC1 <= 8.817184
## PC3 <= 0.8637748
## PC8 > -3.591267
## PC9 <= -0.2464361
## PC10 > -0.7514341
## PC19 > -1.310209
## PC87 <= -0.498421
## -> class 2\|1 [0.924]
##
## Rule 34/207: (26/1.1, lift 10.1)
## PC1 > -0.3900895
## PC8 > -3.591267
## PC21 > 0.9767466
## PC71 <= -0.6657452
## -> class 2\|1 [0.924]
##
## Rule 34/208: (110.6/8.5, lift 10.0)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC17 > -0.7005863
## PC20 <= 0.04402102
## PC41 <= 1.301439
## PC63 > 0.1414055
## PC80 <= 0.48292
## -> class 2\|1 [0.916]
##
## Rule 34/209: (24.6/1.3, lift 10.0)
## PC1 <= -0.3900895
## PC8 > 0.5112364
## PC8 <= 1.287458
## PC19 > -1.732441
## PC44 > 0.4799442
## PC58 <= -0.08795696
## -> class 2\|1 [0.913]
##
## Rule 34/210: (78.6/7.4, lift 9.8)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC27 <= -0.7546553
## PC99 > 1.202765
## -> class 2\|1 [0.895]
##
## Rule 34/211: (35.7/5.6, lift 9.0)
## PC1 > -0.3900895
## PC1 <= 8.817184
## PC3 <= 0.8637748
## PC8 > 0.5831117
## PC9 <= -0.2464361
## PC21 <= 0.9767466
## -> class 2\|1 [0.824]
##
## Rule 34/212: (725.2/226, lift 7.5)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC12 > -1.672451
## PC32 <= 1.07177
## PC36 <= 0.7517435
## PC41 > -0.4888412
## PC44 <= 0.4799442
## PC46 > -0.9332971
## PC55 > -0.5719663
## PC63 > -0.2255546
## PC89 <= 0.4015262
## PC93 <= 0.5694886
## -> class 2\|1 [0.688]
##
## Rule 34/213: (66, lift 11.4)
## PC1 <= -0.3900895
## PC2 > -9.55354
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 0.02357382
## PC12 > -1.672451
## PC30 <= 0.4316063
## PC32 <= 1.07177
## PC36 <= 0.7517435
## PC44 <= 0.4799442
## PC55 > -0.5719663
## PC62 > -1.318669
## PC63 > -0.2255546
## PC72 <= 1.284492
## PC89 <= 0.4015262
## PC94 <= 0.4061756
## -> class 2\|2 [0.985]
##
## Rule 34/214: (63.4, lift 11.4)
## PC1 > -0.3900895
## PC1 <= 8.817184
## PC3 <= 0.8637748
## PC8 > -3.591267
## PC8 <= 0.5831117
## PC12 <= 2.665643
## PC19 > -1.310209
## PC21 <= 0.9767466
## PC47 <= -0.07842429
## PC85 <= -0.5519217
## PC87 > -0.498421
## -> class 2\|2 [0.985]
##
## Rule 34/215: (60.6, lift 11.4)
## PC1 <= -0.3900895
## PC8 <= -0.5441133
## PC12 <= 4.619146
## PC43 <= -1.576828
## PC57 <= 0.2623518
## PC64 > -0.3020408
## -> class 2\|2 [0.984]
##
## Rule 34/216: (51.9, lift 11.4)
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC26 <= 3.100815
## PC38 > -0.6032428
## PC41 > 3.298649
## PC57 <= 0.2623518
## PC73 <= 1.315055
## -> class 2\|2 [0.981]
##
## Rule 34/217: (40.4, lift 11.3)
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC12 > -1.672451
## PC46 > -0.9332971
## PC55 > -0.5719663
## PC63 > -0.2255546
## PC93 > 0.5694886
## PC97 <= 0.449579
## -> class 2\|2 [0.976]
##
## Rule 34/218: (39.7, lift 11.3)
## PC1 <= -0.3900895
## PC2 > -9.55354
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC12 > -1.672451
## PC12 <= 1.804326
## PC32 <= 1.07177
## PC53 > -1.280072
## PC55 <= 0.5486237
## PC63 > -0.2255546
## PC69 > 0.1061335
## PC88 > -0.3488128
## PC94 <= 0.4061756
## -> class 2\|2 [0.976]
##
## Rule 34/219: (96.9/1.5, lift 11.3)
## PC1 <= -0.3900895
## PC2 > -9.55354
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC30 <= 0.4316063
## PC32 <= 1.07177
## PC41 <= -0.4888412
## PC55 > -0.5719663
## PC62 > -1.318669
## PC63 > -0.2255546
## PC88 > -0.3488128
## PC89 <= 0.4015262
## PC97 <= 0.449579
## -> class 2\|2 [0.975]
##
## Rule 34/220: (34.7, lift 11.3)
## PC2 > -8.80423
## PC2 <= 2.734492
## PC6 <= 6.78757
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC19 > -2.848473
## PC26 <= 3.100815
## PC27 <= -0.3814706
## PC38 > -0.6032428
## PC57 <= 0.2623518
## PC87 > 0.07173181
## -> class 2\|2 [0.973]
##
## Rule 34/221: (131.7/3.5, lift 11.2)
## PC1 <= -0.3900895
## PC6 <= 6.78757
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC10 > -0.4849266
## PC19 > -2.848473
## PC35 <= 0.7092256
## PC38 > -0.6032428
## PC47 > -0.5152573
## PC57 > -0.1186391
## PC57 <= 0.2623518
## PC64 > -0.3020408
## PC85 <= 1.654441
## PC87 <= 0.07173181
## -> class 2\|2 [0.966]
##
## Rule 34/222: (113.9/3.1, lift 11.2)
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC9 > 6.396509
## PC12 <= 4.619146
## PC19 > -2.848473
## PC57 <= 0.2623518
## PC73 <= 1.315055
## -> class 2\|2 [0.965]
##
## Rule 34/223: (74.6/1.8, lift 11.1)
## PC3 > -1.442713
## PC8 > 1.287458
## PC8 <= 2.272961
## PC18 > -0.3096196
## PC20 > 0.1088435
## PC35 > -0.3021385
## PC37 <= 0.01077121
## PC42 <= -0.06094555
## PC54 > -0.9593917
## PC72 > -0.227784
## -> class 2\|2 [0.963]
##
## Rule 34/224: (25.4, lift 11.1)
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC9 > 11.4065
## PC32 <= 1.579936
## PC57 > 0.2623518
## -> class 2\|2 [0.963]
##
## Rule 34/225: (35.8/0.5, lift 11.1)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC12 > -1.672451
## PC30 <= 0.4316063
## PC36 <= 0.7517435
## PC44 <= 0.4799442
## PC55 > -0.5719663
## PC63 > -0.2255546
## PC72 <= 1.284492
## PC89 <= 0.4015262
## PC93 <= -0.3095275
## PC94 <= 0.4061756
## -> class 2\|2 [0.961]
##
## Rule 34/226: (35.2/0.5, lift 11.1)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC44 <= 0.4799442
## PC55 > -0.5719663
## PC74 <= -0.8045444
## PC94 <= 0.4061756
## -> class 2\|2 [0.959]
##
## Rule 34/227: (21.6, lift 11.1)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC36 <= -1.352494
## -> class 2\|2 [0.958]
##
## Rule 34/228: (62.9/1.8, lift 11.1)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 <= 1.287458
## PC12 > -1.672451
## PC32 <= 1.07177
## PC41 > -0.4888412
## PC44 <= 0.4799442
## PC46 > -0.4401321
## PC55 > -0.5719663
## PC63 > -0.2255546
## PC72 <= 1.284492
## PC76 <= -0.2760262
## PC97 <= 0.449579
## -> class 2\|2 [0.957]
##
## Rule 34/229: (20.7, lift 11.1)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC12 > 1.804326
## PC30 <= 0.4316063
## PC44 <= 0.4799442
## PC55 > -0.5719663
## PC62 > -1.318669
## PC72 <= 1.284492
## PC89 <= 0.4015262
## PC94 <= 0.4061756
## -> class 2\|2 [0.956]
##
## Rule 34/230: (267.8/14.3, lift 10.9)
## PC1 <= -0.3900895
## PC2 > -8.80423
## PC2 <= 2.734492
## PC6 <= 6.78757
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC12 <= 4.619146
## PC15 > -2.265892
## PC19 > -2.848473
## PC26 <= 3.100815
## PC33 > -0.400749
## PC37 > -0.801118
## PC38 > -0.6032428
## PC57 <= -0.1186391
## PC73 <= 1.315055
## -> class 2\|2 [0.943]
##
## Rule 34/231: (70.8/3.5, lift 10.9)
## PC2 > -8.80423
## PC2 <= 2.734492
## PC6 <= -0.2494149
## PC7 <= -0.3795443
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC19 > -2.848473
## PC30 > 0.2690453
## PC49 <= 0.05632595
## -> class 2\|2 [0.939]
##
## Rule 34/232: (48.4/2.1, lift 10.9)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 0.9539154
## PC19 > -1.732441
## PC28 <= 0.102115
## PC44 > 0.5355555
## PC58 > -0.08795696
## PC87 > -0.6995752
## -> class 2\|2 [0.939]
##
## Rule 34/233: (20.7/0.5, lift 10.8)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -3.393956
## PC12 <= 4.619146
## PC38 > -0.6032428
## PC56 <= -0.7775978
## PC57 <= 0.2623518
## PC73 <= 1.315055
## -> class 2\|2 [0.936]
##
## Rule 34/234: (278.2/17.8, lift 10.8)
## PC1 <= -0.3900895
## PC2 <= -0.7700333
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC12 <= -1.672451
## PC23 > -0.2976879
## PC44 <= 0.4799442
## PC53 > -1.280072
## -> class 2\|2 [0.933]
##
## Rule 34/235: (135/9.9, lift 10.7)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -0.5441133
## PC8 <= 1.287458
## PC32 <= 1.07177
## PC44 <= 0.4799442
## PC46 > -0.4401321
## PC53 > -1.280072
## PC89 > 0.4015262
## PC97 <= 0.449579
## -> class 2\|2 [0.921]
##
## Rule 34/236: (9.1/0.2, lift 10.4)
## PC1 <= -0.3900895
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC19 <= -2.848473
## PC57 <= -0.4370808
## -> class 2\|2 [0.895]
##
## Rule 34/237: (64/6, lift 10.3)
## PC1 <= -0.3900895
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC17 > -0.3553776
## PC19 > 2.627846
## PC32 <= 1.579936
## -> class 2\|2 [0.894]
##
## Rule 34/238: (104.8/11.3, lift 10.2)
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC19 > 3.164775
## PC57 <= 0.2623518
## PC64 > -0.3020408
## -> class 2\|2 [0.885]
##
## Rule 34/239: (84.4/11.3, lift 9.9)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC6 <= -0.2494149
## PC7 > -0.3795443
## PC8 <= -0.5441133
## PC9 <= 11.4065
## PC19 > -2.848473
## PC49 <= 0.05632595
## PC77 > -0.6734199
## -> class 2\|2 [0.858]
##
## Rule 34/240: (4.8, lift 9.9)
## PC1 <= -0.3900895
## PC8 > 1.287458
## PC17 <= -0.7005863
## PC21 <= 1.067859
## -> class 2\|2 [0.852]
##
## Rule 34/241: (4.5, lift 9.8)
## PC2 <= 2.734492
## PC8 > -3.393956
## PC27 > -0.7546553
## PC71 > 11.85997
## -> class 2\|2 [0.846]
##
## Rule 34/242: (11.7/1.1, lift 9.8)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC49 <= 0.05632595
## PC53 <= -1.430801
## PC57 > 0.2623518
## PC77 > -0.6734199
## -> class 2\|2 [0.846]
##
## Rule 34/243: (55.7/8.1, lift 9.7)
## PC2 <= 2.734492
## PC6 <= -0.2494149
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC32 <= 1.579936
## PC49 <= 0.05632595
## PC57 > 0.2623518
## PC77 <= -0.6734199
## -> class 2\|2 [0.842]
##
## Rule 34/244: (67.3/12, lift 9.4)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC3 > -1.68139
## PC20 > 0.04402102
## PC40 <= -1.644845
## -> class 2\|2 [0.812]
##
## Rule 34/245: (35.8/6.7, lift 9.2)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC32 <= 1.579936
## PC52 <= -0.4758356
## -> class 2\|2 [0.798]
##
## Rule 34/246: (45.2/10.2, lift 8.8)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 <= -0.5441133
## PC46 > 0.413817
## PC60 <= -0.7855141
## -> class 2\|2 [0.762]
##
## Rule 34/247: (36.6/17.8, lift 5.9)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC28 > -0.2738551
## PC32 > 1.579936
## PC57 > 0.2623518
## -> class 2\|2 [0.513]
##
## Rule 34/248: (113.3, lift 8.5)
## PC1 <= -0.3900895
## PC8 <= -3.393956
## PC16 > 0.3730076
## PC53 <= 2.482198
## PC87 > -2.195476
## -> class 2\|3 [0.991]
##
## Rule 34/249: (90.3, lift 8.5)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC11 <= -1.443844
## PC19 > -2.848473
## PC44 > 0.01600109
## PC45 <= 0.4991417
## PC96 > 0.2514117
## -> class 2\|3 [0.989]
##
## Rule 34/250: (67.2, lift 8.5)
## PC1 <= -0.3900895
## PC8 <= -3.393956
## PC93 <= 0.3298733
## PC94 > 0.8244115
## -> class 2\|3 [0.986]
##
## Rule 34/251: (66.3, lift 8.5)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 <= -0.5441133
## PC9 <= 6.396509
## PC12 <= 4.619146
## PC47 <= -0.5152573
## PC57 > -0.1186391
## PC57 <= 0.2623518
## -> class 2\|3 [0.985]
##
## Rule 34/252: (51.2, lift 8.4)
## PC1 <= -0.3900895
## PC8 <= -3.393956
## PC46 > 0.413817
## PC60 > -0.7855141
## -> class 2\|3 [0.981]
##
## Rule 34/253: (364.7/11.7, lift 8.3)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC6 > -0.2494149
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC17 <= -0.3553776
## PC45 <= 0.4991417
## PC52 > -0.4758356
## PC57 > 0.2623518
## PC71 <= 11.85997
## -> class 2\|3 [0.965]
##
## Rule 34/254: (10.4, lift 7.9)
## PC1 > -0.3900895
## PC3 <= 0.8637748
## PC9 <= -0.2464361
## PC19 > -1.310209
## PC47 > -0.07842429
## PC85 <= -0.5519217
## -> class 2\|3 [0.919]
##
## Rule 34/255: (41.2/3.9, lift 7.6)
## PC1 > -0.3900895
## PC1 <= 8.817184
## PC3 <= 0.8637748
## PC8 > -3.591267
## PC8 <= 0.5831117
## PC9 <= -0.2464361
## PC19 > -1.310209
## PC85 > -0.5519217
## PC87 > -0.498421
## -> class 2\|3 [0.888]
##
## Rule 34/256: (6.8, lift 7.6)
## PC1 > -0.3900895
## PC3 <= 0.8637748
## PC8 <= -1.4394
## PC9 > -0.2464361
## PC19 > -1.310209
## -> class 2\|3 [0.886]
##
## Rule 34/257: (12456.2/10135, lift 1.6)
## PC2 <= 2.734492
## -> class 2\|3 [0.186]
##
## Rule 34/258: (171.7/1.2, lift 19.9)
## PC1 > -0.3900895
## PC2 <= 2.734492
## PC8 <= -3.591267
## PC14 <= 1.576791
## PC31 > -0.2692264
## PC43 > 0.002640024
## -> class 2\|4 [0.987]
##
## Rule 34/259: (176.6/2.2, lift 19.8)
## PC8 <= -3.393956
## PC16 <= 0.3730076
## PC22 > -1.646191
## PC44 > 0.9307793
## PC46 <= 0.413817
## PC89 <= 0.8710656
## PC96 <= 0.2890086
## -> class 2\|4 [0.982]
##
## Rule 34/260: (47, lift 19.8)
## PC1 <= -0.3900895
## PC8 > -3.393956
## PC8 <= -0.5441133
## PC14 > 0.5122371
## PC19 <= -2.848473
## PC57 > -0.4370808
## PC96 > 0.01124012
## -> class 2\|4 [0.980]
##
## Rule 34/261: (50.8/0.1, lift 19.7)
## PC8 <= -3.393956
## PC53 > 2.482198
## -> class 2\|4 [0.979]
##
## Rule 34/262: (48.4/1.2, lift 19.3)
## PC2 <= 2.734492
## PC8 <= -3.393956
## PC16 <= 0.3730076
## PC26 <= 3.239936
## PC44 > 0.1606775
## PC46 <= 0.413817
## PC72 > -0.4841204
## PC85 > -0.4749953
## PC93 > 0.3298733
## -> class 2\|4 [0.956]
##
## Rule 34/263: (133.1/8.3, lift 18.8)
## PC2 <= 2.734492
## PC7 > -3.133264
## PC8 <= -0.5441133
## PC16 <= 0.3730076
## PC26 <= 3.239936
## PC36 > 0.4829955
## PC46 <= 0.413817
## PC72 > -0.4841204
## PC85 > -0.4749953
## PC93 <= 0.3298733
## PC95 <= 0.05163285
## -> class 2\|4 [0.932]
##
## Rule 34/264: (394.6/29.3, lift 18.6)
## PC7 > -3.133264
## PC8 <= -3.393956
## PC16 <= 0.3730076
## PC22 > -1.646191
## PC36 <= 0.4829955
## PC41 <= 0.003444728
## PC45 <= 0.1540567
## PC46 <= 0.413817
## PC72 > -0.4841204
## PC85 > -0.4749953
## PC86 > -0.5817553
## PC89 <= 0.8710656
## PC93 <= 0.3298733
## PC94 <= 0.8244115
## PC95 <= 0.4698053
## PC96 <= 0.2890086
## -> class 2\|4 [0.924]
##
## Rule 34/265: (88/7, lift 18.4)
## PC1 <= -0.3900895
## PC6 > -0.2494149
## PC8 > -3.393956
## PC11 <= -1.443844
## PC17 > -0.3553776
## PC19 <= 2.627846
## PC22 > -0.7511848
## PC44 > 0.01600109
## -> class 2\|4 [0.912]
##
## Rule 34/266: (37.7/2.7, lift 18.3)
## PC1 <= -0.3900895
## PC8 <= -0.5441133
## PC19 <= -2.848473
## PC23 <= 1.170545
## PC96 <= 0.01124012
## -> class 2\|4 [0.907]
##
## Rule 34/267: (5.9, lift 17.6)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC6 > -0.2494149
## PC8 <= -0.5441133
## PC29 <= 0.3446466
## PC45 > 0.4991417
## PC57 > 0.2623518
## -> class 2\|4 [0.873]
##
## Rule 34/268: (35.1/8.9, lift 14.8)
## PC8 <= -0.5441133
## PC9 <= 6.396509
## PC28 > -0.2738551
## PC38 <= -0.6032428
## PC52 <= -0.2863113
## PC57 <= 0.2623518
## PC73 <= 1.315055
## -> class 2\|4 [0.734]
##
## Rule 34/269: (26.7/11.8, lift 11.2)
## PC1 <= -0.3900895
## PC2 <= 2.734492
## PC8 <= -0.5441133
## PC9 <= 11.4065
## PC29 > 0.3446466
## PC52 > -0.4758356
## PC57 > 0.2623518
## -> class 2\|4 [0.554]
##
## Default class: 2\|3
##
## ----- Trial 35: -----
##
## Rules:
##
## Rule 35/1: (124.3, lift 14.6)
## PC9 > -0.3399072
## PC13 <= 0.4816275
## PC18 > 2.111802
## PC27 <= -0.7477313
## PC50 > -0.5393801
## PC93 > 0.5911301
## -> class 0\|0 [0.992]
##
## Rule 35/2: (157.4/1.3, lift 14.5)
## PC9 > -0.3399072
## PC18 > 2.111802
## PC27 <= -0.7477313
## PC56 <= 1.207356
## PC76 <= -0.5971516
## -> class 0\|0 [0.985]
##
## Rule 35/3: (55.2, lift 14.4)
## PC9 > -0.3399072
## PC18 > 2.111802
## PC21 <= -0.8659161
## PC93 > 0.657496
## -> class 0\|0 [0.983]
##
## Rule 35/4: (46, lift 14.4)
## PC2 > 2.526915
## PC9 > -0.3399072
## PC18 > 2.111802
## PC62 <= -1.128852
## PC80 > -0.1638486
## PC82 > -0.3786945
## -> class 0\|0 [0.979]
##
## Rule 35/5: (42.6, lift 14.3)
## PC8 > 0.2402447
## PC18 > 2.111802
## PC53 <= 1.213422
## PC82 > -0.3786945
## -> class 0\|0 [0.978]
##
## Rule 35/6: (41.2, lift 14.3)
## PC3 > -0.6814601
## PC18 > 2.111802
## PC22 <= 1.523485
## -> class 0\|0 [0.977]
##
## Rule 35/7: (44.3/0.1, lift 14.3)
## PC13 <= 0.4816275
## PC18 > 2.111802
## PC21 > -0.8659161
## PC27 <= -0.7477313
## PC53 > 1.213422
## PC56 <= 1.207356
## -> class 0\|0 [0.976]
##
## Rule 35/8: (262.6/6.4, lift 14.3)
## PC6 > -0.3998562
## PC9 > -0.3399072
## PC15 > -0.2930385
## PC18 > 2.111802
## PC22 > -0.4960029
## PC46 <= 0.2311679
## PC56 <= 1.207356
## PC80 <= -0.1638486
## -> class 0\|0 [0.972]
##
## Rule 35/9: (34.9, lift 14.3)
## PC9 > -0.3399072
## PC18 > 2.111802
## PC20 > 5.37556
## PC56 <= 1.207356
## -> class 0\|0 [0.972]
##
## Rule 35/10: (44.3/0.4, lift 14.2)
## PC2 > 2.526915
## PC9 > -0.3399072
## PC18 > 2.111802
## PC22 > 1.523485
## PC52 <= 3.92628
## PC80 > -0.1638486
## -> class 0\|0 [0.971]
##
## Rule 35/11: (106.4/2.7, lift 14.2)
## PC2 > 2.526915
## PC9 > -0.3399072
## PC13 > -0.9999362
## PC18 > 0.1693852
## PC18 <= 2.111802
## PC22 > -0.9856903
## PC42 <= 1.231999
## PC48 > 0.3453036
## PC87 <= 0.1198898
## -> class 0\|0 [0.965]
##
## Rule 35/12: (283.3/9.6, lift 14.1)
## PC9 > -0.3399072
## PC18 > 2.111802
## PC56 <= 1.207356
## PC82 <= -0.3786945
## PC99 <= 0.857768
## PC100 <= 0.8804412
## -> class 0\|0 [0.963]
##
## Rule 35/13: (70.9/1.9, lift 14.1)
## PC9 <= -0.3399072
## PC13 <= 11.33877
## PC14 > -2.881392
## PC18 > 4.159385
## PC36 > -3.027431
## PC57 > -2.686164
## PC74 > -0.2277975
## PC75 <= 1.190146
## PC82 <= 1.44563
## -> class 0\|0 [0.960]
##
## Rule 35/14: (306.5/15, lift 13.9)
## PC4 > -9.391271
## PC6 > -0.3998562
## PC9 > -0.3399072
## PC15 > -0.2930385
## PC18 > 2.111802
## PC22 > -0.4960029
## PC56 <= 1.207356
## PC76 <= -0.04087816
## PC80 <= -0.1638486
## PC91 <= 2.635925
## PC98 > -2.16219
## -> class 0\|0 [0.948]
##
## Rule 35/15: (309/15.7, lift 13.9)
## PC4 > -9.391271
## PC9 > -0.3399072
## PC15 > -0.2930385
## PC18 > 2.111802
## PC21 > -0.8659161
## PC22 > -0.4960029
## PC47 <= 0.632978
## PC56 <= 1.207356
## PC80 <= -0.1638486
## PC91 <= 2.635925
## PC98 > -2.16219
## -> class 0\|0 [0.946]
##
## Rule 35/16: (12.4, lift 13.7)
## PC9 > -0.3399072
## PC18 > 2.111802
## PC50 <= -0.5393801
## PC56 <= 1.207356
## PC80 > -0.1638486
## PC82 > -0.3786945
## -> class 0\|0 [0.931]
##
## Rule 35/17: (10.7, lift 13.5)
## PC2 > 2.526915
## PC9 > -0.3399072
## PC18 > 2.111802
## PC70 > 2.91589
## PC80 > -0.1638486
## -> class 0\|0 [0.922]
##
## Rule 35/18: (10.4, lift 13.5)
## PC2 > 2.526915
## PC9 > -0.3399072
## PC18 > 2.111802
## PC61 <= -1.199417
## PC80 > -0.1638486
## PC82 > -0.3786945
## -> class 0\|0 [0.920]
##
## Rule 35/19: (67.1/5.4, lift 13.3)
## PC9 > -0.3399072
## PC13 <= 0.4816275
## PC18 > 2.111802
## PC20 <= 5.37556
## PC21 > -0.8659161
## PC22 <= 1.523485
## PC50 > -0.5393801
## PC56 <= 1.207356
## PC82 > -0.3786945
## PC98 > -2.16219
## PC100 > 0.1796041
## -> class 0\|0 [0.908]
##
## Rule 35/20: (8.8, lift 13.3)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC9 > -0.3399072
## PC13 > -0.9999362
## PC18 > 0.1693852
## PC28 <= -0.09942041
## PC86 <= -1.670154
## PC87 <= 0.1198898
## PC98 <= 0.9797398
## -> class 0\|0 [0.907]
##
## Rule 35/21: (7.6, lift 13.2)
## PC1 > -0.4596291
## PC2 > 2.526915
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC18 <= 2.111802
## PC87 > 0.1198898
## PC89 > -0.8150468
## -> class 0\|0 [0.896]
##
## Rule 35/22: (73.4/6.8, lift 13.2)
## PC2 > 2.526915
## PC13 <= 0.4816275
## PC18 > 0.1693852
## PC27 <= -0.7477313
## PC50 > -0.5393801
## PC53 <= -0.6365137
## PC56 <= 1.207356
## -> class 0\|0 [0.896]
##
## Rule 35/23: (13.5/0.7, lift 13.1)
## PC2 > 2.526915
## PC9 > -0.3399072
## PC13 <= -0.9999362
## PC18 > 0.1693852
## PC22 > -0.9856903
## PC37 > 1.546067
## PC42 <= 1.231999
## PC89 > -0.8150468
## -> class 0\|0 [0.893]
##
## Rule 35/24: (22/1.6, lift 13.1)
## PC2 > 2.526915
## PC7 <= -0.7646611
## PC18 > -2.517164
## PC18 <= 0.1693852
## PC90 <= -1.863633
## -> class 0\|0 [0.891]
##
## Rule 35/25: (79.4/8.8, lift 12.9)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC9 > -0.3399072
## PC13 > -0.9999362
## PC18 > 0.1693852
## PC18 <= 2.111802
## PC22 > -0.9856903
## PC28 > -0.09942041
## PC42 <= 1.231999
## PC87 <= 0.1198898
## PC89 > -0.8150468
## -> class 0\|0 [0.880]
##
## Rule 35/26: (4.7, lift 12.5)
## PC2 > 2.526915
## PC3 > 0.7363257
## PC3 <= 1.640775
## PC18 > 0.1693852
## -> class 0\|0 [0.850]
##
## Rule 35/27: (40.1/6.8, lift 12.0)
## PC9 > -0.3399072
## PC17 <= 0.163856
## PC18 > 2.111802
## PC21 > -0.8659161
## PC27 <= -0.7477313
## PC76 > -0.5971516
## PC100 <= 0.1796041
## -> class 0\|0 [0.815]
##
## Rule 35/28: (87.7, lift 11.9)
## PC2 > 2.526915
## PC3 > -1.789285
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC13 <= 1.630104
## PC15 > -0.1307071
## PC18 > -1.136285
## PC18 <= 0.1693852
## PC28 <= 0.03125787
## PC71 > -0.2511004
## -> class 0\|1 [0.989]
##
## Rule 35/29: (36.8, lift 11.7)
## PC9 <= -0.3399072
## PC30 > 5.418328
## PC46 <= 2.26159
## -> class 0\|1 [0.974]
##
## Rule 35/30: (27.1, lift 11.6)
## PC9 > -0.3399072
## PC18 > 2.111802
## PC56 > 1.207356
## -> class 0\|1 [0.966]
##
## Rule 35/31: (21.6, lift 11.5)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC18 <= 0.1693852
## PC49 <= 1.357225
## PC78 > 2.983765
## PC78 <= 3.484366
## -> class 0\|1 [0.958]
##
## Rule 35/32: (45.3/1.1, lift 11.5)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC4 > -9.391271
## PC6 <= -0.3998562
## PC15 > -0.2930385
## PC18 > 0.1693852
## PC21 > -0.8659161
## PC22 > -0.4960029
## PC47 > 0.632978
## PC52 <= 3.92628
## PC56 <= 1.207356
## -> class 0\|1 [0.957]
##
## Rule 35/33: (56/2.8, lift 11.3)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC6 <= -1.508481
## PC18 <= 0.1693852
## PC41 > 0.3263518
## PC86 > -2.885532
## -> class 0\|1 [0.934]
##
## Rule 35/34: (84.3/4.7, lift 11.3)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC6 > -1.443306
## PC7 <= -0.7646611
## PC18 > -2.517164
## PC18 <= 0.1693852
## PC28 <= 0.05628485
## PC59 > 0.3091582
## -> class 0\|1 [0.934]
##
## Rule 35/35: (10.7/0.1, lift 11.0)
## PC18 > 2.111802
## PC23 > 1.57966
## PC46 > 0.2311679
## PC82 > -0.3786945
## -> class 0\|1 [0.911]
##
## Rule 35/36: (7.9, lift 10.8)
## PC2 > 2.526915
## PC9 > -0.3399072
## PC18 > 0.1693852
## PC82 > -0.3786945
## PC91 > 2.635925
## -> class 0\|1 [0.899]
##
## Rule 35/37: (32/4, lift 10.3)
## PC9 <= -0.3399072
## PC14 > -2.881392
## PC18 > 3.380741
## PC82 > 1.44563
## -> class 0\|1 [0.853]
##
## Rule 35/38: (22.2/2.7, lift 10.2)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC15 > -1.081157
## PC18 > -1.136285
## PC18 <= 0.1693852
## PC32 > 1.134811
## PC49 <= 1.357225
## PC81 > -2.322742
## -> class 0\|1 [0.849]
##
## Rule 35/39: (44.9/15.1, lift 7.9)
## PC4 <= -8.261679
## PC18 <= 0.1693852
## PC86 <= -0.7639993
## -> class 0\|1 [0.656]
##
## Rule 35/40: (3122.2/1776.6, lift 5.2)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC18 > 0.1693852
## -> class 0\|1 [0.431]
##
## Rule 35/41: (97.3, lift 10.3)
## PC2 > 2.526915
## PC3 <= -1.789285
## PC15 > -1.081157
## PC18 > -1.136285
## PC18 <= 0.1693852
## PC20 <= 3.246065
## PC36 <= 1.597445
## PC42 > 0.7138991
## PC57 <= -0.3682081
## PC81 > -2.322742
## PC85 <= 0.3827494
## PC87 > -0.6135819
## -> class 0\|2 [0.990]
##
## Rule 35/42: (78.4, lift 10.3)
## PC2 > 2.526915
## PC9 > -0.3399072
## PC18 > 0.1693852
## PC18 <= 2.111802
## PC22 <= -0.07511854
## PC42 > 1.231999
## PC51 > -0.6064095
## -> class 0\|2 [0.988]
##
## Rule 35/43: (71.3, lift 10.3)
## PC4 <= 8.372863
## PC6 <= 0.2081154
## PC7 > -0.6041875
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC62 > 0.7521885
## -> class 0\|2 [0.986]
##
## Rule 35/44: (56.7, lift 10.2)
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC39 > -0.8742086
## PC49 <= 1.357225
## PC52 > 1.556669
## PC52 <= 2.900358
## -> class 0\|2 [0.983]
##
## Rule 35/45: (55.1, lift 10.2)
## PC7 > -0.7646611
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC39 > -0.8742086
## PC78 <= 2.983765
## PC84 > 0.2153313
## PC87 > -0.1697736
## -> class 0\|2 [0.982]
##
## Rule 35/46: (66.3/0.3, lift 10.2)
## PC2 > 7.744671
## PC4 > -8.261679
## PC7 > -0.7646611
## PC18 <= 0.1693852
## PC30 <= 1.145533
## PC37 > -1.263481
## PC39 > -0.8742086
## PC49 <= 1.357225
## PC84 > -1.759813
## -> class 0\|2 [0.981]
##
## Rule 35/47: (44.5, lift 10.2)
## PC10 <= -2.278349
## PC18 <= 0.1693852
## PC33 > -2.059652
## PC48 > -0.5494591
## PC48 <= -0.4790415
## -> class 0\|2 [0.979]
##
## Rule 35/48: (54.3/0.3, lift 10.2)
## PC2 > 2.526915
## PC4 <= 8.372863
## PC7 > -0.6041875
## PC18 <= -1.136285
## PC37 <= -1.263481
## PC40 > -2.798079
## PC49 <= 1.357225
## PC51 > -0.6638723
## PC78 <= 2.983765
## -> class 0\|2 [0.977]
##
## Rule 35/49: (42.1, lift 10.2)
## PC7 > -0.7646611
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC37 <= -0.7677401
## PC39 > -0.8742086
## PC48 > -0.5494591
## PC87 > -0.1697736
## -> class 0\|2 [0.977]
##
## Rule 35/50: (39.5, lift 10.2)
## PC7 > -0.7646611
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC39 > -0.8742086
## PC52 <= 2.900358
## PC78 <= 2.983765
## PC87 > -0.1697736
## PC92 <= -0.5217429
## -> class 0\|2 [0.976]
##
## Rule 35/51: (77.6/1, lift 10.1)
## PC6 > -1.508481
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC33 > -2.059652
## PC69 > 0.2057574
## PC78 <= 2.983765
## PC81 <= 0.5552702
## PC87 > -0.1697736
## -> class 0\|2 [0.975]
##
## Rule 35/52: (36.3, lift 10.1)
## PC4 <= -8.168219
## PC7 > -0.7646611
## PC10 > -2.278349
## -> class 0\|2 [0.974]
##
## Rule 35/53: (34.7, lift 10.1)
## PC4 <= -7.032351
## PC7 > -0.7646611
## PC10 > -2.278349
## PC30 <= 1.145533
## PC63 <= 1.220554
## PC90 > 0.2749726
## -> class 0\|2 [0.973]
##
## Rule 35/54: (45.9/0.3, lift 10.1)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC7 > 0.2251046
## PC10 > 0.5627666
## PC18 > 0.1693852
## PC18 <= 3.380741
## PC30 <= 5.418328
## PC46 > 0.3174985
## PC46 <= 2.26159
## -> class 0\|2 [0.973]
##
## Rule 35/55: (53.4/0.6, lift 10.1)
## PC4 <= 8.372863
## PC6 <= 0.2081154
## PC7 > -0.7646611
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC39 > -0.8742086
## PC61 <= -0.5075808
## -> class 0\|2 [0.971]
##
## Rule 35/56: (31.6, lift 10.1)
## PC2 > 2.526915
## PC3 > -1.789285
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= 0.1693852
## PC71 <= -0.2511004
## -> class 0\|2 [0.970]
##
## Rule 35/57: (30.7, lift 10.1)
## PC7 > -0.7646611
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC78 <= 2.983765
## PC86 > 0.782567
## PC87 > -0.1697736
## -> class 0\|2 [0.969]
##
## Rule 35/58: (29.8, lift 10.1)
## PC2 > 2.526915
## PC14 <= -2.881392
## PC18 > 0.1693852
## PC46 <= 2.26159
## PC84 > -2.280101
## -> class 0\|2 [0.969]
##
## Rule 35/59: (71.7/1.6, lift 10.0)
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC33 <= -1.41981
## PC81 <= 0.5552702
## PC82 > -0.2642329
## PC87 > -0.1697736
## -> class 0\|2 [0.964]
##
## Rule 35/60: (25.6, lift 10.0)
## PC13 > 1.630104
## PC15 > -0.1307071
## PC18 > -1.136285
## PC18 <= 0.1693852
## PC28 <= 0.03125787
## PC49 <= 1.357225
## -> class 0\|2 [0.964]
##
## Rule 35/61: (54.7/1.1, lift 10.0)
## PC7 > -0.6041875
## PC18 <= -1.136285
## PC30 > 1.145533
## PC37 <= 0.8286766
## PC40 > -2.798079
## PC52 <= 2.900358
## PC78 <= 2.983765
## PC93 > -1.092983
## -> class 0\|2 [0.963]
##
## Rule 35/62: (25, lift 10.0)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC9 > -0.3399072
## PC18 > 0.1693852
## PC22 <= -0.9856903
## PC88 <= 0.0434694
## -> class 0\|2 [0.963]
##
## Rule 35/63: (65.2/1.6, lift 10.0)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC6 > -1.508481
## PC6 <= 0.2081154
## PC7 > -0.7646611
## PC18 <= 0.1693852
## PC32 <= -1.720502
## PC40 > -2.798079
## PC48 > -0.9108552
## PC49 <= 1.357225
## -> class 0\|2 [0.961]
##
## Rule 35/64: (55.3/1.2, lift 10.0)
## PC2 > 2.526915
## PC3 > -1.789285
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC15 > -1.081157
## PC18 > -1.136285
## PC18 <= 0.1693852
## PC28 > 0.03125787
## -> class 0\|2 [0.961]
##
## Rule 35/65: (17.5, lift 9.9)
## PC4 <= -7.032351
## PC6 > -0.4625012
## PC7 > -0.6041875
## PC10 > -2.278349
## -> class 0\|2 [0.949]
##
## Rule 35/66: (140.9/6.9, lift 9.8)
## PC4 > 8.372863
## PC18 <= -1.136285
## PC20 > -5.190274
## PC37 > -2.503764
## PC80 > -1.004166
## -> class 0\|2 [0.945]
##
## Rule 35/67: (190.1/9.7, lift 9.8)
## PC2 > 2.526915
## PC3 <= -1.789285
## PC4 > -8.261679
## PC7 > -0.7646611
## PC15 > -1.081157
## PC18 > -1.136285
## PC18 <= 0.1693852
## PC20 <= 3.246065
## PC28 <= 3.528283
## PC32 <= 1.134811
## PC39 > -1.79442
## PC42 <= 0.7138991
## PC47 <= 2.348332
## PC49 <= 1.357225
## PC85 > -3.028666
## -> class 0\|2 [0.944]
##
## Rule 35/68: (60.5/3.1, lift 9.7)
## PC7 > -0.7646611
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC33 <= -2.059652
## PC39 > -0.8742086
## PC78 <= 2.983765
## -> class 0\|2 [0.934]
##
## Rule 35/69: (232.6/15.4, lift 9.7)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC8 <= 0.0833162
## PC10 > 0.5627666
## PC11 <= 0.2325722
## PC18 > 0.1693852
## PC18 <= 3.380741
## PC30 <= 5.418328
## PC46 <= 0.3174985
## PC56 <= 6.393818
## PC84 > -2.280101
## -> class 0\|2 [0.930]
##
## Rule 35/70: (30.4/1.5, lift 9.6)
## PC4 <= -7.032351
## PC7 > -0.7646611
## PC10 > -2.278349
## PC63 <= 1.220554
## PC97 > 0.6195076
## -> class 0\|2 [0.924]
##
## Rule 35/71: (10.5, lift 9.6)
## PC2 > 2.526915
## PC7 > -0.7646611
## PC87 > -0.1697736
## PC87 <= -0.1685117
## -> class 0\|2 [0.920]
##
## Rule 35/72: (205.2/15.9, lift 9.6)
## PC4 > 7.155505
## PC10 > -2.278349
## PC30 <= 1.145533
## PC48 > -0.9108552
## PC49 <= 1.357225
## PC78 <= 2.983765
## PC84 > -1.759813
## -> class 0\|2 [0.918]
##
## Rule 35/73: (36.5/2.2, lift 9.5)
## PC6 <= 0.2081154
## PC7 > -0.7646611
## PC10 <= -2.278349
## PC18 <= 0.1693852
## PC33 > -2.059652
## PC37 > -1.263481
## PC48 > -0.5494591
## PC71 > 0.01246128
## PC81 <= 0.5552702
## PC87 > -0.1697736
## PC92 > -0.5217429
## -> class 0\|2 [0.917]
##
## Rule 35/74: (112.1/9, lift 9.5)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC18 <= 2.111802
## PC46 <= 2.26159
## PC89 <= -0.8150468
## -> class 0\|2 [0.912]
##
## Rule 35/75: (15.8/0.8, lift 9.3)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC6 <= 0.2081154
## PC7 > -0.7646611
## PC18 <= -1.136285
## PC37 > -1.263481
## PC39 > -0.8742086
## PC48 > -0.9108552
## PC84 <= -1.759813
## -> class 0\|2 [0.897]
##
## Rule 35/76: (7.4, lift 9.3)
## PC4 > -8.168219
## PC4 <= -7.032351
## PC18 <= 0.1693852
## PC62 > 0.319868
## PC90 <= 0.2749726
## -> class 0\|2 [0.894]
##
## Rule 35/77: (16.4/1.1, lift 9.2)
## PC2 > 2.526915
## PC18 > 0.1693852
## PC74 > -0.2277975
## PC75 > 1.190146
## PC84 > -2.280101
## -> class 0\|2 [0.885]
##
## Rule 35/78: (58.4/7.6, lift 8.9)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC10 > -2.278349
## PC18 <= -1.136285
## PC32 > 2.272622
## PC52 <= 2.900358
## -> class 0\|2 [0.857]
##
## Rule 35/79: (74/9.9, lift 8.9)
## PC9 <= -0.3399072
## PC13 > 11.33877
## PC18 > 0.1693852
## PC46 <= 2.26159
## PC84 > -2.280101
## -> class 0\|2 [0.856]
##
## Rule 35/80: (53.6/7.2, lift 8.9)
## PC2 > 2.526915
## PC3 > -1.789285
## PC3 <= 1.640775
## PC6 <= 0.2081154
## PC15 > -1.081157
## PC15 <= -0.1307071
## PC18 > -1.136285
## PC18 <= 0.1693852
## -> class 0\|2 [0.853]
##
## Rule 35/81: (72.2/10.9, lift 8.7)
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC18 <= -1.136285
## PC37 > -1.263481
## PC39 > -0.8742086
## PC48 > -0.9108552
## PC49 <= 1.357225
## PC52 <= 2.900358
## PC57 > 1.474847
## PC78 <= 2.983765
## -> class 0\|2 [0.839]
##
## Rule 35/82: (144.4/25.4, lift 8.5)
## PC7 > -0.7646611
## PC7 <= -0.6041875
## PC11 > -0.6923844
## PC18 <= -1.136285
## PC40 > -2.798079
## PC59 <= 2.160545
## -> class 0\|2 [0.820]
##
## Rule 35/83: (3.5, lift 8.5)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC7 > 2.374857
## -> class 0\|2 [0.819]
##
## Rule 35/84: (8111.1/6194.9, lift 2.5)
## PC2 > 2.526915
## -> class 0\|2 [0.236]
##
## Rule 35/85: (53.6, lift 11.4)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC18 > 0.1693852
## PC46 > 2.26159
## -> class 0\|3 [0.982]
##
## Rule 35/86: (42.5, lift 11.3)
## PC6 > -1.508481
## PC7 <= -0.7646611
## PC18 <= -2.517164
## PC22 > 1.601186
## -> class 0\|3 [0.978]
##
## Rule 35/87: (37.2, lift 11.3)
## PC9 <= -0.3399072
## PC18 <= 3.380741
## PC56 > 6.393818
## PC84 > -2.280101
## -> class 0\|3 [0.975]
##
## Rule 35/88: (27.4, lift 11.2)
## PC3 <= 1.640775
## PC7 <= -0.7646611
## PC18 <= -2.517164
## PC33 <= -1.386284
## -> class 0\|3 [0.966]
##
## Rule 35/89: (70.9/2.1, lift 11.1)
## PC4 <= 8.372863
## PC6 > -1.508481
## PC10 <= -2.278349
## PC18 <= -1.136285
## PC32 > -1.720502
## PC33 > -2.059652
## PC52 <= 1.556669
## PC57 <= 1.474847
## PC62 <= 0.7521885
## PC87 <= -0.1697736
## -> class 0\|3 [0.958]
##
## Rule 35/90: (12.8, lift 10.8)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC9 <= -0.3399072
## PC11 > 0.2325722
## PC18 <= 3.380741
## -> class 0\|3 [0.932]
##
## Rule 35/91: (11.1, lift 10.7)
## PC4 > 8.372863
## PC18 <= 0.1693852
## PC20 <= -5.190274
## -> class 0\|3 [0.924]
##
## Rule 35/92: (68.4/4.4, lift 10.7)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC7 <= 0.2251046
## PC9 <= -0.3399072
## PC18 > 0.1693852
## PC18 <= 3.380741
## PC46 > 0.3174985
## -> class 0\|3 [0.924]
##
## Rule 35/93: (2941.8/1444.8, lift 5.9)
## PC2 > 2.526915
## PC3 <= 1.640775
## PC4 > -8.261679
## PC7 > -0.7646611
## PC18 <= 0.1693852
## -> class 0\|3 [0.509]
##
## Rule 35/94: (146/0.8, lift 24.0)
## PC2 > 2.526915
## PC13 > -0.1653859
## PC16 <= -5.244119
## PC33 > -0.5413352
## PC48 <= -0.143017
## -> class 1\|0 [0.988]
##
## Rule 35/95: (73.9, lift 24.0)
## PC1 > -0.3832309
## PC14 <= -1.848832
## PC94 <= -0.128393
## -> class 1\|0 [0.987]
##
## Rule 35/96: (90.5/1, lift 23.8)
## PC1 > -0.3832309
## PC6 <= -0.8999241
## PC7 > -0.8205907
## PC9 > 0.4176742
## PC16 > -0.9735159
## PC68 <= 1.082112
## -> class 1\|0 [0.979]
##
## Rule 35/97: (46.3, lift 23.8)
## PC2 > 2.526915
## PC3 > 1.640775
## PC16 <= 0.9750713
## PC37 > 0.08206944
## PC39 > 0.3032063
## PC66 > -0.191638
## PC96 <= -0.348525
## -> class 1\|0 [0.979]
##
## Rule 35/98: (35.2/0.2, lift 23.5)
## PC1 > -0.3832309
## PC6 > 5.1094
## PC16 <= -0.9735159
## PC19 > 0.1800062
## PC51 <= 1.156279
## PC62 <= -0.1577974
## -> class 1\|0 [0.967]
##
## Rule 35/99: (28.7/0.7, lift 23.0)
## PC2 > 2.526915
## PC3 > 1.640775
## PC16 <= 0.9750713
## PC24 > 3.045341
## PC28 <= 0.8983222
## PC56 <= 0.8806577
## -> class 1\|0 [0.945]
##
## Rule 35/100: (100/5.1, lift 22.9)
## PC1 > -0.3832309
## PC8 > -3.76792
## PC15 <= -3.933971
## PC16 <= -0.9735159
## -> class 1\|0 [0.941]
##
## Rule 35/101: (14.6, lift 22.8)
## PC1 > -0.3832309
## PC5 <= 8.487348
## PC6 > 5.1094
## PC8 > 0.9348119
## PC16 <= -0.9735159
## PC26 > -2.35901
## PC51 <= 1.156279
## -> class 1\|0 [0.940]
##
## Rule 35/102: (13.2, lift 22.7)
## PC2 <= 2.526915
## PC3 > -0.078421
## PC10 > -0.7764253
## PC18 <= 0.2112115
## PC43 > 0.1273351
## PC57 <= -1.697108
## -> class 1\|0 [0.934]
##
## Rule 35/103: (12.5, lift 22.6)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC3 <= -0.078421
## PC8 > -3.76792
## PC50 > 0.5827398
## -> class 1\|0 [0.931]
##
## Rule 35/104: (362.6/27.7, lift 22.4)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC5 <= 8.487348
## PC6 <= 5.1094
## PC8 > -3.76792
## PC16 <= -0.9735159
## PC19 > 0.1800062
## PC26 > -2.35901
## PC44 > -1.491744
## PC88 > -0.3333223
## PC91 > -0.4964139
## -> class 1\|0 [0.921]
##
## Rule 35/105: (6.5, lift 21.4)
## PC1 > -0.3832309
## PC6 > 5.1094
## PC16 <= -0.9735159
## PC19 > 0.1800062
## PC72 > 0.3253488
## -> class 1\|0 [0.883]
##
## Rule 35/106: (6.3, lift 21.4)
## PC2 > 2.526915
## PC3 > 1.640775
## PC6 > -2.338727
## PC16 <= 0.9750713
## PC28 <= 0.8983222
## PC37 > 0.08206944
## PC96 > -0.348525
## -> class 1\|0 [0.879]
##
## Rule 35/107: (15.2/1.1, lift 21.3)
## PC2 > 2.526915
## PC2 <= 2.818516
## PC3 > 1.640775
## PC6 > -2.338727
## PC16 <= 0.9750713
## PC37 > 0.08206944
## -> class 1\|0 [0.878]
##
## Rule 35/108: (5.7, lift 21.1)
## PC2 > 2.526915
## PC16 <= 0.9750713
## PC37 > 0.08206944
## PC37 <= 0.08318204
## -> class 1\|0 [0.870]
##
## Rule 35/109: (4.4, lift 20.5)
## PC2 > 2.526915
## PC3 > 1.640775
## PC6 > -2.338727
## PC16 <= 0.9750713
## PC30 > 0.6928266
## PC37 > 0.08206944
## -> class 1\|0 [0.844]
##
## Rule 35/110: (3.8, lift 20.1)
## PC1 > -0.3832309
## PC10 > -0.7764253
## PC16 <= -0.9735159
## PC46 > 0.2081933
## PC57 > 0.5142183
## -> class 1\|0 [0.828]
##
## Rule 35/111: (3.8, lift 20.1)
## PC2 > 2.526915
## PC3 > 1.640775
## PC6 > -2.338727
## PC37 > 0.08206944
## PC37 <= 0.1175027
## PC66 > -0.191638
## -> class 1\|0 [0.828]
##
## Rule 35/112: (43.9/6.9, lift 20.1)
## PC2 > 2.526915
## PC3 > 1.640775
## PC16 <= 0.9750713
## PC56 <= 0.8806577
## PC60 > 0.8443592
## -> class 1\|0 [0.827]
##
## Rule 35/113: (39.6/10.8, lift 17.4)
## PC2 > 2.526915
## PC3 > 1.640775
## PC16 > -5.244119
## PC16 <= 0.9750713
## PC56 > 0.8806577
## -> class 1\|0 [0.715]
##
## Rule 35/114: (10.3/3.6, lift 15.2)
## PC2 > 2.526915
## PC3 > 1.640775
## PC6 > -2.338727
## PC16 <= 0.9750713
## PC37 > 0.08206944
## PC53 <= -0.5305915
## -> class 1\|0 [0.627]
##
## Rule 35/115: (133.7, lift 13.5)
## PC1 > 10.04078
## PC6 <= -0.8999241
## PC9 <= 0.4176742
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC50 <= 0.5827398
## PC82 <= 0.5533059
## -> class 1\|1 [0.993]
##
## Rule 35/116: (75.2, lift 13.4)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC10 > -0.7764253
## PC16 <= -0.9735159
## PC19 <= 0.1800062
## PC26 > -2.35901
## PC46 > 0.2081933
## PC57 <= 0.5142183
## -> class 1\|1 [0.986]
##
## Rule 35/117: (65.9, lift 13.4)
## PC5 > 8.487348
## PC16 <= -0.9735159
## PC19 > 0.1800062
## PC51 <= 1.156279
## PC65 > -0.5903159
## -> class 1\|1 [0.985]
##
## Rule 35/118: (157.5/1.8, lift 13.3)
## PC6 > 5.1094
## PC8 <= 0.9348119
## PC15 > -3.933971
## PC16 <= -0.9735159
## PC19 > 0.1800062
## PC62 > -0.1577974
## PC72 <= 0.3253488
## -> class 1\|1 [0.982]
##
## Rule 35/119: (46.4, lift 13.3)
## PC1 > 10.04078
## PC6 <= -0.8999241
## PC8 > -3.76792
## PC16 > -0.9735159
## PC68 > 1.082112
## PC82 <= 0.5533059
## -> class 1\|1 [0.979]
##
## Rule 35/120: (21.1, lift 13.0)
## PC1 > -0.3832309
## PC8 > -3.76792
## PC16 <= -0.9735159
## PC19 > 0.1800062
## PC91 <= -0.4964139
## -> class 1\|1 [0.957]
##
## Rule 35/121: (28.3/0.4, lift 12.9)
## PC2 > 1.267695
## PC2 <= 2.526915
## PC18 <= 0.2112115
## PC43 <= 0.1273351
## PC45 <= -0.4530378
## -> class 1\|1 [0.954]
##
## Rule 35/122: (14.3/0.6, lift 12.2)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC6 <= 3.396852
## PC10 > -0.7764253
## PC16 <= -0.9735159
## PC19 <= 0.1800062
## PC26 > -2.35901
## PC46 <= 0.2081933
## PC51 <= 1.156279
## -> class 1\|1 [0.901]
##
## Rule 35/123: (10.7/0.3, lift 12.1)
## PC1 > -0.3832309
## PC5 <= 8.487348
## PC6 <= 5.1094
## PC8 > -3.76792
## PC16 <= -0.9735159
## PC26 > -2.35901
## PC44 <= -1.491744
## PC51 <= 1.156279
## -> class 1\|1 [0.894]
##
## Rule 35/124: (68.8/10.8, lift 11.3)
## PC3 > 0.8448048
## PC16 > -0.9735159
## PC16 <= 0.9295007
## PC19 > -3.317877
## PC43 > 0.1273351
## PC57 > -1.697108
## PC79 > 0.1227254
## -> class 1\|1 [0.833]
##
## Rule 35/125: (10.6/2.1, lift 10.2)
## PC1 > -0.3832309
## PC8 > -3.76792
## PC14 > -1.848832
## PC16 > -0.9735159
## PC43 <= 0.1273351
## PC45 > -0.4530378
## PC48 > 0.6985834
## -> class 1\|1 [0.755]
##
## Rule 35/126: (37.6/8.8, lift 10.2)
## PC1 > -0.3832309
## PC3 > -0.078421
## PC14 <= -1.848832
## PC16 > -0.9735159
## PC94 > -0.128393
## -> class 1\|1 [0.753]
##
## Rule 35/127: (128.8/45.8, lift 8.7)
## PC1 > -0.3832309
## PC16 > -0.9735159
## PC18 > 0.2112115
## PC31 > 0.4556565
## -> class 1\|1 [0.642]
##
## Rule 35/128: (180.7/75.5, lift 7.9)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC3 > -0.078421
## PC3 <= 0.8448048
## PC10 > -0.7764253
## PC14 > -1.848832
## PC18 <= 0.2112115
## PC19 > -3.317877
## PC43 > 0.1273351
## -> class 1\|1 [0.581]
##
## Rule 35/129: (1596.8/755.6, lift 7.1)
## PC2 > 2.526915
## PC3 > 1.640775
## -> class 1\|1 [0.527]
##
## Rule 35/130: (175.3, lift 14.3)
## PC2 <= 2.526915
## PC7 <= -2.813764
## PC8 > -3.76792
## PC10 > -0.7764253
## PC14 > -1.848832
## PC16 > -0.9735159
## PC18 <= 0.2112115
## PC45 > -0.4530378
## PC65 <= 0.2479686
## -> class 1\|2 [0.994]
##
## Rule 35/131: (401/1.4, lift 14.3)
## PC2 <= 2.526915
## PC3 > 0.8448048
## PC14 > -1.848832
## PC16 > -0.9735159
## PC18 <= 0.2112115
## PC19 > -3.317877
## PC43 > 0.1273351
## PC65 <= 1.026918
## PC79 <= 0.1227254
## -> class 1\|2 [0.994]
##
## Rule 35/132: (244.4/0.6, lift 14.3)
## PC2 <= 2.526915
## PC3 > -0.078421
## PC14 > -1.848832
## PC15 <= 3.967575
## PC16 > 0.9295007
## PC18 <= 0.2112115
## PC19 > -3.317877
## PC43 > 0.1273351
## PC56 > -0.581781
## PC65 <= 1.026918
## -> class 1\|2 [0.993]
##
## Rule 35/133: (105.1, lift 14.2)
## PC2 <= 1.267695
## PC3 > -0.078421
## PC14 > -1.848832
## PC16 > -0.9735159
## PC18 <= 0.2112115
## PC45 <= -0.4530378
## -> class 1\|2 [0.991]
##
## Rule 35/134: (69.5, lift 14.2)
## PC1 > -0.3832309
## PC13 <= -0.02280826
## PC16 > -0.9735159
## PC18 <= 0.2112115
## PC43 <= 0.1273351
## PC100 <= -1.181732
## -> class 1\|2 [0.986]
##
## Rule 35/135: (70.2, lift 14.2)
## PC2 > 2.526915
## PC3 > 1.640775
## PC16 > 0.9750713
## PC80 > 0.4327551
## -> class 1\|2 [0.986]
##
## Rule 35/136: (64, lift 14.1)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC3 > -0.078421
## PC10 > -0.7764253
## PC14 > -1.848832
## PC16 > -0.9735159
## PC43 <= 0.1273351
## PC45 > -0.4530378
## PC65 <= -0.1751853
## -> class 1\|2 [0.985]
##
## Rule 35/137: (116/0.9, lift 14.1)
## PC6 > 3.396852
## PC16 <= -0.9735159
## PC19 <= 0.1800062
## PC26 > -2.35901
## PC46 <= 0.2081933
## -> class 1\|2 [0.984]
##
## Rule 35/138: (191.9/3, lift 14.1)
## PC3 > 8.882779
## PC16 > 0.9750713
## PC25 <= 0.5086704
## -> class 1\|2 [0.979]
##
## Rule 35/139: (40.2, lift 14.0)
## PC1 > 10.04078
## PC3 <= -0.078421
## PC6 > -0.8999241
## PC16 > -0.9735159
## -> class 1\|2 [0.976]
##
## Rule 35/140: (69.2/0.8, lift 14.0)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC16 <= -0.9735159
## PC51 > 1.156279
## -> class 1\|2 [0.974]
##
## Rule 35/141: (91/2.7, lift 13.8)
## PC2 > 2.526915
## PC3 > 1.640775
## PC5 > -6.652731
## PC16 > 0.9750713
## PC65 <= -0.1121874
## -> class 1\|2 [0.960]
##
## Rule 35/142: (36.1/0.7, lift 13.7)
## PC2 > 2.526915
## PC3 > 1.640775
## PC16 > 0.9750713
## PC82 <= -0.5222538
## -> class 1\|2 [0.956]
##
## Rule 35/143: (32.8/0.6, lift 13.7)
## PC2 <= 2.526915
## PC3 > -0.078421
## PC14 > -1.848832
## PC16 > -0.9735159
## PC25 > 0.3525581
## PC43 <= 0.1273351
## PC45 > -0.4530378
## -> class 1\|2 [0.953]
##
## Rule 35/144: (28.3/0.7, lift 13.6)
## PC2 > 2.526915
## PC3 <= 8.882779
## PC5 <= -6.652731
## PC16 > 0.9750713
## -> class 1\|2 [0.944]
##
## Rule 35/145: (67.7/3, lift 13.5)
## PC1 > -0.3832309
## PC5 > 8.487348
## PC65 <= -0.5903159
## -> class 1\|2 [0.943]
##
## Rule 35/146: (114/6.5, lift 13.4)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC3 > -0.078421
## PC7 > -2.813764
## PC13 <= -0.384605
## PC14 > -1.848832
## PC43 <= 0.1273351
## -> class 1\|2 [0.935]
##
## Rule 35/147: (125.5/9, lift 13.2)
## PC2 <= 2.526915
## PC7 <= -2.813764
## PC14 > -1.848832
## PC18 <= 0.2112115
## PC25 <= 0.3525581
## PC29 > 0.2892257
## PC45 > -0.4530378
## -> class 1\|2 [0.921]
##
## Rule 35/148: (120.6/11.4, lift 12.9)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC3 > -0.078421
## PC18 <= 0.2112115
## PC41 <= 0.2128842
## PC48 <= 0.6985834
## PC61 > 0.7978884
## -> class 1\|2 [0.899]
##
## Rule 35/149: (6.6, lift 12.7)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC3 > -0.078421
## PC16 > -0.9735159
## PC18 <= 0.2112115
## PC37 > 0.8930859
## PC43 <= 0.1273351
## PC100 > -1.181732
## -> class 1\|2 [0.884]
##
## Rule 35/150: (156.6/17.7, lift 12.7)
## PC1 > -0.3832309
## PC3 > -0.078421
## PC10 > -0.7764253
## PC14 > -1.848832
## PC16 > -0.9735159
## PC18 <= 0.2112115
## PC25 <= 0.3525581
## PC37 <= 0.8930859
## PC41 <= 0.2128842
## PC48 <= 0.6985834
## PC100 > 0.5641209
## -> class 1\|2 [0.882]
##
## Rule 35/151: (29.6/3.7, lift 12.2)
## PC2 > 2.526915
## PC3 > 1.640775
## PC55 <= -0.152291
## PC96 > 2.240402
## -> class 1\|2 [0.852]
##
## Rule 35/152: (33.8/4.5, lift 12.2)
## PC2 <= 2.526915
## PC8 > -3.76792
## PC10 <= -0.7764253
## PC46 > 0.52592
## -> class 1\|2 [0.847]
##
## Rule 35/153: (36.4/6.1, lift 11.7)
## PC3 > 1.640775
## PC16 <= 0.9750713
## PC37 <= 0.08206944
## PC60 <= 0.8443592
## PC83 <= -0.5388398
## -> class 1\|2 [0.816]
##
## Rule 35/154: (19.8/3.6, lift 11.3)
## PC1 > -0.3832309
## PC8 <= -3.76792
## PC19 <= -1.527043
## -> class 1\|2 [0.789]
##
## Rule 35/155: (6.1/1.1, lift 10.7)
## PC2 > 2.526915
## PC3 > 1.640775
## PC16 <= 0.9750713
## PC17 > 1.243297
## -> class 1\|2 [0.745]
##
## Rule 35/156: (23.5/7.2, lift 9.7)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC8 > -3.76792
## PC10 <= -0.7764253
## PC59 <= -0.7051447
## -> class 1\|2 [0.679]
##
## Rule 35/157: (194.9/0.3, lift 12.3)
## PC2 > 2.526915
## PC3 > 1.640775
## PC3 <= 8.882779
## PC5 > -6.652731
## PC16 > 0.9750713
## PC65 > -0.1121874
## PC80 <= 0.4327551
## PC82 > -0.5222538
## -> class 1\|3 [0.994]
##
## Rule 35/158: (4966.9/3559.5, lift 3.5)
## PC1 > -0.3832309
## PC2 <= 2.526915
## -> class 1\|3 [0.283]
##
## Rule 35/159: (333/0.3, lift 13.8)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC12 > -1.301862
## PC34 <= -0.2744651
## PC60 > -0.3927776
## -> class 2\|0 [0.996]
##
## Rule 35/160: (233.7, lift 13.8)
## PC8 > 2.595427
## PC12 > -1.301862
## PC21 > 1.077927
## PC23 <= 0.3033478
## PC28 > -0.0712323
## PC46 <= 1.19159
## PC59 <= 0.3309951
## PC60 > -0.4618319
## PC70 <= 0.155108
## PC90 <= 0.310613
## -> class 2\|0 [0.996]
##
## Rule 35/161: (286.9/0.5, lift 13.8)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC12 > -1.301862
## PC19 <= -0.1023379
## PC21 > -0.248798
## PC34 <= -0.2744651
## PC52 <= 0.02677046
## -> class 2\|0 [0.995]
##
## Rule 35/162: (146.8/1, lift 13.7)
## PC8 > 2.595427
## PC12 > -1.301862
## PC21 > 0.009400972
## PC30 <= 0.4605063
## PC34 > -0.2744651
## PC46 <= 1.19159
## PC52 <= 0.2500502
## PC59 <= 0.3309951
## PC70 <= 0.155108
## PC90 > 0.3370343
## -> class 2\|0 [0.987]
##
## Rule 35/163: (70.9/0.4, lift 13.6)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC21 > -0.248798
## PC32 > 1.822898
## -> class 2\|0 [0.981]
##
## Rule 35/164: (33, lift 13.5)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.595427
## PC20 > 0.002271837
## PC31 <= -0.2166641
## PC44 > 0.6074791
## -> class 2\|0 [0.971]
##
## Rule 35/165: (84.7/2.3, lift 13.4)
## PC1 > -0.3832309
## PC1 <= 10.04078
## PC2 <= 2.526915
## PC3 <= -0.078421
## PC8 > -1.203757
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC21 > 0.5895286
## PC62 <= 0.002563498
## PC71 > -0.7803868
## -> class 2\|0 [0.962]
##
## Rule 35/166: (175.3/8.5, lift 13.2)
## PC8 > 2.595427
## PC12 > -1.301862
## PC18 <= 0.06693633
## PC21 > 0.009400972
## PC23 <= 0.3033478
## PC30 <= 0.4605063
## PC46 <= 1.19159
## PC59 <= 0.3309951
## PC60 > -0.4618319
## PC70 <= 0.155108
## PC90 <= 0.310613
## -> class 2\|0 [0.946]
##
## Rule 35/167: (21.1/0.6, lift 13.0)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC10 <= -0.1611113
## PC46 > 1.19159
## -> class 2\|0 [0.932]
##
## Rule 35/168: (13.5/0.3, lift 12.7)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC12 <= -1.301862
## PC21 > -0.248798
## PC49 <= -0.5984049
## -> class 2\|0 [0.916]
##
## Rule 35/169: (6.2, lift 12.2)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC43 <= -0.3795367
## PC44 > 0.6074791
## -> class 2\|0 [0.879]
##
## Rule 35/170: (140.6/17.8, lift 12.1)
## PC1 <= -0.3832309
## PC6 > -1.381578
## PC8 > 1.146677
## PC8 <= 2.595427
## PC10 <= -0.1414053
## PC12 > -0.9405744
## PC49 > -0.6082963
## PC94 <= 0.2319233
## PC98 <= 0.1994362
## -> class 2\|0 [0.868]
##
## Rule 35/171: (25.3/3.8, lift 11.4)
## PC1 > -0.3832309
## PC8 > -3.76792
## PC16 <= -0.9735159
## PC19 > -0.3016072
## PC26 <= -2.35901
## -> class 2\|0 [0.823]
##
## Rule 35/172: (17.5/3.2, lift 10.9)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC10 > -0.1414053
## PC31 > -0.2166641
## PC44 > 0.6074791
## PC79 > 0.158768
## -> class 2\|0 [0.787]
##
## Rule 35/173: (113.1, lift 10.8)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.595427
## PC22 > -0.8724027
## PC44 <= 0.6074791
## PC99 > 1.046133
## -> class 2\|1 [0.991]
##
## Rule 35/174: (108.1, lift 10.8)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -1.418475
## PC12 > -1.214694
## PC73 <= -1.499911
## -> class 2\|1 [0.991]
##
## Rule 35/175: (200.2/1, lift 10.8)
## PC1 <= -0.3832309
## PC8 > 0.8014222
## PC8 <= 2.595427
## PC10 > -0.1414053
## PC22 > -0.8724027
## PC44 <= 0.6074791
## PC52 > -0.1797146
## PC65 <= 0.3414987
## PC70 <= 0.2800672
## PC78 <= 0.640906
## -> class 2\|1 [0.990]
##
## Rule 35/176: (69.2, lift 10.7)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC10 > -0.1611113
## PC34 > -0.2744651
## PC46 > 1.19159
## -> class 2\|1 [0.986]
##
## Rule 35/177: (66.6, lift 10.7)
## PC1 <= -0.3832309
## PC8 > 0.7184346
## PC8 <= 2.595427
## PC28 <= 0.07658381
## PC32 <= 1.070283
## PC44 <= 0.3712398
## PC91 <= -0.1430711
## -> class 2\|1 [0.985]
##
## Rule 35/178: (120.4/0.8, lift 10.7)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC19 > -0.1023379
## PC60 <= -0.3927776
## -> class 2\|1 [0.985]
##
## Rule 35/179: (59.8, lift 10.7)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC21 > -0.248798
## PC23 > 0.3033478
## PC34 > -0.2744651
## PC90 <= 0.3370343
## -> class 2\|1 [0.984]
##
## Rule 35/180: (52.2, lift 10.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > 0.7184346
## PC22 <= -0.8724027
## PC81 <= -0.200227
## -> class 2\|1 [0.982]
##
## Rule 35/181: (44.3, lift 10.6)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC21 <= 0.009400972
## PC34 > -0.2744651
## PC59 <= 0.3309951
## -> class 2\|1 [0.978]
##
## Rule 35/182: (147/2.4, lift 10.6)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.595427
## PC10 > -0.1414053
## PC22 > -0.8724027
## PC44 <= 0.6074791
## PC61 <= 1.294614
## PC89 <= -0.3028118
## -> class 2\|1 [0.977]
##
## Rule 35/183: (93.6/1.2, lift 10.6)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC21 > -0.248798
## PC34 > -0.2744651
## PC60 <= -0.4618319
## PC90 <= 0.3370343
## -> class 2\|1 [0.977]
##
## Rule 35/184: (40.4, lift 10.6)
## PC1 <= -0.3832309
## PC6 > -3.446353
## PC8 > 0.7184346
## PC8 <= 2.595427
## PC10 > -0.1414053
## PC28 <= 0.07658381
## PC44 <= 0.6074791
## PC100 > 0.4336561
## -> class 2\|1 [0.976]
##
## Rule 35/185: (72.6/1, lift 10.6)
## PC1 <= -0.3832309
## PC8 > 0.7184346
## PC8 <= 2.595427
## PC10 > -0.1414053
## PC44 > 0.3712398
## PC44 <= 0.6074791
## -> class 2\|1 [0.973]
##
## Rule 35/186: (220.6/5.1, lift 10.6)
## PC1 <= -0.3832309
## PC8 > 0.8014222
## PC8 <= 2.595427
## PC10 > -0.1414053
## PC22 > -0.8724027
## PC44 <= 0.6074791
## PC52 > -0.1797146
## PC61 <= 1.294614
## PC70 <= 0.2800672
## PC78 <= 0.640906
## PC89 <= 0.1369932
## -> class 2\|1 [0.973]
##
## Rule 35/187: (35.4, lift 10.6)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC18 > 0.06693633
## PC21 <= 1.077927
## PC34 > -0.2744651
## PC90 <= 0.310613
## -> class 2\|1 [0.973]
##
## Rule 35/188: (82.8/1.5, lift 10.6)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC12 > -1.301862
## PC52 > 0.02677046
## PC60 <= -0.3927776
## -> class 2\|1 [0.970]
##
## Rule 35/189: (30.6, lift 10.5)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC10 > -0.1414053
## PC22 <= -0.8724027
## PC32 > 1.070283
## PC44 <= 0.6074791
## -> class 2\|1 [0.969]
##
## Rule 35/190: (22.4, lift 10.4)
## PC1 <= -0.3832309
## PC8 > 1.146677
## PC8 <= 2.595427
## PC10 <= -0.1414053
## PC94 > 0.2319233
## -> class 2\|1 [0.959]
##
## Rule 35/191: (73.8/2.4, lift 10.4)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC34 > -0.2744651
## PC70 > 0.155108
## -> class 2\|1 [0.955]
##
## Rule 35/192: (17.8, lift 10.3)
## PC1 > -0.3832309
## PC8 > -3.76792
## PC21 > 0.5895286
## PC71 <= -0.7803868
## -> class 2\|1 [0.949]
##
## Rule 35/193: (15.5, lift 10.3)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC30 > 0.4605063
## -> class 2\|1 [0.943]
##
## Rule 35/194: (138.1/7.2, lift 10.2)
## PC1 <= -0.3832309
## PC8 > 0.257856
## PC8 <= 2.595427
## PC9 > -3.60995
## PC10 > -0.1414053
## PC24 <= 1.019644
## PC31 > -0.2166641
## PC43 > -0.3795367
## PC44 > 0.6074791
## PC79 <= 0.158768
## -> class 2\|1 [0.942]
##
## Rule 35/195: (15, lift 10.2)
## PC1 <= -0.3832309
## PC8 > 0.7184346
## PC19 <= -2.164653
## PC22 <= -0.8724027
## -> class 2\|1 [0.941]
##
## Rule 35/196: (14.2, lift 10.2)
## PC1 > 10.04078
## PC3 <= -0.078421
## PC8 > -3.76792
## PC16 > -0.9735159
## PC82 > 0.5533059
## -> class 2\|1 [0.938]
##
## Rule 35/197: (23.4/0.7, lift 10.1)
## PC1 <= -0.3832309
## PC8 > 0.7184346
## PC22 <= -0.8724027
## PC71 <= -1.279115
## -> class 2\|1 [0.933]
##
## Rule 35/198: (12.7, lift 10.1)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC34 > -0.2744651
## PC52 > 0.2500502
## -> class 2\|1 [0.932]
##
## Rule 35/199: (29.4/1.2, lift 10.1)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC28 <= -0.0712323
## PC34 > -0.2744651
## -> class 2\|1 [0.930]
##
## Rule 35/200: (12.4, lift 10.1)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > 0.7184346
## PC22 <= -0.8724027
## PC28 <= 0.07658381
## PC30 > 0.2191813
## -> class 2\|1 [0.928]
##
## Rule 35/201: (11.9, lift 10.1)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC6 <= -1.381578
## PC8 > -0.2273773
## PC8 <= 2.595427
## PC10 <= -0.1414053
## -> class 2\|1 [0.928]
##
## Rule 35/202: (195.5/14.2, lift 10.0)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.595427
## PC10 > -0.1414053
## PC19 > -1.069618
## PC22 > -0.8724027
## PC29 <= 0.1693019
## PC31 > -0.5475109
## PC44 <= 0.6074791
## PC61 <= 0.9144659
## PC63 <= 0.1488699
## PC64 <= 0.829024
## -> class 2\|1 [0.923]
##
## Rule 35/203: (10.3, lift 10.0)
## PC1 > -0.3832309
## PC1 <= 10.04078
## PC3 <= -0.078421
## PC10 > -0.7764253
## PC21 > 0.5895286
## PC62 > 0.002563498
## -> class 2\|1 [0.918]
##
## Rule 35/204: (35.1/2.4, lift 9.9)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC20 > -0.03699335
## PC28 <= 0.07658381
## PC44 <= 0.6074791
## PC69 > -0.01434799
## PC95 <= -0.2191248
## -> class 2\|1 [0.908]
##
## Rule 35/205: (30.4/2.3, lift 9.8)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC34 > -0.2744651
## PC90 > 0.310613
## PC90 <= 0.3370343
## -> class 2\|1 [0.898]
##
## Rule 35/206: (41.2/3.4, lift 9.8)
## PC1 <= -0.3832309
## PC8 > 1.146677
## PC8 <= 2.595427
## PC10 <= -0.1414053
## PC12 <= -0.9405744
## -> class 2\|1 [0.898]
##
## Rule 35/207: (7.5, lift 9.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 0.7184346
## PC20 <= -0.03699335
## PC22 <= -0.8724027
## PC69 > -0.01434799
## -> class 2\|1 [0.894]
##
## Rule 35/208: (19.3/1.5, lift 9.6)
## PC1 > -0.3832309
## PC1 <= 10.04078
## PC3 <= -0.078421
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC21 <= 0.5895286
## PC33 > 0.304576
## PC46 > -1.335901
## PC83 <= -0.04257414
## -> class 2\|1 [0.884]
##
## Rule 35/209: (6.5, lift 9.6)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.595427
## PC10 <= -0.1414053
## PC49 <= -0.6082963
## -> class 2\|1 [0.882]
##
## Rule 35/210: (5.7, lift 9.5)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC3 <= -1.267245
## PC73 <= -1.499911
## -> class 2\|1 [0.870]
##
## Rule 35/211: (133.8/17.7, lift 9.4)
## PC1 <= -0.3832309
## PC8 > 2.595427
## PC12 <= -1.301862
## -> class 2\|1 [0.862]
##
## Rule 35/212: (51/7.9, lift 9.0)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 1.146677
## PC10 <= -0.1414053
## PC24 > -0.7785779
## PC42 > -1.036101
## PC48 > -0.1171398
## -> class 2\|1 [0.832]
##
## Rule 35/213: (40.7/6.2, lift 9.0)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > 1.146677
## PC8 <= 2.595427
## PC10 <= -0.1414053
## PC98 > 0.1994362
## -> class 2\|1 [0.831]
##
## Rule 35/214: (28.2/4.9, lift 8.7)
## PC1 <= -0.3832309
## PC8 > -0.2273773
## PC8 <= 0.8014222
## PC19 <= -1.069618
## PC22 > -0.8724027
## PC44 <= 0.6074791
## -> class 2\|1 [0.803]
##
## Rule 35/215: (35.6/7.8, lift 8.3)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC33 <= -0.444202
## PC73 > -1.499911
## PC86 > 0.9884446
## -> class 2\|1 [0.767]
##
## Rule 35/216: (13.1/2.7, lift 8.2)
## PC1 > -0.3832309
## PC1 <= 10.04078
## PC2 <= 2.526915
## PC3 <= -0.078421
## PC16 > -0.9735159
## PC21 <= 0.5895286
## PC26 <= 0.1608871
## PC83 <= -0.04257414
## -> class 2\|1 [0.755]
##
## Rule 35/217: (40/12.4, lift 7.4)
## PC1 <= -2.520147
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC33 > -0.444202
## PC73 > -1.499911
## PC81 > -0.7498337
## PC87 <= -0.7578653
## -> class 2\|1 [0.681]
##
## Rule 35/218: (29.7/9.5, lift 7.3)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC33 > -0.444202
## PC34 > -0.5644171
## PC43 > -1.508996
## PC60 <= 0.08336897
## PC73 > -1.499911
## PC81 > 0.5977508
## PC99 > -1.607944
## -> class 2\|1 [0.668]
##
## Rule 35/219: (50.4, lift 12.0)
## PC1 > -0.3832309
## PC1 <= 10.04078
## PC3 <= -0.078421
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC21 <= 0.5895286
## PC26 > 0.1608871
## PC33 <= 0.304576
## PC46 > -1.335901
## PC77 > -0.6802832
## PC97 <= 1.238189
## -> class 2\|2 [0.981]
##
## Rule 35/220: (90.5/0.8, lift 12.0)
## PC1 <= -0.3832309
## PC2 <= -2.271731
## PC8 > -2.234265
## PC8 <= -0.2273773
## PC19 > -1.041761
## PC26 <= 2.75342
## PC33 > -0.444202
## PC44 <= 0.4486594
## PC60 > 0.08336897
## PC73 > -1.499911
## PC74 <= 0.256224
## PC77 <= 0.3316039
## -> class 2\|2 [0.980]
##
## Rule 35/221: (31/0.1, lift 11.8)
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC18 > 0.6495851
## PC34 > -0.5644171
## PC44 <= 0.4486594
## PC47 > -0.7832964
## PC77 <= 0.3316039
## PC87 > -0.7578653
## PC93 <= 1.962432
## -> class 2\|2 [0.965]
##
## Rule 35/222: (110.6/3.6, lift 11.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC33 > -0.444202
## PC43 <= -1.508996
## PC47 > -0.7896059
## PC73 > -1.499911
## -> class 2\|2 [0.959]
##
## Rule 35/223: (19.5, lift 11.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC14 <= -1.848327
## PC19 > -1.041761
## PC44 <= 0.4486594
## PC47 > -0.7832964
## PC60 > 0.08336897
## PC73 > -1.499911
## PC93 <= 1.962432
## -> class 2\|2 [0.954]
##
## Rule 35/224: (38.3/4.5, lift 10.6)
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC19 > -1.041761
## PC26 > 2.75342
## PC33 > -0.444202
## PC47 > -0.7832964
## PC60 > 0.08336897
## PC87 > -0.7578653
## -> class 2\|2 [0.863]
##
## Rule 35/225: (6859.8/5403.1, lift 2.6)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## -> class 2\|2 [0.212]
##
## Rule 35/226: (222.1/0.4, lift 8.9)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC14 > -1.848327
## PC18 <= 0.6495851
## PC19 > -1.041761
## PC26 <= 2.75342
## PC33 > -0.444202
## PC43 > -1.508996
## PC47 > -0.7832964
## PC60 > 0.08336897
## PC74 > 0.256224
## PC82 <= -0.1640429
## -> class 2\|3 [0.994]
##
## Rule 35/227: (149.8/0.4, lift 8.9)
## PC1 <= -0.3832309
## PC8 <= -2.684477
## PC46 > -0.7873852
## PC54 <= -0.6117583
## PC73 > -1.499911
## PC85 <= 0.5326701
## PC94 <= 0.8244115
## -> class 2\|3 [0.991]
##
## Rule 35/228: (178/0.9, lift 8.9)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC19 > -1.041761
## PC26 <= 2.75342
## PC33 > -0.444202
## PC44 > 0.4486594
## PC47 > -0.7832964
## PC60 > 0.08336897
## PC73 > -1.499911
## PC73 <= 1.431922
## PC87 > -0.7578653
## PC93 <= 1.962432
## -> class 2\|3 [0.989]
##
## Rule 35/229: (75.9, lift 8.8)
## PC1 <= -0.3832309
## PC8 > -2.684477
## PC8 <= -2.234265
## PC33 > -0.444202
## PC47 > -0.7832964
## PC60 > 0.08336897
## PC74 <= 0.256224
## -> class 2\|3 [0.987]
##
## Rule 35/230: (71.9, lift 8.8)
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC11 <= -0.228067
## PC47 <= -0.7832964
## PC48 <= 0.245552
## PC52 > -0.04803789
## PC60 > 0.08336897
## PC87 > -0.7578653
## PC90 > 0.2148222
## -> class 2\|3 [0.986]
##
## Rule 35/231: (70.7, lift 8.8)
## PC1 <= -0.3832309
## PC8 <= -2.684477
## PC19 <= 2.625054
## PC46 > 0.4325333
## PC64 <= -0.1822279
## -> class 2\|3 [0.985]
##
## Rule 35/232: (222.7/2.7, lift 8.8)
## PC2 <= 2.526915
## PC8 <= -3.424934
## PC17 <= 0.120281
## PC19 > -1.504036
## PC65 <= 3.897452
## PC85 <= 0.5326701
## -> class 2\|3 [0.983]
##
## Rule 35/233: (67.4/0.2, lift 8.8)
## PC2 <= 2.526915
## PC8 <= -2.684477
## PC46 <= 0.4325333
## PC73 > -1.499911
## PC85 <= 0.5326701
## PC94 > 0.8244115
## -> class 2\|3 [0.982]
##
## Rule 35/234: (43.1, lift 8.8)
## PC8 <= -3.424934
## PC24 <= -0.04093142
## PC49 <= -0.4326419
## -> class 2\|3 [0.978]
##
## Rule 35/235: (40.4, lift 8.8)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC16 > 1.520959
## PC60 <= 0.08336897
## PC73 > -1.499911
## PC87 > -0.7578653
## -> class 2\|3 [0.976]
##
## Rule 35/236: (31.9, lift 8.7)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC8 <= -3.76792
## PC43 <= -0.1397224
## -> class 2\|3 [0.971]
##
## Rule 35/237: (146/3.3, lift 8.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC26 <= 2.75342
## PC32 <= 1.30989
## PC33 > -0.444202
## PC43 > -1.508996
## PC44 <= 0.4486594
## PC47 > -0.7832964
## PC60 > 0.08336897
## PC77 > 0.3316039
## PC93 <= 1.962432
## -> class 2\|3 [0.971]
##
## Rule 35/238: (32.5, lift 8.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC33 > -0.444202
## PC47 <= -0.7832964
## PC48 <= 0.245552
## PC90 <= -0.3420283
## -> class 2\|3 [0.971]
##
## Rule 35/239: (30.1, lift 8.7)
## PC1 <= 10.04078
## PC2 <= 2.526915
## PC3 <= -0.078421
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC21 <= 0.5895286
## PC97 > 1.238189
## -> class 2\|3 [0.969]
##
## Rule 35/240: (29.5, lift 8.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC3 > -1.267245
## PC8 <= -1.418475
## PC9 <= 6.080766
## PC73 <= -1.499911
## -> class 2\|3 [0.968]
##
## Rule 35/241: (27.8, lift 8.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC16 <= 1.520959
## PC33 > -0.444202
## PC37 <= 0.4143222
## PC43 > -1.508996
## PC87 > -0.7578653
## PC99 <= -1.607944
## -> class 2\|3 [0.966]
##
## Rule 35/242: (141.8/4.1, lift 8.6)
## PC2 <= 2.526915
## PC8 <= -3.424934
## PC19 > -1.504036
## PC46 <= 0.4325333
## PC66 <= 0.197227
## PC85 <= 0.5326701
## PC93 > 0.3211098
## -> class 2\|3 [0.965]
##
## Rule 35/243: (25.2, lift 8.6)
## PC1 > -0.3832309
## PC1 <= 10.04078
## PC2 <= 2.526915
## PC3 <= -0.078421
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC21 <= 0.5895286
## PC46 > -1.335901
## PC83 > -0.04257414
## -> class 2\|3 [0.963]
##
## Rule 35/244: (85.1/2.3, lift 8.6)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC19 <= -1.041761
## PC33 > -0.444202
## PC34 > -0.5644171
## PC43 > -1.508996
## PC47 > -0.7832964
## PC60 > 0.08336897
## PC93 <= 1.962432
## -> class 2\|3 [0.962]
##
## Rule 35/245: (20.2, lift 8.6)
## PC1 > -0.3832309
## PC8 <= -3.76792
## PC14 > 1.576791
## PC19 > -1.527043
## -> class 2\|3 [0.955]
##
## Rule 35/246: (313.8/14.4, lift 8.5)
## PC1 <= -0.3832309
## PC8 <= -3.424934
## PC19 > -1.504036
## PC24 > -0.04093142
## PC32 <= 3.756586
## PC39 > -0.9517697
## PC46 <= 0.4325333
## PC66 <= 0.197227
## PC85 <= 0.5326701
## PC90 <= 0.3692352
## PC100 <= 0.5275961
## -> class 2\|3 [0.951]
##
## Rule 35/247: (42.1/1.3, lift 8.5)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC22 <= -1.588134
## PC46 <= 0.4325333
## PC73 > -1.499911
## PC85 > 0.5326701
## -> class 2\|3 [0.948]
##
## Rule 35/248: (15.7, lift 8.5)
## PC1 <= -0.3832309
## PC5 <= -1.780965
## PC8 <= -2.684477
## -> class 2\|3 [0.943]
##
## Rule 35/249: (29.2/0.9, lift 8.4)
## PC1 <= -0.3832309
## PC4 > 0.03041689
## PC8 <= -2.684477
## PC19 <= -1.504036
## PC85 <= 0.5326701
## -> class 2\|3 [0.939]
##
## Rule 35/250: (120/6.6, lift 8.4)
## PC4 <= 0.03041689
## PC8 <= -2.684477
## PC19 <= -1.504036
## PC25 > -0.1120611
## PC55 > -0.3659579
## PC73 <= 0.2827297
## PC85 <= 0.5326701
## -> class 2\|3 [0.937]
##
## Rule 35/251: (232.3/14.2, lift 8.4)
## PC1 <= -0.3832309
## PC8 > -3.424934
## PC8 <= -2.684477
## PC19 > -1.504036
## PC21 > -1.799049
## PC26 <= 2.336682
## PC46 <= 0.4325333
## PC65 <= 3.897452
## PC73 > -1.499911
## PC85 <= 0.5326701
## -> class 2\|3 [0.935]
##
## Rule 35/252: (43.6/2.3, lift 8.3)
## PC1 > -2.520147
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC33 > -0.444202
## PC41 <= 2.508462
## PC73 > -1.499911
## PC87 <= -0.7578653
## -> class 2\|3 [0.927]
##
## Rule 35/253: (116/8, lift 8.3)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC19 <= 2.250739
## PC22 <= 0.7884841
## PC36 <= 0.6127697
## PC37 > 0.4143222
## PC43 > -1.508996
## PC60 <= 0.08336897
## PC86 <= 0.3425364
## PC87 > -0.7578653
## -> class 2\|3 [0.924]
##
## Rule 35/254: (11.4/0.1, lift 8.2)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC6 <= -3.446353
## PC8 > -0.2273773
## PC44 <= 0.6074791
## -> class 2\|3 [0.916]
##
## Rule 35/255: (33.7/2.5, lift 8.1)
## PC2 <= 2.526915
## PC8 <= -2.684477
## PC25 > 0.3182129
## PC46 <= 0.4325333
## PC85 > 0.5326701
## -> class 2\|3 [0.901]
##
## Rule 35/256: (7.5, lift 8.0)
## PC8 <= -2.684477
## PC18 > 2.245493
## -> class 2\|3 [0.894]
##
## Rule 35/257: (5.7, lift 7.8)
## PC1 > -0.3832309
## PC8 <= -3.76792
## PC26 > 2.247004
## -> class 2\|3 [0.869]
##
## Rule 35/258: (425.2/93.5, lift 7.0)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC33 > -0.444202
## PC34 > -0.5644171
## PC37 <= 0.4143222
## PC43 > -1.508996
## PC64 <= 0.0400893
## PC74 > -0.08761997
## PC81 <= 0.5977508
## PC87 > -0.7578653
## -> class 2\|3 [0.779]
##
## Rule 35/259: (31.6/6.7, lift 6.9)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -0.2273773
## PC8 <= 2.595427
## PC10 > -0.1414053
## PC20 <= 0.002271837
## PC31 <= -0.2166641
## PC44 > 0.6074791
## -> class 2\|3 [0.770]
##
## Rule 35/260: (38.9/13.6, lift 5.8)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC34 <= -0.5644171
## PC43 > -1.508996
## PC87 > -0.7578653
## -> class 2\|3 [0.642]
##
## Rule 35/261: (14.6/5.1, lift 5.6)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC8 > -3.76792
## PC10 <= -0.7764253
## PC27 <= 0.2400517
## -> class 2\|3 [0.630]
##
## Rule 35/262: (121.3, lift 22.5)
## PC2 <= 2.526915
## PC8 <= -2.684477
## PC17 > 0.120281
## PC24 > -0.04093142
## PC46 <= 0.4325333
## PC66 <= 0.197227
## PC90 > 0.3692352
## PC93 <= 0.3211098
## -> class 2\|4 [0.992]
##
## Rule 35/263: (95.1/0.4, lift 22.4)
## PC1 <= -0.3832309
## PC8 <= -2.684477
## PC17 > 0.120281
## PC24 <= -0.04093142
## PC46 <= 0.4325333
## PC49 > -0.4326419
## -> class 2\|4 [0.985]
##
## Rule 35/264: (55.8, lift 22.3)
## PC1 <= -0.3832309
## PC4 <= 0.03041689
## PC8 <= -2.684477
## PC19 <= -1.504036
## PC25 <= -0.1120611
## PC46 <= 0.4325333
## PC54 > -0.6117583
## PC94 <= 0.8244115
## -> class 2\|4 [0.982]
##
## Rule 35/265: (148.5/1.8, lift 22.3)
## PC1 <= -0.3832309
## PC4 <= 0.03041689
## PC5 <= 1.802269
## PC8 <= -0.2273773
## PC19 <= -1.504036
## PC46 <= 0.4325333
## PC54 > -0.6117583
## PC73 > 0.2827297
## PC85 <= 0.5326701
## PC94 <= 0.8244115
## -> class 2\|4 [0.981]
##
## Rule 35/266: (80.7/0.8, lift 22.2)
## PC4 <= 0.03041689
## PC8 <= -2.684477
## PC19 <= -1.504036
## PC46 <= 0.4325333
## PC54 > -0.6117583
## PC55 <= -0.3659579
## PC94 <= 0.8244115
## -> class 2\|4 [0.978]
##
## Rule 35/267: (51.8/0.7, lift 22.0)
## PC1 <= -0.3832309
## PC8 <= -3.424934
## PC17 > 0.120281
## PC19 > -1.504036
## PC46 <= 0.4325333
## PC66 > 0.197227
## -> class 2\|4 [0.968]
##
## Rule 35/268: (25.9, lift 21.9)
## PC8 <= -2.684477
## PC65 > 3.897452
## PC73 > -1.499911
## -> class 2\|4 [0.964]
##
## Rule 35/269: (31.1/0.3, lift 21.8)
## PC1 <= -0.3832309
## PC8 <= -3.424934
## PC17 > 0.120281
## PC46 <= 0.4325333
## PC66 <= 0.197227
## PC90 <= 0.3692352
## PC100 > 0.5275961
## -> class 2\|4 [0.961]
##
## Rule 35/270: (375.6/20.6, lift 21.4)
## PC2 <= 2.526915
## PC5 > -1.780965
## PC8 <= -2.684477
## PC18 <= 2.245493
## PC22 > -1.588134
## PC25 <= 0.3182129
## PC46 <= 0.4325333
## PC73 > -1.499911
## PC85 > 0.5326701
## -> class 2\|4 [0.943]
##
## Rule 35/271: (12.1, lift 21.1)
## PC1 > -0.3832309
## PC1 <= 10.04078
## PC3 <= -0.078421
## PC8 <= -1.203757
## PC10 > -0.7764253
## PC21 > 0.5895286
## -> class 2\|4 [0.929]
##
## Rule 35/272: (64/5.3, lift 20.5)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC43 > -1.508996
## PC47 <= -0.7832964
## PC60 > 0.08336897
## PC87 > -0.7578653
## PC90 > -0.3420283
## PC90 <= 0.2148222
## -> class 2\|4 [0.905]
##
## Rule 35/273: (62.6/7.4, lift 19.7)
## PC1 <= -0.3832309
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC19 <= -1.504036
## PC46 <= -0.7873852
## -> class 2\|4 [0.870]
##
## Rule 35/274: (5.5, lift 19.7)
## PC2 <= 2.526915
## PC8 > -2.684477
## PC8 <= -0.2273773
## PC43 <= -1.508996
## PC47 <= -0.7896059
## PC87 > -0.7578653
## -> class 2\|4 [0.867]
##
## Rule 35/275: (5.5/0.8, lift 17.4)
## PC2 <= 2.526915
## PC8 <= -0.2273773
## PC33 > -0.444202
## PC81 <= -0.7498337
## PC87 <= -0.7578653
## -> class 2\|4 [0.766]
##
## Rule 35/276: (16.4/5.2, lift 15.1)
## PC1 <= -0.3832309
## PC8 <= -3.424934
## PC32 > 3.756586
## PC46 <= 0.4325333
## PC85 <= 0.5326701
## PC90 <= 0.3692352
## -> class 2\|4 [0.664]
##
## Rule 35/277: (238.2/92.2, lift 13.9)
## PC1 > -0.3832309
## PC2 <= 2.526915
## PC8 <= -3.76792
## -> class 2\|4 [0.612]
##
## Default class: 2\|3
##
## ----- Trial 36: -----
##
## Rules:
##
## Rule 36/1: (143/0.8, lift 15.1)
## PC2 > 2.5099
## PC3 > -1.655975
## PC4 > -1.352813
## PC5 > -1.445506
## PC11 > -0.07666743
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC20 > -2.050488
## PC21 > -0.4086362
## PC24 > -0.2373658
## PC37 <= 0.9709059
## PC64 > -1.309903
## PC76 <= 0.6999621
## PC87 <= 0.03423229
## PC91 > -0.5622177
## -> class 0\|0 [0.987]
##
## Rule 36/2: (74.4, lift 15.1)
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 2.111802
## PC27 <= 2.941081
## PC86 <= -1.971699
## -> class 0\|0 [0.987]
##
## Rule 36/3: (48.4, lift 15.0)
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 2.111802
## PC60 <= -1.429268
## -> class 0\|0 [0.980]
##
## Rule 36/4: (41.6, lift 14.9)
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 2.111802
## PC28 <= -2.601815
## PC58 > -1.571691
## -> class 0\|0 [0.977]
##
## Rule 36/5: (56.6/0.4, lift 14.9)
## PC4 > -8.85757
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 2.111802
## PC58 > -1.571691
## PC88 > -5.41508
## PC99 <= -1.27053
## -> class 0\|0 [0.977]
##
## Rule 36/6: (39.1, lift 14.9)
## PC18 > 6.247046
## PC28 > -2.601815
## PC36 <= 4.089905
## -> class 0\|0 [0.976]
##
## Rule 36/7: (27.3, lift 14.8)
## PC1 <= -0.5732316
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 2.111802
## PC27 <= 2.941081
## PC72 > 0.5862461
## -> class 0\|0 [0.966]
##
## Rule 36/8: (131.6/3.6, lift 14.8)
## PC2 > 2.5099
## PC3 > -1.655975
## PC10 <= -1.552922
## PC11 > -0.07666743
## PC18 <= 2.111802
## PC21 > -0.4086362
## PC24 > 0.09917192
## PC28 > -0.6406076
## PC37 <= 0.9709059
## PC63 <= 0.8724496
## PC64 > -1.309903
## PC65 <= -0.1981317
## PC87 <= 0.2622985
## PC91 > -0.5622177
## -> class 0\|0 [0.965]
##
## Rule 36/9: (185.8/6, lift 14.7)
## PC1 <= -0.5732316
## PC2 > 2.5099
## PC5 <= 1.727566
## PC12 > -1.02384
## PC13 <= 7.236558
## PC18 > 2.859
## PC29 <= 3.266254
## PC45 > -0.6415071
## PC75 > 0.1422311
## -> class 0\|0 [0.962]
##
## Rule 36/10: (163.7/6.3, lift 14.6)
## PC4 > -8.85757
## PC12 <= -0.5625758
## PC17 > -0.1491582
## PC18 > 2.111802
## PC44 > -0.282179
## PC58 > -1.571691
## PC75 <= 0.1422311
## PC99 <= 1.986757
## -> class 0\|0 [0.956]
##
## Rule 36/11: (18.3, lift 14.5)
## PC2 > 2.5099
## PC14 > 1.962708
## PC31 > 0.1783828
## PC36 <= 4.089905
## PC42 <= -0.1716764
## PC86 <= 4.257531
## -> class 0\|0 [0.951]
##
## Rule 36/12: (74.2/3.1, lift 14.5)
## PC1 <= -0.5732316
## PC13 <= 0.4862592
## PC14 > 0.02895941
## PC18 > 2.111802
## PC49 > -0.41427
## PC61 <= 0.09311108
## PC70 <= -0.3073335
## PC97 <= -0.0816716
## -> class 0\|0 [0.946]
##
## Rule 36/13: (16.3, lift 14.4)
## PC18 > 2.111802
## PC27 <= 2.941081
## PC75 <= 0.1422311
## PC88 <= -5.41508
## PC99 <= 1.986757
## -> class 0\|0 [0.945]
##
## Rule 36/14: (54.6/2.2, lift 14.4)
## PC1 <= -0.5732316
## PC2 > 2.5099
## PC4 > -8.85757
## PC12 > -0.5625758
## PC14 <= 0.02895941
## PC18 > 2.111802
## PC49 > -0.41427
## PC61 <= 0.09311108
## -> class 0\|0 [0.944]
##
## Rule 36/15: (30.7/1.4, lift 14.2)
## PC4 > -8.85757
## PC13 <= 0.4862592
## PC18 > 2.111802
## PC27 <= 2.941081
## PC49 > -0.41427
## PC58 > -1.571691
## PC69 <= -1.0957
## PC70 > -0.3073335
## PC99 <= 1.986757
## -> class 0\|0 [0.927]
##
## Rule 36/16: (14.4/0.3, lift 14.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.881783
## PC13 <= 7.236558
## PC17 > -0.1491582
## PC27 <= 2.941081
## PC46 <= -1.227836
## PC58 > -1.571691
## -> class 0\|0 [0.923]
##
## Rule 36/17: (111.6/10.5, lift 13.7)
## PC4 > -8.85757
## PC12 > -0.5625758
## PC13 <= 0.4862592
## PC18 > 2.111802
## PC49 > -0.41427
## PC58 > -1.571691
## PC61 <= 0.09311108
## PC70 <= -0.3073335
## PC72 <= -0.07653289
## PC75 <= 0.1422311
## -> class 0\|0 [0.899]
##
## Rule 36/18: (6.9, lift 13.6)
## PC13 > 7.236558
## PC36 <= 4.089905
## PC37 <= -0.2538081
## PC42 <= -0.1716764
## PC73 <= 0.4181305
## -> class 0\|0 [0.888]
##
## Rule 36/19: (453.9/65.2, lift 13.1)
## PC1 > -0.5732316
## PC13 <= 7.236558
## PC18 > 2.111802
## PC27 <= 2.941081
## -> class 0\|0 [0.855]
##
## Rule 36/20: (26/10.7, lift 8.9)
## PC2 > 2.5099
## PC3 <= -1.655975
## PC13 <= 7.236558
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC42 > -3.974739
## PC43 <= -2.217216
## -> class 0\|0 [0.583]
##
## Rule 36/21: (144.8, lift 11.4)
## PC2 > 2.5099
## PC3 <= -1.655975
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC20 > -2.050488
## PC32 > 0.1621092
## PC40 > -2.360861
## PC43 > -2.217216
## PC79 <= 0.71991
## PC86 <= 4.257531
## -> class 0\|1 [0.993]
##
## Rule 36/22: (76.5, lift 11.4)
## PC2 > 2.5099
## PC3 <= -1.655975
## PC13 <= 7.236558
## PC18 > 0.4270728
## PC18 <= 2.111802
## PC20 > -2.050488
## PC71 > 0.2256726
## PC79 <= 0.71991
## PC85 <= 0.499579
## PC99 > -0.7167064
## -> class 0\|1 [0.987]
##
## Rule 36/23: (75, lift 11.3)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC21 <= -0.4086362
## -> class 0\|1 [0.987]
##
## Rule 36/24: (65.1, lift 11.3)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC76 > 0.6999621
## -> class 0\|1 [0.985]
##
## Rule 36/25: (66.6, lift 11.3)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC63 > 0.8724496
## -> class 0\|1 [0.985]
##
## Rule 36/26: (251.4/3, lift 11.3)
## PC3 <= -1.655975
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 0.4270728
## PC18 <= 2.111802
## PC20 > -2.050488
## PC40 > -2.360861
## PC43 > -2.217216
## PC71 <= 0.2245165
## PC79 <= 0.71991
## PC89 > -1.146024
## -> class 0\|1 [0.984]
##
## Rule 36/27: (60.3, lift 11.3)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC24 <= -0.2373658
## -> class 0\|1 [0.984]
##
## Rule 36/28: (61.4, lift 11.3)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC24 <= 0.09917192
## PC53 <= 0.512153
## PC87 > 0.03423229
## -> class 0\|1 [0.984]
##
## Rule 36/29: (62.3, lift 11.3)
## PC2 > 2.5099
## PC10 <= -1.552922
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC37 <= 0.9709059
## PC87 > 0.2622985
## -> class 0\|1 [0.984]
##
## Rule 36/30: (57.8, lift 11.3)
## PC10 <= -0.9260765
## PC18 > -1.127962
## PC18 <= -0.3695138
## PC28 <= 1.016321
## PC44 > 0.715462
## PC46 > -1.43851
## -> class 0\|1 [0.983]
##
## Rule 36/31: (57.3, lift 11.3)
## PC2 > 2.5099
## PC3 <= -1.655975
## PC13 <= 7.236558
## PC18 > -0.3695138
## PC18 <= 0.4270728
## PC39 <= 0.6263481
## PC86 <= 4.257531
## PC89 > -1.146024
## PC97 > -0.2877332
## PC99 > 0.337313
## -> class 0\|1 [0.983]
##
## Rule 36/32: (57, lift 11.3)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC65 > -0.1981317
## PC87 > 0.03423229
## -> class 0\|1 [0.983]
##
## Rule 36/33: (42.9, lift 11.2)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC64 <= -1.309903
## -> class 0\|1 [0.978]
##
## Rule 36/34: (37.1, lift 11.2)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC11 <= -0.07666743
## PC15 > -0.4525496
## PC18 <= 2.111802
## PC40 > -2.360861
## PC86 <= 4.257531
## -> class 0\|1 [0.974]
##
## Rule 36/35: (34.4, lift 11.2)
## PC5 > 1.727566
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 2.111802
## PC75 > 0.1422311
## -> class 0\|1 [0.973]
##
## Rule 36/36: (29.7, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > -0.07666743
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC21 > -0.4086362
## PC24 > -0.2373658
## PC53 <= 0.512153
## PC91 <= -0.5622177
## -> class 0\|1 [0.968]
##
## Rule 36/37: (27.1, lift 11.1)
## PC3 <= 1.640775
## PC10 <= -0.9260765
## PC18 > -1.127962
## PC18 <= -0.3695138
## PC46 > -1.43851
## PC77 > 0.1767688
## -> class 0\|1 [0.966]
##
## Rule 36/38: (58.9/1.1, lift 11.1)
## PC13 > 7.236558
## PC31 <= 0.1783828
## PC42 > -3.974739
## PC42 <= -0.1716764
## PC73 <= 0.4181305
## PC88 > -1.150503
## -> class 0\|1 [0.966]
##
## Rule 36/39: (27.7/0.1, lift 11.1)
## PC2 > 2.5099
## PC12 > -1.881783
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC40 > -2.360861
## PC44 <= -0.7757245
## PC79 > 0.71991
## PC86 <= 4.257531
## -> class 0\|1 [0.962]
##
## Rule 36/40: (21.7, lift 11.0)
## PC2 > 2.5099
## PC3 > -1.655975
## PC3 <= 1.640775
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC37 > 0.9709059
## -> class 0\|1 [0.958]
##
## Rule 36/41: (19.2, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -1.445506
## PC40 > -2.360861
## PC53 <= 0.512153
## PC87 <= 0.03423229
## -> class 0\|1 [0.953]
##
## Rule 36/42: (14, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC23 > 3.041091
## PC40 > -2.360861
## PC86 <= 4.257531
## PC88 <= 4.352312
## -> class 0\|1 [0.937]
##
## Rule 36/43: (15.5/0.1, lift 10.8)
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC78 > 2.841389
## PC79 > -0.2786686
## PC99 > -2.727979
## -> class 0\|1 [0.935]
##
## Rule 36/44: (12.3, lift 10.7)
## PC10 <= -0.9260765
## PC18 > -1.127962
## PC18 <= -0.3695138
## PC95 > 0.6273936
## -> class 0\|1 [0.930]
##
## Rule 36/45: (7.7, lift 10.3)
## PC2 > 2.5099
## PC42 <= -1.87517
## PC46 > -1.43851
## PC51 > 0.8490421
## -> class 0\|1 [0.897]
##
## Rule 36/46: (6.9, lift 10.2)
## PC13 > 7.236558
## PC18 > -0.3695138
## PC42 > -0.1716764
## PC62 > 0.8338502
## -> class 0\|1 [0.887]
##
## Rule 36/47: (63.7/9, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC46 <= -1.43851
## PC53 <= 0.04676611
## -> class 0\|1 [0.848]
##
## Rule 36/48: (1117.5/445.3, lift 6.9)
## PC1 <= -0.5732316
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 2.111802
## PC60 > -1.429268
## PC72 <= 0.5862461
## PC86 > -1.971699
## -> class 0\|1 [0.601]
##
## Rule 36/49: (55.3/1.5, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC20 > -2.050488
## PC42 > -3.974739
## PC79 <= 0.71991
## PC89 <= -1.146024
## -> class 0\|2 [0.957]
##
## Rule 36/50: (19, lift 9.7)
## PC2 > 2.5099
## PC9 > -0.2766769
## PC18 <= -0.3695138
## PC34 <= 5.685607
## PC62 <= 0.8456839
## PC89 <= 0.09620822
## PC97 > 1.297244
## -> class 0\|2 [0.952]
##
## Rule 36/51: (75.7/6.7, lift 9.2)
## PC3 <= 1.640775
## PC8 > 0.1128407
## PC16 > -0.1847387
## PC18 <= -1.127962
## PC57 <= 1.342877
## PC82 <= 0.3281211
## PC99 > -2.727979
## -> class 0\|2 [0.901]
##
## Rule 36/52: (8086.2/6128.5, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.242]
##
## Rule 36/53: (179.4/0.3, lift 11.7)
## PC1 > -0.8482496
## PC3 <= 1.640775
## PC5 <= 2.57797
## PC9 <= -0.2766769
## PC18 <= -1.127962
## PC28 > -1.425636
## PC33 <= 4.564105
## PC43 <= 1.497854
## PC71 <= 1.017382
## PC72 <= 0.7719766
## -> class 0\|3 [0.993]
##
## Rule 36/54: (100.8, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.430294
## PC18 <= -0.3695138
## PC28 > -1.425636
## PC33 <= 4.564105
## -> class 0\|3 [0.990]
##
## Rule 36/55: (90.8, lift 11.7)
## PC16 > -0.6502026
## PC36 > 4.089905
## -> class 0\|3 [0.989]
##
## Rule 36/56: (80.1, lift 11.7)
## PC4 > -8.261679
## PC4 <= 9.305666
## PC18 <= -1.127962
## PC30 <= -3.932834
## PC43 <= 1.497854
## PC57 <= 1.342877
## PC62 <= 0.8456839
## -> class 0\|3 [0.988]
##
## Rule 36/57: (64.6, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC42 <= -3.974739
## PC65 > -62.54062
## -> class 0\|3 [0.985]
##
## Rule 36/58: (51, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 1.952152
## PC16 <= -0.1847387
## PC18 <= -1.127962
## PC37 > -0.791843
## PC46 > -1.43851
## PC57 <= 1.342877
## PC82 <= 4.352963
## -> class 0\|3 [0.981]
##
## Rule 36/59: (49.5, lift 11.6)
## PC5 <= 1.952152
## PC16 > 0.2175646
## PC18 <= -1.127962
## PC36 > 0.1439399
## PC37 > -0.791843
## PC43 <= 1.497854
## PC57 <= 1.342877
## PC64 > -0.4628634
## PC89 > 0.09620822
## PC94 <= 0.5251935
## -> class 0\|3 [0.981]
##
## Rule 36/60: (125.6/1.4, lift 11.6)
## PC5 <= 1.952152
## PC9 > -0.2766769
## PC16 > 0.2175646
## PC18 <= -1.127962
## PC26 <= 1.409878
## PC28 > -1.425636
## PC37 > -0.791843
## PC43 <= 1.497854
## PC49 <= 1.030858
## PC57 <= 1.342877
## PC61 > -0.553929
## PC71 <= 0.8729527
## PC82 > 0.3281211
## PC94 <= 0.5251935
## -> class 0\|3 [0.981]
##
## Rule 36/61: (65.5/0.3, lift 11.6)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC4 <= 9.305666
## PC5 <= 2.57797
## PC18 <= -1.127962
## PC26 <= 1.409878
## PC28 > -1.425636
## PC38 > -2.339806
## PC39 > -0.8554561
## PC69 > 1.093049
## PC72 <= 0.7719766
## PC75 <= 0.4700849
## -> class 0\|3 [0.981]
##
## Rule 36/62: (48.9, lift 11.6)
## PC5 <= 2.57797
## PC16 > 0.2175646
## PC18 <= -0.3695138
## PC26 <= 1.409878
## PC28 > -1.425636
## PC37 > -0.791843
## PC49 <= 1.030858
## PC64 <= -0.4628634
## PC67 <= -0.1208544
## PC78 <= 1.706047
## PC94 <= 0.5251935
## -> class 0\|3 [0.980]
##
## Rule 36/63: (47.5, lift 11.6)
## PC3 <= 1.640775
## PC16 > 0.2175646
## PC18 <= -0.3695138
## PC26 <= 1.409878
## PC28 > -1.425636
## PC38 > -2.339806
## PC42 > -1.87517
## PC64 <= -0.4628634
## PC97 <= -0.5945003
## -> class 0\|3 [0.979]
##
## Rule 36/64: (87.3/0.9, lift 11.6)
## PC3 <= 1.640775
## PC5 <= 1.952152
## PC9 > -0.2766769
## PC16 > -0.1847387
## PC18 <= -0.3695138
## PC26 <= 1.409878
## PC28 > -1.425636
## PC37 > -0.791843
## PC57 <= 1.342877
## PC62 <= 0.8456839
## PC75 > 0.4700849
## PC82 <= 4.352963
## -> class 0\|3 [0.978]
##
## Rule 36/65: (68/0.5, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.261679
## PC5 <= 2.57797
## PC18 <= -1.127962
## PC28 > -1.425636
## PC38 > -2.339806
## PC58 > -4.939949
## PC72 > 0.7719766
## -> class 0\|3 [0.978]
##
## Rule 36/66: (58.5/0.4, lift 11.5)
## PC1 > -0.6274796
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -0.9260765
## PC18 > -1.127962
## PC18 <= -0.3695138
## PC22 <= 0.3052551
## -> class 0\|3 [0.976]
##
## Rule 36/67: (36.3, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > -0.2766769
## PC16 > 0.2175646
## PC18 <= -0.3695138
## PC28 > -1.425636
## PC33 <= 4.564105
## PC36 > -2.252803
## PC54 <= -0.6864179
## PC61 > -0.553929
## PC89 > 0.09620822
## -> class 0\|3 [0.974]
##
## Rule 36/68: (43.4/0.3, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC46 > -1.43851
## PC99 <= -2.727979
## -> class 0\|3 [0.972]
##
## Rule 36/69: (33.5, lift 11.5)
## PC2 > 2.5099
## PC18 <= -0.3695138
## PC46 > -1.43851
## PC49 > 1.352244
## -> class 0\|3 [0.972]
##
## Rule 36/70: (60.6/0.8, lift 11.5)
## PC7 > -0.3593628
## PC7 <= 0.2344958
## PC13 > 7.236558
## PC17 <= 0.6426809
## PC18 > -0.3695138
## PC42 > -0.1716764
## -> class 0\|3 [0.971]
##
## Rule 36/71: (72.7/1.3, lift 11.5)
## PC5 <= 1.952152
## PC9 > -0.2766769
## PC13 > 1.424227
## PC16 > 0.2175646
## PC18 <= -1.127962
## PC33 <= 4.564105
## PC37 > -0.791843
## PC39 > -0.8554561
## PC57 <= 1.342877
## PC61 > -0.553929
## PC82 <= 4.352963
## -> class 0\|3 [0.969]
##
## Rule 36/72: (29.4, lift 11.4)
## PC4 <= 9.305666
## PC18 <= -1.127962
## PC40 <= -2.798079
## PC46 > -1.43851
## -> class 0\|3 [0.968]
##
## Rule 36/73: (38.3/0.3, lift 11.4)
## PC2 > 2.5099
## PC4 > -8.261679
## PC5 <= 2.57797
## PC18 <= -1.127962
## PC27 > 0.742397
## PC49 <= 1.030858
## PC61 <= -0.553929
## PC72 <= 0.7719766
## -> class 0\|3 [0.968]
##
## Rule 36/74: (45.3/0.6, lift 11.4)
## PC2 > 2.5099
## PC18 > -0.3695138
## PC18 <= 2.111802
## PC20 <= -2.050488
## PC67 <= -0.3387419
## -> class 0\|3 [0.966]
##
## Rule 36/75: (28.9/0.2, lift 11.4)
## PC2 > 2.5099
## PC4 <= 9.305666
## PC18 <= -1.127962
## PC38 <= -2.869169
## PC46 > -1.43851
## PC82 <= 4.352963
## -> class 0\|3 [0.961]
##
## Rule 36/76: (101.1/3, lift 11.4)
## PC4 > -8.261679
## PC5 <= 2.57797
## PC8 <= 0.1128407
## PC13 <= -1.049499
## PC17 <= -2.03417
## PC18 <= -1.127962
## PC36 > -2.252803
## PC64 > -0.4628634
## PC68 <= 0.7868761
## PC71 <= 0.8729527
## PC83 <= 0.3144099
## PC94 <= 0.5251935
## PC97 <= 0.6007369
## -> class 0\|3 [0.961]
##
## Rule 36/77: (23.5, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.389194
## PC18 > -1.127962
## PC18 <= -0.3695138
## -> class 0\|3 [0.961]
##
## Rule 36/78: (277/10.1, lift 11.4)
## PC4 > -8.261679
## PC5 <= 1.952152
## PC8 <= 0.1128407
## PC13 > -1.032094
## PC14 <= 0.4034774
## PC16 > 0.2175646
## PC18 <= -1.311572
## PC26 <= 1.409878
## PC36 > -2.252803
## PC37 > -0.791843
## PC38 <= 1.322918
## PC49 <= 1.030858
## PC61 > -0.553929
## PC64 > -0.4628634
## PC64 <= 1.101628
## PC71 <= 0.8729527
## PC74 > -0.8499757
## PC89 <= 0.09620822
## PC90 > -1.115723
## PC94 <= 0.5251935
## PC97 <= 0.6007369
## -> class 0\|3 [0.960]
##
## Rule 36/79: (40.3/0.7, lift 11.4)
## PC13 > 7.236558
## PC42 > -0.1716764
## PC62 <= 0.8338502
## PC92 <= -1.641856
## -> class 0\|3 [0.960]
##
## Rule 36/80: (65.9/1.9, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.261679
## PC18 <= -1.127962
## PC33 <= 4.564105
## PC38 > -2.869169
## PC56 > -6.408858
## PC82 > 1.377942
## -> class 0\|3 [0.957]
##
## Rule 36/81: (20.5, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.261679
## PC4 <= 9.305666
## PC18 <= -1.127962
## PC19 <= -0.04979363
## PC26 <= 1.409878
## PC37 > -0.791843
## PC64 <= -0.4628634
## -> class 0\|3 [0.956]
##
## Rule 36/82: (19.3, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC26 <= 1.409878
## PC28 > -1.425636
## PC33 <= 4.564105
## PC44 > 0.6465972
## PC46 > -1.43851
## PC61 > -0.553929
## PC64 <= -0.4628634
## PC82 <= 4.352963
## -> class 0\|3 [0.953]
##
## Rule 36/83: (107.7/4.3, lift 11.3)
## PC2 > 2.5099
## PC18 <= -1.127962
## PC26 <= 1.409878
## PC28 > -1.425636
## PC39 <= -0.8554561
## PC43 <= 1.497854
## PC46 > -1.22122
## PC49 <= 1.030858
## PC61 > -0.553929
## PC62 <= 0.8456839
## PC71 <= 0.8729527
## PC78 <= 2.841389
## -> class 0\|3 [0.952]
##
## Rule 36/84: (14.3, lift 11.1)
## PC13 > 7.236558
## PC14 <= 1.962708
## PC42 <= -0.1716764
## -> class 0\|3 [0.939]
##
## Rule 36/85: (12.5, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.127962
## PC18 <= -0.3695138
## PC46 > -1.43851
## PC71 > 1.373048
## -> class 0\|3 [0.931]
##
## Rule 36/86: (36.7/1.7, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -0.9260765
## PC18 > -1.127962
## PC18 <= -0.3695138
## PC37 <= -1.030322
## -> class 0\|3 [0.929]
##
## Rule 36/87: (133.8/16.1, lift 10.3)
## PC2 > 2.5099
## PC4 > -8.261679
## PC5 <= 1.952152
## PC18 <= -1.127962
## PC28 > -1.425636
## PC33 <= 4.564105
## PC38 <= 1.322918
## PC49 <= 1.030858
## PC64 > -0.4628634
## PC89 <= 0.09620822
## PC97 > 0.649146
## PC97 <= 1.297244
## -> class 0\|3 [0.874]
##
## Rule 36/88: (42.1/7.1, lift 9.6)
## PC2 > 2.5099
## PC18 > -0.3695138
## PC86 > 4.257531
## -> class 0\|3 [0.816]
##
## Rule 36/89: (68.2/12.5, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.127962
## PC42 <= -1.87517
## PC51 <= 0.8490421
## -> class 0\|3 [0.807]
##
## Rule 36/90: (97.6/19.4, lift 9.4)
## PC4 <= 9.305666
## PC18 <= -0.3695138
## PC28 <= -1.425636
## PC34 <= 5.685607
## PC56 > -6.408858
## PC78 <= 2.841389
## PC94 <= 0.02989366
## -> class 0\|3 [0.795]
##
## Rule 36/91: (128.8, lift 26.9)
## PC8 <= 1.687932
## PC16 <= -5.244119
## PC48 <= -0.143017
## PC65 > -0.01332929
## -> class 1\|0 [0.992]
##
## Rule 36/92: (50, lift 26.6)
## PC3 > 1.640775
## PC18 <= 0.7419922
## PC64 > 0.9163531
## PC92 <= 0.409618
## PC94 <= -0.7396485
## PC95 > -0.4508555
## -> class 1\|0 [0.981]
##
## Rule 36/93: (111.3/2.3, lift 26.3)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC6 <= 3.605428
## PC9 > 0.387363
## PC10 > -0.7035123
## PC19 > -1.358364
## PC29 <= 0.02997186
## PC68 <= 1.082112
## -> class 1\|0 [0.971]
##
## Rule 36/94: (31.6, lift 26.3)
## PC3 > 0.7393595
## PC14 <= -1.846593
## PC16 > -1.941889
## PC43 > 0.2660365
## -> class 1\|0 [0.970]
##
## Rule 36/95: (73.4/1.8, lift 26.1)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC6 <= -2.400848
## PC9 > -0.1601986
## PC19 > -1.358364
## PC23 <= 2.17248
## PC67 > -0.1166998
## -> class 1\|0 [0.963]
##
## Rule 36/96: (20.4, lift 25.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC24 <= 3.5633
## PC60 > 1.045425
## -> class 1\|0 [0.955]
##
## Rule 36/97: (45.1/1.9, lift 25.4)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC10 > -0.7506621
## PC32 > 2.810948
## -> class 1\|0 [0.938]
##
## Rule 36/98: (10.2, lift 24.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC37 > 0.4278759
## PC41 <= 0.2935094
## PC61 <= 0.07929336
## -> class 1\|0 [0.915]
##
## Rule 36/99: (9.6/0.7, lift 23.0)
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -5.244119
## PC24 > 3.5633
## -> class 1\|0 [0.849]
##
## Rule 36/100: (4.4, lift 22.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC37 > 0.08206944
## PC37 <= 0.08415122
## PC61 <= 0.07929336
## -> class 1\|0 [0.844]
##
## Rule 36/101: (4.3, lift 22.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC37 > 0.08206944
## PC56 <= -0.6528423
## PC61 <= 0.07929336
## -> class 1\|0 [0.841]
##
## Rule 36/102: (3, lift 21.6)
## PC2 > 2.5099
## PC5 > 6.559638
## PC37 > 0.08206944
## PC41 <= 0.2935094
## PC61 <= 0.07929336
## -> class 1\|0 [0.798]
##
## Rule 36/103: (33.6/6.2, lift 21.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC24 <= 3.5633
## PC37 > 0.08206944
## PC41 > 0.2935094
## PC61 <= 0.07929336
## PC64 <= 0.9163531
## -> class 1\|0 [0.798]
##
## Rule 36/104: (19.1/4.5, lift 20.0)
## PC3 > 0.8452482
## PC3 <= 3.257528
## PC12 > 1.732339
## PC16 > -1.941889
## PC43 > 0.2660365
## -> class 1\|0 [0.739]
##
## Rule 36/105: (11/2.5, lift 19.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC37 > 0.08206944
## PC41 <= 0.2935094
## PC94 <= -1.051309
## -> class 1\|0 [0.727]
##
## Rule 36/106: (587.4/274.3, lift 14.4)
## PC1 > -0.3366674
## PC2 <= 2.5099
## PC13 <= 0.2095596
## PC16 <= -1.941889
## PC28 <= 0.2511232
## -> class 1\|0 [0.533]
##
## Rule 36/107: (76.6, lift 14.5)
## PC1 > 16.22355
## PC6 <= -1.250467
## PC10 > -0.7506621
## PC19 <= -1.358364
## -> class 1\|1 [0.987]
##
## Rule 36/108: (49.9, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC6 > -2.400848
## PC8 <= 1.305627
## PC9 > -0.1601986
## PC11 <= 1.490092
## PC16 > -1.941889
## PC29 > 0.02997186
## PC67 > -0.1166998
## -> class 1\|1 [0.981]
##
## Rule 36/109: (46.1, lift 14.4)
## PC3 > 0.7393595
## PC3 <= 0.8452482
## PC43 > 0.2660365
## -> class 1\|1 [0.979]
##
## Rule 36/110: (42.7, lift 14.4)
## PC1 > -0.430681
## PC10 > -0.7506621
## PC16 > -1.941889
## PC25 > 0.3525581
## PC43 <= 0.2660365
## PC45 <= -0.37987
## PC48 <= 0.6985834
## -> class 1\|1 [0.977]
##
## Rule 36/111: (123.1/2.1, lift 14.3)
## PC1 > -0.3366674
## PC10 > -0.7506621
## PC16 <= -1.941889
## PC17 <= 0.5112413
## PC28 <= 0.2511232
## PC55 <= -0.8495878
## PC96 <= 0.3794841
## -> class 1\|1 [0.976]
##
## Rule 36/112: (38.2, lift 14.3)
## PC1 > -0.430681
## PC6 > 3.605428
## PC8 <= 1.305627
## PC9 > 0.387363
## PC11 <= 1.490092
## PC16 > -1.941889
## PC19 > -1.358364
## PC23 <= 2.17248
## -> class 1\|1 [0.975]
##
## Rule 36/113: (25.4, lift 14.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC9 <= -0.1601986
## PC10 > -0.7506621
## PC19 > -1.358364
## PC97 <= -0.6781449
## -> class 1\|1 [0.963]
##
## Rule 36/114: (36.6/0.7, lift 14.0)
## PC2 <= 2.5099
## PC16 <= -1.941889
## PC28 <= 0.2511232
## PC29 > 0.3765648
## PC55 > -0.8495878
## -> class 1\|1 [0.955]
##
## Rule 36/115: (74/2.6, lift 14.0)
## PC2 <= 2.5099
## PC4 > -0.2519301
## PC10 > 1.023987
## PC16 <= -1.941889
## PC28 <= 0.2511232
## -> class 1\|1 [0.952]
##
## Rule 36/116: (26.8/0.5, lift 13.9)
## PC1 > -0.3366674
## PC7 > -6.465382
## PC7 <= 7.681071
## PC11 <= 1.818098
## PC16 <= -1.941889
## PC59 > -0.7307306
## PC98 > 0.1285185
## -> class 1\|1 [0.947]
##
## Rule 36/117: (62/3.1, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC94 <= -0.7396485
## PC95 <= -0.4508555
## -> class 1\|1 [0.936]
##
## Rule 36/118: (11.1, lift 13.6)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC4 > 0.9510502
## PC16 > -1.941889
## PC43 <= 0.2660365
## -> class 1\|1 [0.924]
##
## Rule 36/119: (10.2, lift 13.5)
## PC2 <= 2.5099
## PC4 <= -3.054076
## -> class 1\|1 [0.918]
##
## Rule 36/120: (9.7, lift 13.4)
## PC3 > 1.640775
## PC18 > 0.7419922
## PC94 <= -0.7396485
## -> class 1\|1 [0.915]
##
## Rule 36/121: (36.2/2.3, lift 13.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7393595
## PC8 <= 1.305627
## PC9 > -0.1601986
## PC9 <= 0.387363
## PC10 > -0.7506621
## PC11 <= 1.490092
## PC23 <= 2.17248
## -> class 1\|1 [0.914]
##
## Rule 36/122: (9.6/0.1, lift 13.2)
## PC1 > -0.430681
## PC10 <= 1.023987
## PC16 > -1.966228
## PC16 <= -1.941889
## PC55 > -0.8495878
## -> class 1\|1 [0.901]
##
## Rule 36/123: (7.1, lift 13.1)
## PC2 <= 2.5099
## PC7 > 7.681071
## -> class 1\|1 [0.890]
##
## Rule 36/124: (50/5.3, lift 12.9)
## PC5 > 12.1829
## PC16 <= -1.941889
## PC28 <= 0.2511232
## -> class 1\|1 [0.878]
##
## Rule 36/125: (12.2/1.2, lift 12.4)
## PC1 > -0.430681
## PC8 <= -1.538053
## PC9 > -3.577604
## PC10 <= -0.7506621
## -> class 1\|1 [0.842]
##
## Rule 36/126: (37/5.3, lift 12.3)
## PC2 <= 2.5099
## PC7 <= -6.465382
## PC10 <= 1.023987
## PC13 <= 0.2095596
## PC16 <= -1.941889
## PC55 > -0.8495878
## -> class 1\|1 [0.838]
##
## Rule 36/127: (19.8/5.9, lift 10.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 <= 1.023987
## PC16 <= -1.941889
## PC55 > -0.8495878
## PC59 <= -0.7307306
## -> class 1\|1 [0.685]
##
## Rule 36/128: (10.7/3.4, lift 9.6)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC43 <= 0.2660365
## PC62 > 1.794468
## -> class 1\|1 [0.655]
##
## Rule 36/129: (1541.8/783.1, lift 7.2)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.492]
##
## Rule 36/130: (120.5, lift 13.6)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC6 > -1.250467
## PC8 <= 1.305627
## PC10 > -0.7506621
## PC16 > -1.941889
## PC19 <= -1.358364
## PC29 > -0.01767626
## -> class 1\|2 [0.992]
##
## Rule 36/131: (82.4, lift 13.6)
## PC1 > -0.430681
## PC4 <= 0.9510502
## PC14 <= -0.7098765
## PC16 > -1.941889
## PC25 <= 0.3525581
## PC41 <= 0.1714191
## PC64 <= -0.4293538
## PC66 > -0.4822482
## -> class 1\|2 [0.988]
##
## Rule 36/132: (47.9, lift 13.5)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC9 > -0.1601986
## PC11 > 1.490092
## PC16 > -1.941889
## -> class 1\|2 [0.980]
##
## Rule 36/133: (151.6/2.6, lift 13.4)
## PC3 > 9.662193
## PC15 <= 0.1377357
## PC68 <= 1.312991
## -> class 1\|2 [0.977]
##
## Rule 36/134: (38.7, lift 13.4)
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8879908
## PC65 <= -0.6731716
## PC75 <= 0.5502223
## -> class 1\|2 [0.975]
##
## Rule 36/135: (42.2/0.1, lift 13.4)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC16 > -1.941889
## PC21 > -1.818917
## PC43 <= 0.2660365
## PC62 <= 1.794468
## PC66 <= -0.4822482
## -> class 1\|2 [0.974]
##
## Rule 36/136: (35.6, lift 13.4)
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC48 > 0.2368063
## PC68 > 1.312991
## -> class 1\|2 [0.973]
##
## Rule 36/137: (32, lift 13.4)
## PC2 <= 2.5099
## PC4 <= -1.624205
## PC10 > -0.7506621
## PC16 > -1.941889
## PC43 <= 0.2660365
## -> class 1\|2 [0.971]
##
## Rule 36/138: (187.9/4.8, lift 13.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 <= 1.950717
## PC15 <= 0.1377357
## PC29 > -0.3887536
## PC48 <= 0.2368063
## -> class 1\|2 [0.969]
##
## Rule 36/139: (29, lift 13.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8879908
## PC58 > 0.7258289
## -> class 1\|2 [0.967]
##
## Rule 36/140: (36.7/0.4, lift 13.3)
## PC2 <= 2.5099
## PC16 <= -1.941889
## PC28 > 0.2511232
## -> class 1\|2 [0.964]
##
## Rule 36/141: (24.9, lift 13.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.662193
## PC100 > 0.7481719
## -> class 1\|2 [0.963]
##
## Rule 36/142: (255.9/8.9, lift 13.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= 2.088192
## PC10 > 1.112613
## PC14 > -0.7098765
## PC25 <= 0.3525581
## PC27 <= -0.2050734
## PC62 <= 1.794468
## -> class 1\|2 [0.962]
##
## Rule 36/143: (18.9, lift 13.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8879908
## PC75 > 0.5502223
## -> class 1\|2 [0.952]
##
## Rule 36/144: (18.4, lift 13.1)
## PC2 <= 2.5099
## PC8 <= -1.538053
## PC10 <= -0.7506621
## PC70 <= -0.6577831
## -> class 1\|2 [0.951]
##
## Rule 36/145: (15.3, lift 13.0)
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8879908
## PC22 <= -2.12056
## -> class 1\|2 [0.942]
##
## Rule 36/146: (15.3, lift 13.0)
## PC3 > 1.640775
## PC15 > 0.1377357
## PC16 > -0.8879908
## PC75 <= 0.5502223
## PC83 <= -0.5257682
## -> class 1\|2 [0.942]
##
## Rule 36/147: (106.5/6.9, lift 12.8)
## PC3 > 0.7393595
## PC9 <= 2.088192
## PC14 <= -0.7098765
## PC24 <= 4.099611
## PC41 <= 0.1714191
## PC48 > 0.02725033
## PC48 <= 0.6985834
## PC79 <= 0.3037795
## PC84 > -0.4665823
## PC90 > -0.8321912
## PC96 <= 1.045652
## -> class 1\|2 [0.927]
##
## Rule 36/148: (8.3, lift 12.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1377357
## PC48 > 0.2368063
## PC51 > -0.7457969
## -> class 1\|2 [0.903]
##
## Rule 36/149: (47.4/4, lift 12.4)
## PC3 > 3.257528
## PC12 > 1.732339
## PC14 > -1.846593
## PC43 > 0.2660365
## -> class 1\|2 [0.900]
##
## Rule 36/150: (41.7/3.8, lift 12.3)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC16 > -1.941889
## PC25 > 0.3525581
## PC43 <= 0.2660365
## PC45 > -0.37987
## PC67 > -1.123786
## -> class 1\|2 [0.891]
##
## Rule 36/151: (41.3/3.8, lift 12.2)
## PC3 > 0.7393595
## PC9 > 2.088192
## PC16 > -1.941889
## PC25 <= 0.3525581
## PC43 <= 0.2660365
## PC48 <= 0.6985834
## -> class 1\|2 [0.889]
##
## Rule 36/152: (36.5/3.4, lift 12.2)
## PC11 > 1.818098
## PC13 <= 0.2095596
## PC16 <= -1.941889
## PC55 > -0.8495878
## -> class 1\|2 [0.885]
##
## Rule 36/153: (67.7/7.1, lift 12.2)
## PC1 > 13.09328
## PC8 > 1.305627
## PC16 > -1.941889
## -> class 1\|2 [0.884]
##
## Rule 36/154: (447.8/51.7, lift 12.2)
## PC2 <= 2.5099
## PC3 > 0.8452482
## PC4 > -3.054076
## PC10 > -0.7506621
## PC12 <= 1.732339
## PC16 > -1.941889
## PC18 <= 0.2115095
## PC43 > 0.2660365
## PC80 > -1.339844
## -> class 1\|2 [0.883]
##
## Rule 36/155: (41.9/5.1, lift 11.8)
## PC1 > -0.430681
## PC8 <= -1.538053
## PC10 <= -0.7506621
## PC50 <= -0.5425506
## -> class 1\|2 [0.860]
##
## Rule 36/156: (122.4/24.6, lift 10.9)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC4 > 0.6657657
## PC4 <= 0.9510502
## PC16 > -1.941889
## PC66 > -0.4822482
## -> class 1\|2 [0.794]
##
## Rule 36/157: (55.7, lift 13.6)
## PC2 <= 2.5099
## PC10 <= -0.7506621
## PC14 <= 2.085181
## PC25 <= -0.1999125
## -> class 1\|3 [0.983]
##
## Rule 36/158: (52.5, lift 13.6)
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC4 > -1.624205
## PC9 <= 2.088192
## PC11 <= 1.428556
## PC16 > -1.941889
## PC27 <= -0.2050734
## PC43 <= 0.2660365
## PC66 > -0.4822482
## -> class 1\|3 [0.982]
##
## Rule 36/159: (210.1/10.9, lift 13.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.662193
## PC15 <= 0.1377357
## PC48 > 0.2368063
## PC51 <= -0.7457969
## PC68 <= 1.312991
## PC100 <= 0.7481719
## -> class 1\|3 [0.944]
##
## Rule 36/160: (534.2/35.1, lift 12.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.7393595
## PC4 > -1.624205
## PC4 <= 0.6657657
## PC9 <= 2.088192
## PC14 > -0.7098765
## PC16 > -1.941889
## PC21 > -1.818917
## PC25 <= 0.3525581
## PC27 > -0.2050734
## PC43 <= 0.2660365
## PC48 <= 0.6985834
## PC66 > -0.4822482
## -> class 1\|3 [0.933]
##
## Rule 36/161: (23.3/11.5, lift 7.0)
## PC2 <= 2.5099
## PC13 > 0.2095596
## PC16 <= -1.941889
## -> class 1\|3 [0.505]
##
## Rule 36/162: (4885.3/3646.4, lift 3.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## -> class 1\|3 [0.254]
##
## Rule 36/163: (87.2, lift 13.3)
## PC1 > -0.430681
## PC1 <= 13.09328
## PC3 <= 0.7393595
## PC8 > 1.305627
## PC9 > -2.660782
## PC12 > -0.1583443
## PC16 > -1.941889
## PC32 <= 2.810948
## -> class 2\|0 [0.989]
##
## Rule 36/164: (18.9, lift 12.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC10 <= -0.1774239
## PC59 <= -0.5256006
## -> class 2\|0 [0.952]
##
## Rule 36/165: (68.8/2.7, lift 12.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC10 <= -0.173114
## PC32 > 0.9619102
## PC36 > 0.09076007
## PC75 <= 0.9745336
## -> class 2\|0 [0.948]
##
## Rule 36/166: (23.1/2.7, lift 11.5)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC19 <= -1.733185
## PC24 <= 0.9433278
## PC44 > 0.8259369
## PC59 > -0.5256006
## -> class 2\|0 [0.853]
##
## Rule 36/167: (29.9/9.9, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC59 <= -0.5256006
## PC83 <= -0.4795414
## -> class 2\|0 [0.660]
##
## Rule 36/168: (1404/654.6, lift 7.2)
## PC1 <= -0.430681
## PC8 > 2.291764
## -> class 2\|0 [0.534]
##
## Rule 36/169: (1378.5/852.6, lift 5.1)
## PC2 <= 2.5099
## PC8 > -1.538053
## PC10 <= -0.7506621
## -> class 2\|0 [0.382]
##
## Rule 36/170: (97.2, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC19 <= 3.386216
## PC20 <= 0.1139575
## PC32 <= 0.9619102
## PC44 <= 0.8259369
## PC59 > -0.5256006
## PC85 > -1.504104
## PC92 > 0.1015455
## -> class 2\|1 [0.990]
##
## Rule 36/171: (114.3/0.2, lift 10.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 > -1.301862
## PC16 > -0.3343709
## PC21 <= 1.863799
## PC60 <= -0.5047136
## -> class 2\|1 [0.990]
##
## Rule 36/172: (95.8, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC11 > -0.9337804
## PC42 > -0.295864
## PC71 > 0.9060505
## -> class 2\|1 [0.990]
##
## Rule 36/173: (86.4, lift 10.0)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC11 <= -0.9337804
## -> class 2\|1 [0.989]
##
## Rule 36/174: (82.5, lift 10.0)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC11 > -0.9337804
## PC21 > -0.248798
## PC94 > 0.8823869
## -> class 2\|1 [0.988]
##
## Rule 36/175: (123.6/0.6, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC12 > -3.024044
## PC19 <= 3.386216
## PC20 <= 0.1139575
## PC32 <= 0.9619102
## PC34 <= -0.102236
## PC58 > -0.5695113
## -> class 2\|1 [0.987]
##
## Rule 36/176: (74.3, lift 10.0)
## PC1 <= -0.430681
## PC2 > -1.375726
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC20 <= 0.1139575
## PC32 <= 0.9619102
## PC58 > -0.5695113
## -> class 2\|1 [0.987]
##
## Rule 36/177: (65.2, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC19 > -1.733185
## PC24 <= 0.9433278
## PC44 > 0.8259369
## PC59 > -0.5256006
## -> class 2\|1 [0.985]
##
## Rule 36/178: (154.1/1.4, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC21 <= -0.248798
## PC22 > -1.207938
## -> class 2\|1 [0.985]
##
## Rule 36/179: (61.8, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC56 > 0.5283641
## -> class 2\|1 [0.984]
##
## Rule 36/180: (110.5/1, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC42 > -0.295864
## PC60 <= -0.5047136
## PC96 > 0.1054091
## -> class 2\|1 [0.982]
##
## Rule 36/181: (50.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC12 > 5.249692
## -> class 2\|1 [0.981]
##
## Rule 36/182: (155.3/2.2, lift 9.9)
## PC1 <= -0.430681
## PC8 > 2.317248
## PC21 > -0.248798
## PC21 <= 1.188601
## PC42 <= -0.295864
## PC59 > -0.640644
## PC68 <= 1.302142
## PC96 <= 0.2405268
## PC98 <= 0.4353995
## -> class 2\|1 [0.980]
##
## Rule 36/183: (45.1, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC12 > -1.301862
## PC59 > 0.3551677
## PC60 > -0.5047136
## -> class 2\|1 [0.979]
##
## Rule 36/184: (43.1, lift 9.9)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC19 <= 3.386216
## PC20 > 0.1139575
## PC24 <= 0.9433278
## PC35 <= -0.3002209
## PC44 <= 0.8259369
## PC70 <= 0.28965
## -> class 2\|1 [0.977]
##
## Rule 36/185: (40.5, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC28 <= -0.2251837
## -> class 2\|1 [0.976]
##
## Rule 36/186: (347.1/7.8, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.7917142
## PC8 <= 2.291764
## PC12 > -3.024044
## PC20 <= 0.1139575
## PC32 <= 0.9619102
## PC44 <= 0.8259369
## PC59 > -0.5256006
## PC96 > -0.343765
## -> class 2\|1 [0.975]
##
## Rule 36/187: (36.9, lift 9.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC66 <= -0.8810961
## -> class 2\|1 [0.974]
##
## Rule 36/188: (127/2.5, lift 9.8)
## PC1 <= -4.201595
## PC8 > -1.655082
## PC24 <= 0.5386673
## PC57 > 0.01745239
## -> class 2\|1 [0.973]
##
## Rule 36/189: (33.7, lift 9.8)
## PC1 <= -0.430681
## PC3 <= -1.549498
## PC8 > 0.2281314
## PC20 > 0.1139575
## -> class 2\|1 [0.972]
##
## Rule 36/190: (43.1/0.4, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7517288
## PC8 <= 0.2281314
## PC20 <= -0.5790179
## -> class 2\|1 [0.969]
##
## Rule 36/191: (154.2/4, lift 9.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC12 <= -1.301862
## PC15 > -1.987753
## -> class 2\|1 [0.968]
##
## Rule 36/192: (38.6/0.3, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC20 > 0.1139575
## PC44 <= 0.8259369
## PC47 <= -0.4460302
## -> class 2\|1 [0.967]
##
## Rule 36/193: (80/1.8, lift 9.7)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC10 > -0.1774239
## PC59 <= -0.5256006
## PC73 <= -0.1130561
## PC83 > -0.2116191
## -> class 2\|1 [0.966]
##
## Rule 36/194: (62.5/1.3, lift 9.7)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC10 > -0.173114
## PC32 > 0.9619102
## PC52 > -0.08389389
## -> class 2\|1 [0.964]
##
## Rule 36/195: (36.4/0.6, lift 9.7)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC8 > 0.5831117
## PC9 <= -0.1601986
## PC19 > -1.358364
## PC60 <= -0.5978747
## -> class 2\|1 [0.960]
##
## Rule 36/196: (22.5, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 0.7917142
## PC58 <= -0.5695113
## PC59 > -0.5256006
## PC85 > -1.504104
## -> class 2\|1 [0.959]
##
## Rule 36/197: (38.2/0.8, lift 9.6)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC12 > -3.024044
## PC19 > -0.6589058
## PC19 <= 3.386216
## PC20 > 0.1139575
## PC32 <= 0.9619102
## PC41 > 0.1954395
## PC47 > -0.4460302
## PC70 <= 0.28965
## PC81 <= 0.03051938
## -> class 2\|1 [0.955]
##
## Rule 36/198: (120.4/4.6, lift 9.6)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC19 <= -0.6589058
## PC20 > 0.1139575
## PC22 > -1.748018
## PC24 <= 0.9433278
## PC44 <= 0.8259369
## PC70 <= 0.28965
## PC88 <= 0.23267
## -> class 2\|1 [0.954]
##
## Rule 36/199: (16.5, lift 9.5)
## PC1 > -0.430681
## PC1 <= 16.22355
## PC3 <= 0.7393595
## PC6 <= -1.250467
## PC8 <= 1.305627
## PC10 > -0.7506621
## PC19 <= -1.358364
## -> class 2\|1 [0.946]
##
## Rule 36/200: (13.1, lift 9.4)
## PC1 > -0.430681
## PC1 <= -0.3366674
## PC2 <= 2.5099
## PC16 <= -1.941889
## -> class 2\|1 [0.934]
##
## Rule 36/201: (12.1, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC10 <= -0.173114
## PC32 > 0.9619102
## PC36 <= 0.09076007
## -> class 2\|1 [0.929]
##
## Rule 36/202: (124.6/8.3, lift 9.3)
## PC2 <= -9.022285
## PC4 <= -0.3591195
## -> class 2\|1 [0.927]
##
## Rule 36/203: (9.4, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.419537
## PC14 <= -2.019919
## PC28 <= -0.2747726
## -> class 2\|1 [0.912]
##
## Rule 36/204: (51.8/4, lift 9.1)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC41 > -0.1639172
## PC42 > -0.295864
## PC79 > 0.1331386
## -> class 2\|1 [0.907]
##
## Rule 36/205: (37.3/2.7, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC10 <= -0.173114
## PC75 > 0.9745336
## -> class 2\|1 [0.906]
##
## Rule 36/206: (27.1/2.4, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC100 > 3.830744
## -> class 2\|1 [0.884]
##
## Rule 36/207: (36/3.9, lift 8.8)
## PC1 <= -0.430681
## PC8 > 2.291764
## PC40 <= -1.046774
## PC59 <= 0.3551677
## -> class 2\|1 [0.871]
##
## Rule 36/208: (13.2/1.5, lift 8.4)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC8 <= 1.305627
## PC9 <= -0.1601986
## PC10 > -0.7506621
## PC20 <= -0.8441272
## -> class 2\|1 [0.838]
##
## Rule 36/209: (3.9, lift 8.4)
## PC1 > -0.430681
## PC8 > 1.305627
## PC9 <= -2.660782
## -> class 2\|1 [0.830]
##
## Rule 36/210: (23.8/4.2, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.7517288
## PC8 <= 0.2281314
## PC25 > -0.1935104
## PC27 > 0.04355385
## PC55 > 0.6936838
## -> class 2\|1 [0.799]
##
## Rule 36/211: (20.5/5.8, lift 7.0)
## PC2 <= 2.5099
## PC8 > -0.7517288
## PC8 <= 0.2281314
## PC57 <= 0.01745239
## PC87 <= -0.8420532
## -> class 2\|1 [0.697]
##
## Rule 36/212: (183.4, lift 11.8)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -0.7517288
## PC8 <= 0.2281314
## PC20 > -0.5790179
## PC27 <= 0.04355385
## PC57 <= 0.01745239
## PC68 <= 2.248143
## PC76 <= 0.6715252
## PC87 > -0.8420532
## -> class 2\|2 [0.995]
##
## Rule 36/213: (158.2, lift 11.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.549498
## PC8 > 0.2281314
## PC8 <= 2.035859
## PC19 > -0.6589058
## PC20 > 0.1139575
## PC35 > -0.3002209
## PC44 <= 0.8259369
## PC47 > -0.4460302
## PC60 > -1.798167
## PC81 > 0.03051938
## -> class 2\|2 [0.994]
##
## Rule 36/214: (105.6, lift 11.8)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= -0.7517288
## PC12 <= 5.249692
## PC25 > -0.1935104
## PC28 > -0.2251837
## PC57 <= 0.01745239
## PC58 > 0.1642638
## PC76 <= 0.6715252
## -> class 2\|2 [0.991]
##
## Rule 36/215: (260.6/1.3, lift 11.8)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -0.7517288
## PC8 <= 0.2281314
## PC15 > -2.630221
## PC20 > -0.5790179
## PC25 > -0.1935104
## PC55 <= 0.6936838
## PC57 <= 0.01745239
## PC68 <= 2.248143
## PC76 <= 0.6715252
## PC87 > -0.8420532
## -> class 2\|2 [0.991]
##
## Rule 36/216: (64/0.2, lift 11.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC24 <= 0.5386673
## PC36 <= 0.9147669
## PC53 > -1.253691
## PC68 > -1.517411
## PC92 <= -0.2033162
## PC100 <= 3.830744
## -> class 2\|2 [0.982]
##
## Rule 36/217: (47.9, lift 11.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= 0.5831117
## PC9 <= -0.1601986
## PC10 > -0.7506621
## PC12 > -0.1754197
## PC19 > -1.358364
## PC20 > -0.8441272
## PC60 <= -0.5978747
## PC62 <= 0.5181395
## PC97 <= 1.238189
## -> class 2\|2 [0.980]
##
## Rule 36/218: (44.7, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.2281314
## PC12 <= 5.249692
## PC24 <= 0.5386673
## PC28 > -0.2251837
## PC36 <= 0.9147669
## PC53 > -1.253691
## PC65 <= -1.281206
## PC88 <= 0.6404063
## PC100 <= 3.830744
## -> class 2\|2 [0.979]
##
## Rule 36/219: (42.2, lift 11.6)
## PC1 > -4.201595
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC36 <= 0.9147669
## PC44 <= 0.4733733
## PC57 > 0.01745239
## PC63 > 0.1534764
## PC67 <= 0.6172517
## -> class 2\|2 [0.977]
##
## Rule 36/220: (71.3/0.7, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC11 <= 1.023664
## PC30 > 0.06451562
## PC38 <= 0.4922125
## PC44 <= 0.4733733
## PC47 <= -0.1005748
## PC57 > 0.01745239
## PC62 > -1.089859
## PC68 > -1.517411
## PC79 > -0.04669815
## -> class 2\|2 [0.976]
##
## Rule 36/221: (33.4, lift 11.6)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC24 <= 0.5386673
## PC49 <= -0.5406145
## PC62 > -1.089859
## PC67 <= 0.6172517
## PC100 <= 3.830744
## -> class 2\|2 [0.972]
##
## Rule 36/222: (48.3/0.6, lift 11.5)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC24 > 0.5386673
## PC28 > -0.2251837
## PC57 > 0.01745239
## -> class 2\|2 [0.968]
##
## Rule 36/223: (118.2/4.2, lift 11.4)
## PC1 <= -0.430681
## PC8 > -1.655082
## PC8 <= -0.7517288
## PC15 > -2.630221
## PC25 > -0.1935104
## PC28 > -0.2251837
## PC57 <= 0.01745239
## PC64 > -0.1030496
## PC76 <= 0.6715252
## -> class 2\|2 [0.957]
##
## Rule 36/224: (21.3, lift 11.4)
## PC1 <= -0.430681
## PC8 > -3.419537
## PC8 <= -1.655082
## PC28 > -0.2747726
## PC43 <= -0.4935798
## PC75 > 1.541661
## -> class 2\|2 [0.957]
##
## Rule 36/225: (20.3, lift 11.4)
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC19 <= -0.6589058
## PC20 > 0.1139575
## PC32 <= 0.9619102
## PC59 > -0.5256006
## PC88 > 0.23267
## -> class 2\|2 [0.955]
##
## Rule 36/226: (37.6/0.8, lift 11.4)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC12 <= 5.249692
## PC38 <= 0.4922125
## PC57 > 0.01745239
## PC67 > 0.6172517
## PC68 > -1.517411
## PC88 <= 0.6404063
## -> class 2\|2 [0.954]
##
## Rule 36/227: (19.8, lift 11.4)
## PC1 <= -0.430681
## PC5 > 0.7126794
## PC8 > -3.419537
## PC8 <= -1.655082
## PC43 <= -0.4935798
## PC78 > 0.259564
## PC98 > -0.2233318
## -> class 2\|2 [0.954]
##
## Rule 36/228: (60.2/1.9, lift 11.4)
## PC8 > -3.419537
## PC8 <= -1.655082
## PC9 > 8.98243
## PC68 <= 3.398125
## PC89 <= 0.3028287
## -> class 2\|2 [0.954]
##
## Rule 36/229: (29.3/0.6, lift 11.3)
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC44 > 0.4733733
## PC51 > 0.4507276
## PC53 > -1.253691
## -> class 2\|2 [0.949]
##
## Rule 36/230: (17.3, lift 11.3)
## PC8 > -3.419537
## PC8 <= -1.655082
## PC19 > -2.848473
## PC30 <= 0.1405453
## PC43 <= -0.4935798
## PC65 <= 0.9464298
## PC68 > -0.1712098
## PC97 > 0.1439482
## -> class 2\|2 [0.948]
##
## Rule 36/231: (35.1/1, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > 1.008098
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC25 <= 0.1946862
## PC44 <= 0.4733733
## PC62 > -1.089859
## -> class 2\|2 [0.947]
##
## Rule 36/232: (48.3/1.9, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC20 > 0.1139575
## PC44 <= 0.8259369
## PC70 > 0.28965
## -> class 2\|2 [0.943]
##
## Rule 36/233: (41.9/1.8, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC12 <= 5.249692
## PC18 > 0.6255049
## PC44 <= 0.4733733
## PC67 <= 0.6172517
## -> class 2\|2 [0.936]
##
## Rule 36/234: (13, lift 11.1)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.419537
## PC8 <= 0.2281314
## PC9 <= 8.98243
## PC19 > -2.848473
## PC22 > -2.26426
## PC24 > 0.989116
## PC43 > -0.4935798
## -> class 2\|2 [0.933]
##
## Rule 36/235: (16.1/0.2, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 > 0.7292559
## PC8 > -3.419537
## PC8 <= 0.2281314
## PC19 > -2.848473
## PC30 <= 0.1405453
## PC43 <= -0.4935798
## PC78 <= 0.9226202
## PC98 <= -0.2233318
## -> class 2\|2 [0.932]
##
## Rule 36/236: (11.7, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC44 <= 0.8259369
## PC59 > -0.5256006
## PC85 <= -1.504104
## -> class 2\|2 [0.927]
##
## Rule 36/237: (11.1, lift 11.0)
## PC5 > 0.7126794
## PC5 <= 0.7292559
## PC8 > -3.419537
## PC8 <= -1.655082
## PC19 > -2.848473
## PC43 <= -0.4935798
## PC65 <= 0.9464298
## -> class 2\|2 [0.924]
##
## Rule 36/238: (46.8/3.5, lift 10.8)
## PC1 <= -0.430681
## PC8 > -3.419537
## PC8 <= -1.655082
## PC9 <= -1.891611
## PC28 > -0.2747726
## PC29 <= 0.2788967
## PC43 > -0.4935798
## PC55 > -0.2130033
## PC87 <= 0.3639604
## PC96 <= 0.2070312
## -> class 2\|2 [0.908]
##
## Rule 36/239: (34/2.7, lift 10.7)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC19 > 3.386216
## PC44 <= 0.8259369
## -> class 2\|2 [0.897]
##
## Rule 36/240: (133.8/13.8, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.549498
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC19 > -0.6589058
## PC20 > 0.1139575
## PC32 <= 0.9619102
## PC35 > -0.3002209
## PC41 <= 0.1954395
## PC44 <= 0.8259369
## PC47 > -0.4460302
## -> class 2\|2 [0.891]
##
## Rule 36/241: (78/8.8, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.419537
## PC8 <= -1.655082
## PC9 <= 8.98243
## PC19 > -2.848473
## PC28 > -0.2747726
## PC41 <= 12.51797
## PC43 <= -0.4935798
## PC65 <= 0.9464298
## PC68 <= -0.1712098
## -> class 2\|2 [0.878]
##
## Rule 36/242: (54.3/6.2, lift 10.4)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC12 <= -3.024044
## PC32 <= 0.9619102
## PC44 <= 0.8259369
## -> class 2\|2 [0.873]
##
## Rule 36/243: (84.3/12.3, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC28 > -0.2251837
## PC88 > 0.6404063
## -> class 2\|2 [0.846]
##
## Rule 36/244: (13.4/1.7, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC10 > -0.1774239
## PC59 <= -0.5256006
## PC83 > -0.4795414
## PC83 <= -0.2116191
## -> class 2\|2 [0.824]
##
## Rule 36/245: (56.3/13.2, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 0.2281314
## PC22 <= -2.26426
## -> class 2\|2 [0.756]
##
## Rule 36/246: (249.4/60.5, lift 9.0)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -3.419537
## PC8 <= 0.2281314
## PC9 <= 8.98243
## PC30 > 0.1405453
## PC43 <= -0.4935798
## PC45 <= 0.429901
## PC65 <= 0.9464298
## -> class 2\|2 [0.755]
##
## Rule 36/247: (83.7/20.6, lift 8.9)
## PC1 <= -0.430681
## PC2 <= -1.375726
## PC8 > 0.2281314
## PC8 <= 0.7917142
## PC19 <= 3.386216
## PC20 <= 0.1139575
## PC24 <= 0.9433278
## PC34 > -0.102236
## PC58 > -0.5695113
## PC92 <= 0.1015455
## -> class 2\|2 [0.748]
##
## Rule 36/248: (138.4/34.5, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC21 <= -0.248798
## PC22 <= -1.207938
## -> class 2\|2 [0.747]
##
## Rule 36/249: (84.8/23.4, lift 8.6)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC38 > 0.4922125
## PC53 > -1.253691
## PC57 <= 1.089745
## -> class 2\|2 [0.719]
##
## Rule 36/250: (23.6/6.9, lift 8.2)
## PC1 <= -0.430681
## PC8 > 0.7917142
## PC8 <= 2.291764
## PC20 <= 0.1139575
## PC24 <= 0.9433278
## PC32 <= 0.9619102
## PC44 <= 0.8259369
## PC59 > -0.5256006
## PC96 <= -0.343765
## -> class 2\|2 [0.692]
##
## Rule 36/251: (118.6/78.6, lift 4.0)
## PC1 <= -0.430681
## PC8 > 0.2281314
## PC8 <= 2.291764
## PC10 > -0.173114
## PC52 <= -0.08389389
## -> class 2\|2 [0.340]
##
## Rule 36/252: (93.5, lift 8.5)
## PC1 > -4.201595
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC24 <= 0.5386673
## PC38 <= 0.4922125
## PC53 > -1.253691
## PC57 > 0.01745239
## PC62 <= -1.089859
## PC67 <= 0.6172517
## PC68 > -1.517411
## -> class 2\|3 [0.990]
##
## Rule 36/253: (89.4, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -1.655082
## PC18 > -0.3439731
## PC47 > -0.4390213
## PC62 <= -0.9870893
## PC79 <= 0.3198665
## PC93 <= 0.4416389
## -> class 2\|3 [0.989]
##
## Rule 36/254: (108.4/0.3, lift 8.4)
## PC1 > -0.430681
## PC9 <= -3.577604
## PC10 <= -0.7506621
## PC25 > -0.1999125
## PC38 <= 0.6230372
## PC50 > -0.5425506
## PC70 > -0.6577831
## PC79 > -0.4246424
## PC83 <= 0.5285734
## -> class 2\|3 [0.988]
##
## Rule 36/255: (86.5, lift 8.4)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC2 <= 2.5099
## PC8 <= -1.655082
## PC16 <= 0.3503052
## PC43 <= 1.324593
## PC81 > 0.3351382
## -> class 2\|3 [0.988]
##
## Rule 36/256: (70.6, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -3.419537
## PC79 > 0.3198665
## -> class 2\|3 [0.986]
##
## Rule 36/257: (64.5/0.9, lift 8.3)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC8 <= 1.305627
## PC9 <= -0.1601986
## PC10 > -0.7506621
## PC19 > -1.358364
## PC60 > -0.5978747
## PC60 <= 0.6620334
## PC97 > -0.6781449
## -> class 2\|3 [0.971]
##
## Rule 36/258: (22.1, lift 8.2)
## PC10 <= -0.7506621
## PC19 > 3.693909
## PC79 <= -0.4246424
## -> class 2\|3 [0.958]
##
## Rule 36/259: (31.4/1.1, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.419537
## PC8 <= -1.655082
## PC9 <= 8.98243
## PC29 > 0.2788967
## PC84 > -0.005165768
## -> class 2\|3 [0.936]
##
## Rule 36/260: (10.8, lift 7.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -4.151197
## PC8 <= 0.5831117
## PC9 <= -0.1601986
## PC10 > -0.7506621
## PC12 <= -0.1754197
## PC19 > -1.358364
## PC60 <= -0.5978747
## PC97 > -0.6781449
## -> class 2\|3 [0.922]
##
## Rule 36/261: (10.5, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.655082
## PC8 <= 0.2281314
## PC15 <= -2.630221
## PC28 > -0.2251837
## -> class 2\|3 [0.920]
##
## Rule 36/262: (10.4, lift 7.8)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC10 > -0.7506621
## PC16 > -1.941889
## PC19 > -1.358364
## PC20 > -0.8441272
## PC60 <= -0.5978747
## PC97 > 1.238189
## -> class 2\|3 [0.919]
##
## Rule 36/263: (11851.7/9517.4, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.197]
##
## Rule 36/264: (109.1, lift 24.7)
## PC8 <= -3.419537
## PC46 <= 0.413817
## PC49 <= 0.1074089
## PC81 <= 0.3297773
## PC85 > 0.6620975
## PC93 <= 0.4416389
## -> class 2\|4 [0.991]
##
## Rule 36/265: (86, lift 24.7)
## PC8 <= -3.419537
## PC43 > 1.324593
## PC46 <= 0.413817
## PC79 <= 0.3198665
## PC88 > -0.4544326
## -> class 2\|4 [0.989]
##
## Rule 36/266: (68.8, lift 24.6)
## PC1 <= -0.430681
## PC8 <= -3.419537
## PC27 > 0.3028358
## PC46 <= 0.413817
## PC49 <= 0.1074089
## PC62 > -0.9870893
## PC75 <= 0.7199995
## PC79 <= 0.3198665
## PC81 <= 0.3297773
## PC93 <= 0.4416389
## -> class 2\|4 [0.985]
##
## Rule 36/267: (146.7/1.4, lift 24.6)
## PC8 <= -3.419537
## PC16 <= 0.3503052
## PC46 <= 0.413817
## PC47 <= -0.4390213
## PC80 > -0.7858856
## PC81 <= 0.3351382
## PC96 <= 0.2890086
## -> class 2\|4 [0.984]
##
## Rule 36/268: (33.8, lift 24.3)
## PC1 <= -0.430681
## PC8 <= -3.419537
## PC21 > 0.6167293
## PC46 <= 0.413817
## PC49 > 0.1074089
## PC75 <= 0.7199995
## PC79 <= 0.3198665
## -> class 2\|4 [0.972]
##
## Rule 36/269: (33, lift 24.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.419537
## PC8 <= 0.2281314
## PC14 > -2.019919
## PC28 <= -0.2747726
## PC62 <= 0.544266
## -> class 2\|4 [0.971]
##
## Rule 36/270: (67.6/1.2, lift 24.2)
## PC1 <= -0.430681
## PC8 > -3.419537
## PC8 <= -1.655082
## PC19 <= -2.848473
## PC70 > -0.4212142
## PC95 > 0.08150298
## -> class 2\|4 [0.969]
##
## Rule 36/271: (96.4/2.1, lift 24.2)
## PC1 > -0.430681
## PC8 <= -1.538053
## PC10 <= -0.7506621
## PC19 <= 3.693909
## PC25 > -0.1999125
## PC79 <= -0.4246424
## -> class 2\|4 [0.968]
##
## Rule 36/272: (63.6/2.3, lift 23.7)
## PC8 <= -3.419537
## PC18 <= -0.3439731
## PC22 > -2.26426
## PC46 <= 0.413817
## PC49 <= 0.1074089
## PC75 <= 0.7199995
## PC81 <= 0.3297773
## PC96 <= 0.2890086
## -> class 2\|4 [0.950]
##
## Rule 36/273: (13.6, lift 23.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.419537
## PC8 <= -1.655082
## PC43 <= -0.4935798
## PC45 > 0.429901
## -> class 2\|4 [0.936]
##
## Rule 36/274: (11.8, lift 23.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.419537
## PC11 <= -4.141527
## -> class 2\|4 [0.927]
##
## Rule 36/275: (72.1/5.5, lift 22.8)
## PC1 > -0.430681
## PC8 <= -1.538053
## PC10 <= -0.7506621
## PC25 > -0.1999125
## PC50 > -0.5425506
## PC83 > 0.5285734
## -> class 2\|4 [0.912]
##
## Rule 36/276: (8.7, lift 22.6)
## PC1 > -0.430681
## PC3 <= 0.7393595
## PC9 <= -0.1601986
## PC10 > -0.7506621
## PC19 > -1.358364
## PC60 > 0.6620334
## PC97 > -0.6781449
## -> class 2\|4 [0.907]
##
## Rule 36/277: (131/14.2, lift 22.1)
## PC1 <= -0.430681
## PC4 <= -0.07536558
## PC8 <= -3.419537
## PC17 <= 0.9261561
## PC18 > -0.3439731
## PC44 > -0.600907
## PC46 <= 0.413817
## PC49 <= 0.1074089
## PC62 > -0.9870893
## PC76 <= 0.3741901
## PC78 <= -0.16838
## PC85 <= 0.6011554
## PC93 <= 0.4416389
## PC96 <= 0.2890086
## -> class 2\|4 [0.886]
##
## Rule 36/278: (32.8/4.3, lift 21.2)
## PC1 <= -0.430681
## PC8 <= -1.655082
## PC19 <= -2.848473
## PC63 <= -0.4263418
## -> class 2\|4 [0.849]
##
## Rule 36/279: (33.5/9.4, lift 17.7)
## PC8 <= -1.655082
## PC9 <= 8.98243
## PC41 > 12.51797
## -> class 2\|4 [0.708]
##
## Rule 36/280: (28/9.5, lift 16.2)
## PC1 <= -0.430681
## PC2 > -9.022285
## PC8 > -3.419537
## PC8 <= -1.655082
## PC29 > 0.2788967
## PC43 > -0.4935798
## PC65 <= 0.9464298
## PC84 <= -0.005165768
## -> class 2\|4 [0.649]
##
## Default class: 2\|3
##
## ----- Trial 37: -----
##
## Rules:
##
## Rule 37/1: (138.5/1, lift 17.2)
## PC1 > -0.7152014
## PC3 > -4.011993
## PC11 > -0.0691557
## PC13 <= 0.8594266
## PC17 <= 1.84489
## PC18 > 2.144698
## PC19 <= -0.1523438
## PC30 > -1.663647
## PC31 > -0.2922627
## PC35 <= 0.5582652
## PC53 <= 1.160364
## PC57 > -0.6476845
## PC76 <= 0.6833994
## PC88 <= 0.4745745
## -> class 0\|0 [0.986]
##
## Rule 37/2: (59.4, lift 17.1)
## PC1 > -0.7152014
## PC13 <= 0.8594266
## PC15 > -0.4957329
## PC18 > 1.574468
## PC24 > -2.660223
## PC58 > -1.082893
## PC71 <= -0.4993003
## -> class 0\|0 [0.984]
##
## Rule 37/3: (47.1, lift 17.0)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC18 > 1.574468
## PC42 > 2.376789
## PC71 <= -0.7257375
## -> class 0\|0 [0.980]
##
## Rule 37/4: (29.9, lift 16.8)
## PC1 > -0.7152014
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > -0.7097994
## PC35 <= 0.5582652
## PC84 > -0.527899
## PC100 <= -0.8964332
## -> class 0\|0 [0.968]
##
## Rule 37/5: (234.5/7.3, lift 16.8)
## PC2 <= 7.111013
## PC4 > -3.419555
## PC9 <= 0.6018866
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > 1.574468
## PC32 > 0.5145212
## PC42 <= 0.7155671
## PC55 > -0.5464703
## PC72 > -1.468035
## -> class 0\|0 [0.965]
##
## Rule 37/6: (25.7, lift 16.8)
## PC1 > -0.7152014
## PC13 <= 7.506931
## PC18 > 1.574468
## PC36 > 2.547284
## PC60 <= 0.1094435
## -> class 0\|0 [0.964]
##
## Rule 37/7: (113.3/3.2, lift 16.8)
## PC7 > -0.9216638
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > 1.574468
## PC24 <= -2.660223
## PC35 <= 0.5582652
## PC40 <= 2.548591
## PC55 > -0.5464703
## -> class 0\|0 [0.963]
##
## Rule 37/8: (21.4, lift 16.6)
## PC1 > -0.7152014
## PC3 > -4.011993
## PC13 <= 0.8594266
## PC18 > 1.574468
## PC19 > -0.1523438
## PC35 <= 0.5582652
## PC52 > 0.7453421
## PC58 > -1.082893
## PC60 <= 0.1094435
## PC77 > -0.3261121
## PC86 <= 0.2967954
## -> class 0\|0 [0.957]
##
## Rule 37/9: (74.3/4.1, lift 16.2)
## PC2 <= 7.111013
## PC4 <= -3.419555
## PC12 <= 0.8509473
## PC15 > -0.4957329
## PC18 > 1.574468
## PC32 > 0.5145212
## PC49 <= -0.1722078
## PC89 <= 1.57139
## -> class 0\|0 [0.933]
##
## Rule 37/10: (48.1/2.7, lift 16.1)
## PC1 > -0.7152014
## PC13 <= 0.8594266
## PC18 > 1.574468
## PC32 <= 0.5145212
## PC35 <= 0.5582652
## PC60 <= 0.1094435
## PC76 <= 0.6833994
## PC93 > 0.8063704
## -> class 0\|0 [0.926]
##
## Rule 37/11: (20.2/0.7, lift 16.1)
## PC1 > -0.7152014
## PC13 <= 0.8594266
## PC18 > 1.574468
## PC32 <= 0.5145212
## PC55 > -0.5464703
## PC84 <= -0.527899
## -> class 0\|0 [0.923]
##
## Rule 37/12: (97.7/6.8, lift 16.0)
## PC2 > 2.5099
## PC13 <= 0.8594266
## PC18 > 1.574468
## PC32 <= 0.5145212
## PC55 > -0.5464703
## PC58 > -1.082893
## PC60 <= 0.1094435
## PC76 <= 0.6833994
## PC86 > 0.2967954
## -> class 0\|0 [0.922]
##
## Rule 37/13: (85.8/6.3, lift 16.0)
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > 1.574468
## PC35 <= 0.5582652
## PC40 > 2.548591
## PC53 > -1.918929
## -> class 0\|0 [0.917]
##
## Rule 37/14: (60.7/4.5, lift 15.9)
## PC1 > -0.7152014
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > 1.574468
## PC30 <= -1.663647
## PC35 <= 0.5582652
## -> class 0\|0 [0.912]
##
## Rule 37/15: (69.6/7.7, lift 15.3)
## PC1 > -0.7152014
## PC13 <= 7.506931
## PC18 > 1.574468
## PC35 <= 0.5582652
## PC55 > -0.5464703
## PC58 > -1.082893
## PC77 <= -0.3261121
## -> class 0\|0 [0.878]
##
## Rule 37/16: (104.7/15.3, lift 14.7)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > 1.574468
## PC53 <= -1.918929
## PC55 > -0.5464703
## -> class 0\|0 [0.847]
##
## Rule 37/17: (3.3, lift 14.1)
## PC15 <= -0.4957329
## PC64 <= -7.719151
## -> class 0\|0 [0.810]
##
## Rule 37/18: (39.1/8, lift 13.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.1746644
## PC18 > -0.7097994
## PC18 <= 1.574468
## -> class 0\|0 [0.781]
##
## Rule 37/19: (50.3/10.9, lift 13.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.1240608
## PC13 <= 7.506931
## PC18 > -0.7097994
## PC18 <= 1.574468
## PC47 <= -0.9183904
## -> class 0\|0 [0.773]
##
## Rule 37/20: (31.8/6.8, lift 13.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1746644
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > -0.7097994
## PC23 > -1.15308
## PC42 <= 1.576579
## PC50 <= 1.292714
## PC76 <= -1.550991
## PC78 > -0.8622555
## PC96 <= 1.564986
## -> class 0\|0 [0.769]
##
## Rule 37/21: (23/6.9, lift 11.9)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC14 > 0.3186164
## PC15 <= -0.4957329
## PC18 > -0.7097994
## PC67 > -0.3901699
## -> class 0\|0 [0.686]
##
## Rule 37/22: (147.6, lift 10.8)
## PC3 <= -4.011993
## PC13 <= 7.506931
## PC18 > 1.574468
## PC24 > -2.660223
## PC30 > -1.663647
## PC42 <= 2.376789
## PC53 > -1.918929
## PC60 <= 0.1094435
## PC71 > -0.4993003
## PC100 > -0.8964332
## -> class 0\|1 [0.993]
##
## Rule 37/23: (92.8, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > -0.7097994
## PC31 <= -0.2922627
## PC32 <= 0.5145212
## PC36 <= 2.547284
## PC42 <= 2.376789
## PC58 > -1.082893
## PC77 > -0.3261121
## -> class 0\|1 [0.989]
##
## Rule 37/24: (81.5, lift 10.8)
## PC1 > -0.7152014
## PC11 <= -0.0691557
## PC13 <= 7.506931
## PC18 > 1.574468
## PC24 > -2.660223
## PC32 <= 0.5145212
## PC71 > -0.4993003
## PC77 > -0.3261121
## -> class 0\|1 [0.988]
##
## Rule 37/25: (118.5/0.5, lift 10.8)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > 1.574468
## PC35 > 0.5582652
## PC72 <= 1.105367
## -> class 0\|1 [0.988]
##
## Rule 37/26: (71.2, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.506931
## PC17 > 1.84489
## PC19 <= -0.1523438
## PC24 > -2.660223
## PC40 <= 2.548591
## PC58 > -1.082893
## PC84 > -0.527899
## PC86 <= 0.2967954
## -> class 0\|1 [0.986]
##
## Rule 37/27: (63.9, lift 10.8)
## PC1 > -0.7152014
## PC18 > 1.574468
## PC24 > -2.660223
## PC60 <= 0.1094435
## PC76 > 0.6833994
## PC77 > -0.3261121
## PC100 > -0.8964332
## -> class 0\|1 [0.985]
##
## Rule 37/28: (60.4, lift 10.7)
## PC1 > -0.7152014
## PC13 <= 7.506931
## PC18 > 1.574468
## PC24 > -2.660223
## PC40 <= 2.548591
## PC42 <= 2.376789
## PC53 > -1.918929
## PC58 <= -1.082893
## PC60 > -1.844958
## PC60 <= 0.1094435
## PC100 > -0.8964332
## -> class 0\|1 [0.984]
##
## Rule 37/29: (85.9/0.8, lift 10.7)
## PC3 <= 1.640775
## PC4 <= -3.419555
## PC12 <= 0.8509473
## PC15 > -0.4957329
## PC18 > -0.7097994
## PC32 > 0.5145212
## PC49 > -0.1722078
## -> class 0\|1 [0.980]
##
## Rule 37/30: (70.9/0.5, lift 10.7)
## PC1 > -0.7152014
## PC13 > 0.8594266
## PC13 <= 7.506931
## PC18 > 1.574468
## PC32 <= 0.5145212
## PC42 <= 2.376789
## -> class 0\|1 [0.979]
##
## Rule 37/31: (234.2/4.7, lift 10.7)
## PC1 <= -0.7152014
## PC2 > 2.5099
## PC13 <= 7.506931
## PC18 > 1.574468
## PC24 > -2.660223
## PC32 <= 0.5145212
## PC42 <= 2.376789
## PC53 > -1.918929
## PC55 > -0.5464703
## PC72 <= 1.105367
## PC73 > -1.493921
## -> class 0\|1 [0.976]
##
## Rule 37/32: (96/1.3, lift 10.7)
## PC1 > -0.7152014
## PC13 <= 0.8594266
## PC15 > -0.4957329
## PC18 > 1.574468
## PC24 > -2.660223
## PC30 > -1.663647
## PC32 <= 0.5145212
## PC40 <= 2.548591
## PC60 > 0.1094435
## -> class 0\|1 [0.976]
##
## Rule 37/33: (165.7/4.2, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC15 > -0.4957329
## PC17 <= -0.5324037
## PC18 > -0.6947346
## PC18 <= 1.574468
## PC23 > -1.15308
## PC31 <= 0.1235708
## PC42 <= 1.217813
## PC48 <= 0.3602106
## PC76 <= 2.551649
## PC78 > -0.8622555
## PC84 > -0.5115048
## -> class 0\|1 [0.969]
##
## Rule 37/34: (256.4/6.9, lift 10.6)
## PC18 > 1.574468
## PC19 > -0.1523438
## PC24 > -2.660223
## PC30 > -1.663647
## PC32 <= 0.5145212
## PC36 <= 2.547284
## PC40 <= 2.548591
## PC46 <= 0.4887946
## PC52 <= 0.7453421
## PC76 <= 0.6833994
## PC84 > -0.527899
## PC86 <= 0.2967954
## PC93 <= 0.8063704
## PC100 > -0.8964332
## -> class 0\|1 [0.969]
##
## Rule 37/35: (249.8/7, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1746644
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC17 > -0.5324037
## PC18 > -0.7097994
## PC18 <= 1.574468
## PC20 > -2.008333
## PC23 > -1.15308
## PC42 <= 1.217813
## PC48 <= 0.3602106
## PC50 <= 1.292714
## PC76 > -1.550991
## PC78 > -0.8622555
## PC84 > -0.5115048
## PC90 > -1.207988
## PC96 <= 1.564986
## -> class 0\|1 [0.968]
##
## Rule 37/36: (82.9/1.8, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.506931
## PC18 > -0.7097994
## PC24 > -2.660223
## PC42 <= 2.376789
## PC57 <= -0.6476845
## PC58 > -1.082893
## PC60 <= 0.1094435
## PC71 > -0.4993003
## PC76 <= 0.6833994
## PC77 > -0.3261121
## PC86 <= 0.2967954
## -> class 0\|1 [0.966]
##
## Rule 37/37: (25, lift 10.5)
## PC18 > 2.058226
## PC18 <= 4.696475
## PC97 <= -5.848366
## -> class 0\|1 [0.963]
##
## Rule 37/38: (23.4, lift 10.5)
## PC2 > 7.111013
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > 1.574468
## PC32 > 0.5145212
## -> class 0\|1 [0.961]
##
## Rule 37/39: (23, lift 10.5)
## PC15 > -0.4957329
## PC18 > -0.7097994
## PC20 > 2.311481
## PC42 > 1.576579
## -> class 0\|1 [0.960]
##
## Rule 37/40: (126.5/4.2, lift 10.5)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > 1.574468
## PC55 <= -0.5464703
## PC60 > -1.844958
## -> class 0\|1 [0.960]
##
## Rule 37/41: (30.8/0.5, lift 10.4)
## PC13 <= 7.506931
## PC18 > 1.574468
## PC19 <= -0.1523438
## PC24 > -2.660223
## PC32 <= 0.5145212
## PC42 <= 2.376789
## PC53 > 1.160364
## PC60 <= 0.1094435
## PC71 > -0.4993003
## -> class 0\|1 [0.954]
##
## Rule 37/42: (15, lift 10.3)
## PC4 <= -3.419555
## PC12 > 0.8509473
## PC13 <= 7.506931
## PC18 > 1.574468
## PC42 <= 2.376789
## -> class 0\|1 [0.941]
##
## Rule 37/43: (14.3, lift 10.2)
## PC7 <= -0.5995725
## PC13 > 7.506931
## PC18 > 2.058226
## PC42 > -3.974739
## -> class 0\|1 [0.939]
##
## Rule 37/44: (94.1/6.1, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7813665
## PC16 <= 0.9115692
## PC18 <= -0.7097994
## PC20 > -3.549603
## PC57 > 0.5255969
## -> class 0\|1 [0.926]
##
## Rule 37/45: (50.1/2.8, lift 10.1)
## PC2 > 2.5099
## PC8 > 0.1232483
## PC15 <= -0.4957329
## PC16 <= 0.7175595
## PC18 > -0.7097994
## PC46 <= 0.2293818
## -> class 0\|1 [0.926]
##
## Rule 37/46: (26.7/1.1, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 0.8594266
## PC18 > -0.7097994
## PC18 <= 2.144698
## PC19 <= -0.1523438
## PC35 <= 0.5582652
## PC55 > -0.5464703
## PC58 > -1.082893
## PC60 <= 0.1094435
## PC71 > -0.4993003
## PC76 <= 0.6833994
## PC86 <= 0.2967954
## -> class 0\|1 [0.925]
##
## Rule 37/47: (14.3/0.2, lift 10.1)
## PC2 <= 7.111013
## PC13 <= 7.506931
## PC18 > 1.574468
## PC60 > -1.844958
## PC89 > 1.57139
## -> class 0\|1 [0.924]
##
## Rule 37/48: (10.8, lift 10.1)
## PC2 > 2.5099
## PC14 <= 0.3186164
## PC18 > -0.7097994
## PC35 <= -0.7914755
## PC67 > -0.3901699
## PC68 <= 0.809797
## -> class 0\|1 [0.922]
##
## Rule 37/49: (8.2, lift 9.8)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 > -0.7097994
## PC32 > 0.5145212
## PC42 > 0.7155671
## PC55 > -0.5464703
## -> class 0\|1 [0.902]
##
## Rule 37/50: (168.5/19.7, lift 9.6)
## PC2 > 2.5099
## PC7 <= -0.9216638
## PC18 > 1.574468
## PC32 <= 0.5145212
## PC42 <= 2.376789
## PC53 > -1.918929
## PC72 <= 1.105367
## -> class 0\|1 [0.878]
##
## Rule 37/51: (197.3/26.3, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC15 > -0.4957329
## PC18 > -0.7097994
## PC18 <= 1.574468
## PC62 > 0.2452577
## PC84 > -0.5115048
## PC90 > -1.207988
## PC96 <= 1.564986
## PC98 <= 0.1623267
## -> class 0\|1 [0.863]
##
## Rule 37/52: (130.1/19.6, lift 9.2)
## PC3 > -4.011993
## PC18 > 1.574468
## PC24 > -2.660223
## PC32 <= 0.5145212
## PC36 <= 2.547284
## PC58 > -1.082893
## PC71 > -0.4993003
## PC76 <= 0.6833994
## PC88 > 0.4745745
## PC100 > -0.8964332
## -> class 0\|1 [0.844]
##
## Rule 37/53: (14.9/3.6, lift 7.9)
## PC2 > 2.5099
## PC9 > 0.6018866
## PC18 > 1.574468
## PC32 > 0.5145212
## -> class 0\|1 [0.728]
##
## Rule 37/54: (49.4/16.5, lift 7.2)
## PC13 > 7.506931
## PC18 > 4.696475
## -> class 0\|1 [0.659]
##
## Rule 37/55: (28.1, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -3.67416
## PC13 <= 7.506931
## PC15 > -0.4957329
## PC18 <= 1.574468
## PC23 <= -1.15308
## PC42 <= 1.576579
## PC62 > 0.2452577
## PC98 <= 0.1623267
## -> class 0\|2 [0.967]
##
## Rule 37/56: (58.2/1.9, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC56 <= -5.290535
## PC97 > -1.064425
## -> class 0\|2 [0.953]
##
## Rule 37/57: (30.2/7, lift 7.9)
## PC1 <= -0.7152014
## PC2 > 2.5099
## PC18 > 1.574468
## PC24 > -2.660223
## PC32 <= 0.5145212
## PC35 <= 0.5582652
## PC73 <= -1.493921
## -> class 0\|2 [0.751]
##
## Rule 37/58: (8039.1/6136.8, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.237]
##
## Rule 37/59: (100.2, lift 10.6)
## PC2 > 2.5099
## PC4 > -7.746524
## PC4 <= 7.836419
## PC7 > -0.7813665
## PC18 > -2.15512
## PC18 <= -0.7097994
## PC34 > -2.314299
## PC65 <= 1.247864
## PC69 > 0.5042666
## PC72 > -0.1523767
## PC74 > -0.7706462
## PC81 <= 0.6315112
## PC94 <= 0.5915225
## -> class 0\|3 [0.990]
##
## Rule 37/60: (87.8, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -5.472937
## PC15 <= -0.2264823
## PC18 > -2.15512
## PC18 <= -0.7097994
## PC65 <= 1.247864
## PC69 <= 0.4004261
## PC80 > -0.84135
## PC81 <= 1.244725
## PC90 > -0.609529
## PC94 <= 0.5915225
## PC97 > -1.064425
## PC100 > 0.04180783
## -> class 0\|3 [0.989]
##
## Rule 37/61: (87.7, lift 10.6)
## PC2 > 2.5099
## PC4 <= 7.836419
## PC6 > -0.8754076
## PC7 > -0.7813665
## PC18 <= -0.7097994
## PC34 > -2.314299
## PC54 <= 2.065378
## PC65 <= 1.247864
## PC72 > 0.6299963
## PC79 > -1.504458
## PC89 <= 1.268331
## PC91 <= 1.420342
## -> class 0\|3 [0.989]
##
## Rule 37/62: (167.7/1.2, lift 10.6)
## PC2 > 2.953784
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.836419
## PC18 <= -2.15512
## PC34 > -2.314299
## PC36 <= 1.282304
## PC45 > -0.9751545
## PC54 > -1.563718
## PC57 <= 1.53678
## PC65 <= 1.247864
## PC67 > -0.2912059
## PC71 <= 0.4617079
## PC87 <= -0.1697736
## PC94 <= 0.5915225
## -> class 0\|3 [0.987]
##
## Rule 37/63: (69.1, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.580942
## PC18 <= -0.7097994
## PC56 > -5.290535
## PC80 > -0.84135
## PC89 <= 1.268331
## -> class 0\|3 [0.986]
##
## Rule 37/64: (84.2/0.2, lift 10.6)
## PC2 > 2.5099
## PC6 > -0.8754076
## PC8 <= -0.3975045
## PC18 <= -0.7097994
## PC65 > -0.8018348
## PC81 <= 0.6315112
## PC94 > 0.5915225
## -> class 0\|3 [0.986]
##
## Rule 37/65: (68.2, lift 10.6)
## PC4 > -7.746524
## PC4 <= 7.836419
## PC18 <= -0.7097994
## PC34 > -2.314299
## PC56 > -5.290535
## PC81 <= 1.244725
## PC89 <= 1.268331
## PC91 > 1.420342
## PC97 > -1.064425
## -> class 0\|3 [0.986]
##
## Rule 37/66: (57.5, lift 10.6)
## PC2 > 2.5099
## PC4 <= 7.836419
## PC10 > -5.74791
## PC18 <= -0.7097994
## PC39 <= -1.403201
## PC52 > -2.073509
## PC89 <= 1.268331
## -> class 0\|3 [0.983]
##
## Rule 37/67: (54.9, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.4957329
## PC30 > -3.208889
## PC40 <= -2.668637
## -> class 0\|3 [0.982]
##
## Rule 37/68: (85.2/0.9, lift 10.5)
## PC4 <= 7.836419
## PC6 > -1.630364
## PC10 > -5.74791
## PC18 <= -0.7097994
## PC45 <= -0.9751545
## PC56 > -5.290535
## PC65 <= 1.247864
## PC80 > -0.84135
## PC81 <= 1.244725
## PC89 <= 1.268331
## PC97 > -1.064425
## -> class 0\|3 [0.978]
##
## Rule 37/69: (58.4/0.6, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.836419
## PC18 <= -0.7097994
## PC54 > 2.422222
## -> class 0\|3 [0.974]
##
## Rule 37/70: (35.1, lift 10.4)
## PC4 <= 7.836419
## PC18 > -2.15512
## PC18 <= -0.7097994
## PC20 <= -3.048295
## PC34 > -2.314299
## PC81 <= 1.244725
## PC97 > -1.064425
## -> class 0\|3 [0.973]
##
## Rule 37/71: (33, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -5.74791
## PC18 > -2.15512
## PC18 <= -0.7097994
## PC34 > -2.314299
## PC79 > -1.504458
## PC89 <= 1.268331
## PC92 <= -1.097641
## PC94 <= 0.5915225
## -> class 0\|3 [0.971]
##
## Rule 37/72: (76.2/1.4, lift 10.4)
## PC2 > 2.5099
## PC4 > -7.746524
## PC4 <= 7.836419
## PC6 > -0.8754076
## PC10 > -5.74791
## PC18 <= -0.7097994
## PC20 > -3.048295
## PC34 > -2.314299
## PC50 > 0.3972851
## PC72 > -0.1523767
## PC74 > -0.7706462
## PC81 <= 1.244725
## PC89 <= 1.268331
## PC92 > -1.097641
## PC94 <= 0.5915225
## -> class 0\|3 [0.970]
##
## Rule 37/73: (28.1, lift 10.4)
## PC18 <= -0.7097994
## PC20 <= -2.030329
## PC54 <= 2.065378
## PC80 <= -0.84135
## PC97 > -1.064425
## -> class 0\|3 [0.967]
##
## Rule 37/74: (64.9/1.7, lift 10.3)
## PC2 > 2.5099
## PC4 <= 7.836419
## PC7 > -0.7813665
## PC18 <= -0.7097994
## PC52 <= -2.073509
## PC54 <= 2.065378
## PC56 > -5.290535
## PC81 <= 1.244725
## PC89 <= 1.268331
## PC97 > -1.064425
## -> class 0\|3 [0.959]
##
## Rule 37/75: (57.1/1.5, lift 10.3)
## PC6 > -1.630364
## PC7 <= -0.7813665
## PC10 > -6.138355
## PC10 <= -2.739409
## PC18 <= -0.7097994
## PC20 <= -3.549603
## -> class 0\|3 [0.958]
##
## Rule 37/76: (21.5, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.7097994
## PC34 > -2.314299
## PC56 > -5.290535
## PC65 <= -0.8018348
## PC81 <= 1.244725
## PC94 > 0.5915225
## PC97 > -1.064425
## -> class 0\|3 [0.957]
##
## Rule 37/77: (19.6, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 7.836419
## PC7 > -0.7813665
## PC18 > -2.15512
## PC18 <= -0.7097994
## PC20 > -3.048295
## PC52 > -2.073509
## PC58 <= 2.413135
## PC72 > -0.1523767
## PC74 > 0.1543131
## PC81 <= 1.244725
## PC100 <= 0.04180783
## -> class 0\|3 [0.954]
##
## Rule 37/78: (276.3/12, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -5.809279
## PC4 <= 7.836419
## PC7 > -0.7813665
## PC18 <= -0.7097994
## PC52 <= 4.255966
## PC97 <= -1.064425
## -> class 0\|3 [0.953]
##
## Rule 37/79: (39/0.9, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.506931
## PC15 <= -0.4957329
## PC18 > -0.7097994
## PC67 <= -0.3901699
## -> class 0\|3 [0.953]
##
## Rule 37/80: (27.5/0.5, lift 10.2)
## PC2 > 2.5099
## PC13 > 1.65137
## PC13 <= 7.506931
## PC18 > -0.7097994
## PC72 > 0.6901354
## -> class 0\|3 [0.950]
##
## Rule 37/81: (21.3/0.2, lift 10.2)
## PC3 <= 1.640775
## PC6 > 0.06071866
## PC18 > -2.15512
## PC18 <= -0.7097994
## PC74 <= 0.1543131
## PC79 > -1.504458
## PC80 > -0.84135
## PC80 <= 0.006284486
## PC100 <= 0.04180783
## -> class 0\|3 [0.947]
##
## Rule 37/82: (59.2/2.4, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC42 <= -3.974739
## -> class 0\|3 [0.945]
##
## Rule 37/83: (82.8/3.7, lift 10.1)
## PC10 > 3.486755
## PC13 > 7.506931
## PC18 > -0.7097994
## PC18 <= 2.058226
## PC19 <= -0.1092962
## PC27 > -1.313878
## PC46 > -0.5801165
## -> class 0\|3 [0.945]
##
## Rule 37/84: (41/1.4, lift 10.1)
## PC4 > 7.836419
## PC6 > -1.630364
## PC15 <= 1.30723
## PC37 <= -2.541755
## -> class 0\|3 [0.944]
##
## Rule 37/85: (15.1, lift 10.1)
## PC13 > 7.506931
## PC18 > 2.058226
## PC34 <= -1.386809
## -> class 0\|3 [0.941]
##
## Rule 37/86: (15.2, lift 10.1)
## PC4 > 7.836419
## PC15 <= 1.30723
## PC18 <= -0.7097994
## PC32 > -1.093292
## PC55 <= -1.653106
## -> class 0\|3 [0.939]
##
## Rule 37/87: (304.4/18.2, lift 10.1)
## PC2 > 2.953784
## PC4 > -7.746524
## PC4 <= 7.836419
## PC10 > -5.74791
## PC18 <= -2.15512
## PC19 > 0.04760263
## PC37 > -0.7685974
## PC54 > -1.563718
## PC57 <= 1.53678
## PC67 > -0.2912059
## PC71 <= 0.4617079
## PC79 > -1.504458
## PC80 > -0.84135
## PC94 <= 0.5915225
## -> class 0\|3 [0.937]
##
## Rule 37/88: (11.7, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.836419
## PC18 <= -0.7097994
## PC35 > 0.04797228
## PC56 > -5.290535
## PC80 <= -0.84135
## PC97 > -1.064425
## -> class 0\|3 [0.927]
##
## Rule 37/89: (485.4/37.2, lift 9.9)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 7.836419
## PC10 > -5.74791
## PC18 <= -2.15512
## PC26 <= 1.386091
## PC34 > -2.314299
## PC36 > -2.252803
## PC37 > -0.7685974
## PC54 > -1.563718
## PC57 <= 1.53678
## PC65 <= 0.522086
## PC67 > -0.2912059
## PC71 <= 0.4617079
## PC79 > -1.504458
## PC89 > -0.7280674
## PC89 <= 1.268331
## PC94 <= 0.5915225
## -> class 0\|3 [0.922]
##
## Rule 37/90: (28.3/2.1, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.4957329
## PC18 > -0.7097994
## PC30 > -3.208889
## PC64 > -7.719151
## PC68 > 0.809797
## -> class 0\|3 [0.897]
##
## Rule 37/91: (46.3/4.2, lift 9.6)
## PC4 <= 7.836419
## PC7 > -0.7813665
## PC18 <= -0.7097994
## PC34 <= -2.314299
## PC54 <= 2.065378
## PC55 > 0.1203865
## PC65 <= 1.247864
## PC79 > -1.504458
## -> class 0\|3 [0.893]
##
## Rule 37/92: (6.6, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1232483
## PC15 <= -0.4957329
## PC16 > 0.7175595
## PC18 > -0.7097994
## -> class 0\|3 [0.884]
##
## Rule 37/93: (32.9/8.4, lift 7.9)
## PC4 > 7.836419
## PC15 <= 1.30723
## PC18 <= -0.7097994
## PC32 > -1.093292
## PC50 > 0.3710762
## PC79 > -0.1174676
## -> class 0\|3 [0.731]
##
## Rule 37/94: (146.9/0.2, lift 25.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= 5.357594
## PC7 > -0.2138148
## PC15 <= -3.116522
## -> class 1\|0 [0.992]
##
## Rule 37/95: (86.1, lift 25.7)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC9 > 0.2354248
## PC10 > -0.7764253
## PC21 > 0.5815075
## -> class 1\|0 [0.989]
##
## Rule 37/96: (81.6/0.2, lift 25.7)
## PC1 > -0.430681
## PC7 > -0.2138148
## PC15 <= -3.116522
## PC62 <= -0.1436179
## -> class 1\|0 [0.985]
##
## Rule 37/97: (66.7, lift 25.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC9 > 0.2354248
## PC10 <= -0.3536676
## PC14 <= -0.02545058
## -> class 1\|0 [0.985]
##
## Rule 37/98: (62.8, lift 25.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC15 > -3.116522
## PC16 <= -0.3375987
## PC39 <= -0.2787243
## PC45 <= 0.4114607
## PC66 > 0.6722165
## -> class 1\|0 [0.985]
##
## Rule 37/99: (56.5, lift 25.6)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC6 <= 6.885673
## PC9 > 0.2354248
## PC10 > -0.3536676
## PC30 <= -0.1326851
## PC62 <= 0.798785
## -> class 1\|0 [0.983]
##
## Rule 37/100: (107/1, lift 25.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > -0.2138148
## PC15 <= -3.116522
## PC19 > 2.443388
## -> class 1\|0 [0.981]
##
## Rule 37/101: (26, lift 25.1)
## PC3 > 0.775887
## PC16 <= -0.3375987
## PC19 > 2.850371
## -> class 1\|0 [0.964]
##
## Rule 37/102: (32.4/0.2, lift 25.1)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC21 <= 0.08016512
## PC85 <= -0.7158679
## -> class 1\|0 [0.964]
##
## Rule 37/103: (38.6/0.6, lift 25.0)
## PC2 <= 2.5099
## PC15 > -3.116522
## PC16 <= -0.3375987
## PC24 > 2.458909
## -> class 1\|0 [0.961]
##
## Rule 37/104: (221.7/10.1, lift 24.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC21 > 0.08016512
## PC33 <= 0.843222
## PC46 > -0.6243815
## PC47 > -0.3196412
## PC65 > -0.01332929
## PC75 <= 1.283722
## PC84 > -0.6454148
## -> class 1\|0 [0.950]
##
## Rule 37/105: (11.9, lift 24.2)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC9 > 0.2354248
## PC28 <= 0.2483785
## PC100 > 2.621622
## -> class 1\|0 [0.928]
##
## Rule 37/106: (9.7, lift 23.8)
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC69 > 1.665034
## -> class 1\|0 [0.914]
##
## Rule 37/107: (75.1/5.7, lift 23.8)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC6 <= 6.885673
## PC9 > 0.2354248
## PC10 > -0.7764253
## PC33 <= -0.218712
## PC44 > -1.972712
## -> class 1\|0 [0.913]
##
## Rule 37/108: (4, lift 21.7)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC8 <= -1.171385
## PC9 > 0.2354248
## -> class 1\|0 [0.833]
##
## Rule 37/109: (29.6/4.8, lift 21.3)
## PC3 > 0.775887
## PC10 > -0.7764253
## PC15 <= -2.370731
## PC16 <= -0.3375987
## -> class 1\|0 [0.817]
##
## Rule 37/110: (16.5/4.2, lift 18.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC21 <= 0.08016512
## PC31 > 0.06599011
## -> class 1\|0 [0.717]
##
## Rule 37/111: (49/26.6, lift 12.0)
## PC3 > 0.775887
## PC12 > 2.678355
## PC15 > -3.116522
## PC16 > -0.3375987
## -> class 1\|0 [0.459]
##
## Rule 37/112: (114/1.8, lift 14.2)
## PC1 > 7.978601
## PC3 <= 0.775887
## PC6 <= 6.885673
## PC9 <= 0.2354248
## PC10 > -0.7764253
## PC28 <= 0.2483785
## PC53 > -1.73761
## PC84 > -1.186576
## -> class 1\|1 [0.976]
##
## Rule 37/113: (33.4, lift 14.1)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC6 > 6.885673
## PC15 > -3.116522
## PC28 <= 0.2483785
## PC39 > -0.3555914
## -> class 1\|1 [0.972]
##
## Rule 37/114: (34.2, lift 14.2)
## PC2 > 1.181762
## PC2 <= 2.5099
## PC10 > -0.7764253
## PC28 > -0.3354943
## PC45 <= -0.454103
## -> class 1\|1 [0.972]
##
## Rule 37/115: (30.8, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC8 > -0.03640735
## PC9 <= 0.2354248
## PC53 > -1.73761
## PC83 > 0.07350276
## -> class 1\|1 [0.969]
##
## Rule 37/116: (26, lift 14.0)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC5 <= 3.424831
## PC12 <= 2.678355
## PC14 <= -0.5155085
## PC28 > -0.3354943
## PC40 <= -0.9176133
## PC99 <= 1.836057
## -> class 1\|1 [0.964]
##
## Rule 37/117: (184.8/6.5, lift 14.0)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC6 <= 6.885673
## PC8 > -1.171385
## PC9 > 0.2354248
## PC10 > -0.3536676
## PC15 > -3.116522
## PC21 <= 0.5815075
## PC30 > -0.1326851
## PC33 > -0.218712
## PC44 > -1.972712
## PC78 > -0.1796459
## PC100 <= 2.621622
## -> class 1\|1 [0.960]
##
## Rule 37/118: (31.5/0.9, lift 13.7)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC10 > -0.7764253
## PC28 <= 0.2483785
## PC44 > -1.972712
## PC62 > 0.798785
## -> class 1\|1 [0.942]
##
## Rule 37/119: (226.4/14.2, lift 13.6)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC11 <= 2.631452
## PC15 > -2.370731
## PC16 <= -0.3375987
## PC24 <= 2.458909
## PC44 > -0.8625963
## PC66 <= 0.6722165
## PC68 > -2.199676
## PC92 <= 0.3518897
## PC99 <= 1.762854
## -> class 1\|1 [0.933]
##
## Rule 37/120: (28.9/1.3, lift 13.5)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC76 <= -1.506471
## PC79 > 0.1901409
## -> class 1\|1 [0.926]
##
## Rule 37/121: (52.3/6.5, lift 12.5)
## PC6 > 5.357594
## PC15 <= -3.116522
## PC19 <= 2.443388
## PC62 > -0.1436179
## -> class 1\|1 [0.861]
##
## Rule 37/122: (12.7/2.4, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC37 > 1.080778
## -> class 1\|1 [0.770]
##
## Rule 37/123: (14.9/3, lift 11.1)
## PC2 <= 2.5099
## PC6 <= -3.523347
## PC10 <= -0.7764253
## PC15 > -3.116522
## -> class 1\|1 [0.764]
##
## Rule 37/124: (1446.8/787, lift 6.6)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.456]
##
## Rule 37/125: (189.3, lift 14.2)
## PC2 > 2.926744
## PC3 > 1.640775
## PC11 <= 1.452828
## PC16 > 0.5655206
## PC25 <= 0.2291928
## PC38 <= 0.2084411
## PC45 > -1.785631
## -> class 1\|2 [0.995]
##
## Rule 37/126: (120.7, lift 14.2)
## PC3 > 0.775887
## PC19 <= 2.850371
## PC21 <= 0.8639979
## PC66 <= 0.6722165
## PC99 > 1.762854
## -> class 1\|2 [0.992]
##
## Rule 37/127: (119.9, lift 14.2)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC10 > -0.7764253
## PC11 > -1.594386
## PC12 <= 2.678355
## PC28 > -0.3354943
## PC54 > -0.1664843
## PC55 > 0.3809531
## -> class 1\|2 [0.992]
##
## Rule 37/128: (98.2, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC6 > -1.298463
## PC9 > -3.935763
## PC10 > -0.7764253
## PC15 > -3.116522
## PC28 > 0.2483785
## -> class 1\|2 [0.990]
##
## Rule 37/129: (86.6, lift 14.1)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC6 > 6.885673
## PC13 <= -0.03639736
## PC39 <= -0.3555914
## -> class 1\|2 [0.989]
##
## Rule 37/130: (91.7, lift 14.1)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC16 > -0.3375987
## PC42 > -0.5382626
## PC54 > -0.1664843
## PC60 > -1.116413
## PC77 <= -0.1812903
## -> class 1\|2 [0.989]
##
## Rule 37/131: (68.7, lift 14.1)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC16 > -0.3375987
## PC76 <= -1.506471
## PC79 <= 0.1901409
## -> class 1\|2 [0.986]
##
## Rule 37/132: (63.9, lift 14.1)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC16 > -0.3375987
## PC27 <= -0.2781816
## PC43 > -1.54088
## PC54 > -0.1664843
## PC100 > -1.163918
## -> class 1\|2 [0.985]
##
## Rule 37/133: (165.2/1.8, lift 14.1)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC5 > 3.424831
## PC12 <= 2.678355
## PC16 > -0.3375987
## PC76 > -1.506471
## PC77 <= 0.85829
## -> class 1\|2 [0.983]
##
## Rule 37/134: (89.2/0.6, lift 14.0)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC12 <= 2.678355
## PC15 > -3.116522
## PC16 > -0.3375987
## PC28 <= -0.3354943
## -> class 1\|2 [0.982]
##
## Rule 37/135: (58.1/0.2, lift 14.0)
## PC2 <= 1.181762
## PC3 > 0.775887
## PC12 <= 2.678355
## PC16 > -0.3375987
## PC45 <= -0.454103
## -> class 1\|2 [0.980]
##
## Rule 37/136: (47.4, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7764253
## PC45 > -0.454103
## PC54 > -0.1664843
## PC55 <= 0.3809531
## PC61 > 0.7707137
## -> class 1\|2 [0.980]
##
## Rule 37/137: (64.6/0.4, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.9499165
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC50 <= -0.1767377
## PC53 <= 0.2246432
## PC93 > -0.9696231
## -> class 1\|2 [0.980]
##
## Rule 37/138: (50.7, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC12 <= 2.678355
## PC18 <= -0.3420746
## PC42 > -0.5382626
## PC43 > -1.54088
## PC54 > -0.1664843
## -> class 1\|2 [0.979]
##
## Rule 37/139: (39.2, lift 13.9)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC16 <= -0.3375987
## PC21 <= 0.8639979
## PC44 <= -0.8625963
## -> class 1\|2 [0.976]
##
## Rule 37/140: (38.6, lift 13.9)
## PC1 > -0.430681
## PC9 > 0.2354248
## PC28 <= 0.2483785
## PC44 <= -1.972712
## -> class 1\|2 [0.975]
##
## Rule 37/141: (162.1/3, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC25 <= 0.2291928
## PC38 <= 0.2084411
## PC80 > -0.01617124
## -> class 1\|2 [0.975]
##
## Rule 37/142: (34.4, lift 13.9)
## PC1 > -0.430681
## PC16 > -0.3375987
## PC74 <= -1.947947
## -> class 1\|2 [0.973]
##
## Rule 37/143: (80.4/1.9, lift 13.8)
## PC3 > 0.775887
## PC16 > -0.3375987
## PC28 > -0.3354943
## PC40 > -0.9176133
## PC42 <= -0.5382626
## PC60 > -1.116413
## -> class 1\|2 [0.965]
##
## Rule 37/144: (43.6/0.7, lift 13.8)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC12 <= 2.678355
## PC43 <= -1.54088
## PC54 > -0.1664843
## -> class 1\|2 [0.964]
##
## Rule 37/145: (24.6, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC38 > 0.2084411
## PC80 > 0.4420462
## -> class 1\|2 [0.962]
##
## Rule 37/146: (22, lift 13.7)
## PC3 > 9.530685
## PC16 > 0.5655206
## PC38 > 0.2084411
## -> class 1\|2 [0.958]
##
## Rule 37/147: (20.2, lift 13.6)
## PC3 > 0.775887
## PC16 > -0.3375987
## PC66 <= 0.3529704
## PC67 <= -0.4471745
## -> class 1\|2 [0.955]
##
## Rule 37/148: (19.5, lift 13.6)
## PC1 > -0.430681
## PC10 > -0.7764253
## PC53 > -1.73761
## PC84 <= -1.186576
## -> class 1\|2 [0.954]
##
## Rule 37/149: (69/3.3, lift 13.4)
## PC3 > 0.775887
## PC5 <= 3.424831
## PC16 > -0.3375987
## PC28 > -0.3354943
## PC40 > -0.9176133
## PC60 <= -1.116413
## -> class 1\|2 [0.940]
##
## Rule 37/150: (49.5/2.5, lift 13.3)
## PC3 > 0.775887
## PC16 > -0.3375987
## PC66 > 0.3529704
## PC73 <= -0.8041395
## -> class 1\|2 [0.931]
##
## Rule 37/151: (35.6/1.8, lift 13.2)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC16 <= -0.3375987
## PC19 <= 2.850371
## PC21 <= 0.8639979
## PC24 <= 2.458909
## PC66 <= 0.6722165
## PC92 > 0.3518897
## -> class 1\|2 [0.926]
##
## Rule 37/152: (9.9, lift 13.1)
## PC3 > 0.775887
## PC5 <= 3.424831
## PC8 > 2.202107
## PC12 <= 2.678355
## PC15 > -3.116522
## PC16 > -0.3375987
## PC45 > -0.454103
## PC55 <= 0.3809531
## -> class 1\|2 [0.916]
##
## Rule 37/153: (40.6/3.1, lift 12.9)
## PC2 <= 2.5099
## PC3 > 0.775887
## PC5 <= 3.424831
## PC42 > -0.5382626
## PC55 <= 0.3809531
## PC100 <= -1.163918
## -> class 1\|2 [0.904]
##
## Rule 37/154: (4.8, lift 12.2)
## PC2 <= -0.3112209
## PC7 <= -0.2138148
## PC15 <= -3.116522
## PC25 <= -0.1286269
## -> class 1\|2 [0.853]
##
## Rule 37/155: (65.3/39.2, lift 5.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 <= -0.7764253
## PC15 > -3.116522
## PC82 > -0.02979328
## -> class 1\|2 [0.402]
##
## Rule 37/156: (90.4, lift 12.4)
## PC2 > 2.5099
## PC2 <= 2.926744
## PC3 > 1.640775
## PC16 > 0.5655206
## PC25 <= 0.2291928
## PC80 <= -0.01617124
## -> class 1\|3 [0.989]
##
## Rule 37/157: (146.1/1, lift 12.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.530685
## PC16 > 0.5655206
## PC38 > 0.2084411
## PC80 <= 0.4420462
## -> class 1\|3 [0.987]
##
## Rule 37/158: (23.1, lift 12.0)
## PC3 > 1.640775
## PC16 > 0.5655206
## PC45 <= -1.785631
## -> class 1\|3 [0.960]
##
## Rule 37/159: (10.5, lift 11.5)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC3 <= 0.775887
## PC6 <= 6.885673
## PC8 <= -0.03640735
## PC19 <= -1.56077
## PC28 <= 0.2483785
## -> class 1\|3 [0.920]
##
## Rule 37/160: (49.9/5.9, lift 10.9)
## PC3 > 0.775887
## PC15 > -3.116522
## PC16 <= -0.3375987
## PC21 > 0.8639979
## -> class 1\|3 [0.868]
##
## Rule 37/161: (6702.3/5113.4, lift 3.0)
## PC1 > -0.430681
## -> class 1\|3 [0.237]
##
## Rule 37/162: (389.8/1.6, lift 14.2)
## PC8 > 1.524369
## PC11 > -0.3749442
## PC18 > -0.3263489
## PC19 <= -1.45856
## PC21 > -0.2469342
## PC27 > -0.7059725
## PC28 <= 0.1391531
## PC35 > -0.7717217
## PC46 <= 1.381251
## PC66 > -0.4579953
## PC74 > -0.5431165
## PC82 <= 0.159428
## PC95 > -0.4132109
## PC97 > -0.2823915
## -> class 2\|0 [0.993]
##
## Rule 37/163: (454.9/6, lift 14.1)
## PC2 <= 2.5099
## PC8 > 1.524369
## PC11 > -0.9337804
## PC17 > -0.7005863
## PC18 > -0.4393744
## PC21 > -0.2469342
## PC23 <= 1.109486
## PC28 <= 0.1391531
## PC35 > -0.7717217
## PC43 > -2.314195
## PC62 <= 1.287956
## PC67 <= 0.4237977
## PC70 <= -0.04253618
## PC74 > -0.5431165
## PC95 > -0.4132109
## PC97 <= 0.615665
## PC98 > -0.7051479
## -> class 2\|0 [0.985]
##
## Rule 37/164: (395.9/5.4, lift 14.1)
## PC8 > 1.524369
## PC11 > -0.3749442
## PC18 > -0.3263489
## PC19 <= -0.4432499
## PC21 > -0.2469342
## PC23 <= 1.109486
## PC24 > -0.2442874
## PC27 > -0.7059725
## PC28 <= 0.1391531
## PC40 > -0.9540211
## PC46 <= 1.381251
## PC66 > -0.4579953
## PC74 > -0.5431165
## PC82 <= 0.159428
## PC95 > -0.4132109
## PC96 <= 0.1000973
## PC97 > -0.2823915
## PC98 > -0.7051479
## PC99 > -0.5358372
## -> class 2\|0 [0.984]
##
## Rule 37/165: (159.4/2.9, lift 13.9)
## PC1 <= -0.430681
## PC8 > -0.5962217
## PC11 > -0.9337804
## PC17 > -0.7005863
## PC21 > 1.625687
## PC35 > -0.7717217
## PC62 <= 1.287956
## PC70 > -0.04253618
## PC74 > -0.5431165
## PC95 > -0.4132109
## -> class 2\|0 [0.976]
##
## Rule 37/166: (38.6, lift 13.9)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC17 > -0.7005863
## PC21 > -0.2469342
## PC35 > -0.7717217
## PC52 <= -0.2062908
## PC95 > -0.4132109
## -> class 2\|0 [0.975]
##
## Rule 37/167: (55.1/1.9, lift 13.6)
## PC1 > -0.430681
## PC3 <= 0.775887
## PC10 > -0.7764253
## PC44 > 0.8094363
## PC53 <= -1.73761
## PC71 > -0.7803868
## -> class 2\|0 [0.950]
##
## Rule 37/168: (598.1/88, lift 12.2)
## PC1 <= -0.430681
## PC8 > 3.890498
## PC11 > -0.9337804
## PC21 > -0.2469342
## PC28 <= 0.1391531
## PC62 <= 1.287956
## -> class 2\|0 [0.852]
##
## Rule 37/169: (33.4/9.2, lift 10.1)
## PC1 > -0.430681
## PC10 > -0.7764253
## PC21 > 1.690459
## PC53 > -1.73761
## -> class 2\|0 [0.710]
##
## Rule 37/170: (37.1/13.6, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC12 > 1.739506
## PC24 > 0.3394841
## PC29 <= 0.3459832
## PC32 <= 1.07177
## PC57 > 0.0181126
## -> class 2\|0 [0.628]
##
## Rule 37/171: (244.1/122.4, lift 7.1)
## PC1 <= -0.430681
## PC2 > -1.242138
## PC2 <= 2.5099
## PC8 > -0.5962217
## -> class 2\|0 [0.499]
##
## Rule 37/172: (208.4/1.1, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC17 > -0.7005863
## PC19 > -0.4432499
## PC21 > -0.2469342
## PC21 <= 1.625687
## PC52 > -0.2062908
## PC70 > -0.04253618
## -> class 2\|1 [0.990]
##
## Rule 37/173: (72.5, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.4602508
## PC32 <= 1.07177
## PC59 > 0.6495147
## -> class 2\|1 [0.987]
##
## Rule 37/174: (77.6, lift 10.2)
## PC8 > 1.524369
## PC17 <= -0.7005863
## PC21 > 0.8932581
## -> class 2\|1 [0.987]
##
## Rule 37/175: (69.8, lift 10.1)
## PC1 <= -0.430681
## PC8 > 0.4602508
## PC11 > -2.867115
## PC94 > 0.9649578
## -> class 2\|1 [0.986]
##
## Rule 37/176: (171.8/1.5, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC11 <= -0.9337804
## PC21 > -0.2469342
## -> class 2\|1 [0.986]
##
## Rule 37/177: (64.6, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC23 <= -1.141519
## PC57 > 0.0181126
## PC73 <= 0.6773293
## -> class 2\|1 [0.985]
##
## Rule 37/178: (58, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC62 > 1.287956
## -> class 2\|1 [0.983]
##
## Rule 37/179: (58, lift 10.1)
## PC2 <= -9.459423
## -> class 2\|1 [0.983]
##
## Rule 37/180: (41.1, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC11 > -0.9337804
## PC98 <= -0.7051479
## -> class 2\|1 [0.977]
##
## Rule 37/181: (43.4, lift 10.0)
## PC1 <= -0.430681
## PC4 <= -0.3925926
## PC8 > 0.4602508
## PC8 <= 1.524369
## -> class 2\|1 [0.977]
##
## Rule 37/182: (51.4/0.3, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.4602508
## PC10 > 0.08886382
## PC33 <= -0.2136104
## PC86 <= 0.4824843
## -> class 2\|1 [0.976]
##
## Rule 37/183: (109.7/1.6, lift 10.0)
## PC1 <= -0.430681
## PC8 > 0.4602508
## PC8 <= 1.524369
## PC10 <= 0.08886382
## PC11 > -2.867115
## PC13 <= 0.4973793
## PC55 <= 0.960422
## PC56 > -0.1138912
## PC57 <= 0.0181126
## PC77 > -0.5466541
## PC100 <= 0.6354039
## -> class 2\|1 [0.976]
##
## Rule 37/184: (37.3, lift 10.0)
## PC1 <= -0.430681
## PC19 <= -0.4432499
## PC21 > -0.2469342
## PC27 <= -0.7059725
## PC70 > -0.04253618
## -> class 2\|1 [0.975]
##
## Rule 37/185: (41.9/0.1, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC23 <= 1.109486
## PC35 > -0.7717217
## PC67 > 0.4237977
## PC70 <= -0.04253618
## PC74 > -0.5431165
## PC95 > -0.4132109
## -> class 2\|1 [0.974]
##
## Rule 37/186: (106.5/1.9, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC21 > -0.2469342
## PC28 > 0.1391531
## -> class 2\|1 [0.973]
##
## Rule 37/187: (30.9, lift 10.0)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC18 <= -0.4393744
## PC70 <= -0.04253618
## PC100 <= 3.426843
## -> class 2\|1 [0.970]
##
## Rule 37/188: (29.4, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC21 > -0.2469342
## PC62 <= 1.287956
## PC95 > -0.4132109
## PC97 > 0.615665
## -> class 2\|1 [0.968]
##
## Rule 37/189: (217/6.8, lift 9.9)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC8 <= 3.890498
## PC10 > -0.3894038
## PC21 > -0.2469342
## PC74 <= -0.5431165
## -> class 2\|1 [0.964]
##
## Rule 37/190: (25.9, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -1.672862
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC57 <= 0.0181126
## -> class 2\|1 [0.964]
##
## Rule 37/191: (26.1, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC68 <= 2.248143
## PC70 <= -0.9037994
## -> class 2\|1 [0.964]
##
## Rule 37/192: (24.9, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC32 <= 1.07177
## PC44 <= 0.4090476
## PC57 > 0.0181126
## PC63 <= -0.03059296
## PC66 <= 0.7848546
## PC94 <= -0.402661
## -> class 2\|1 [0.963]
##
## Rule 37/193: (24.9, lift 9.9)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC11 > -0.3749442
## PC19 > -1.45856
## PC21 <= 1.625687
## PC24 <= -0.2442874
## PC70 > -0.04253618
## PC82 <= 0.159428
## PC95 > -0.4132109
## -> class 2\|1 [0.963]
##
## Rule 37/194: (81.9/2.3, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= -0.07368977
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC9 > -3.427582
## PC24 <= 0.3394841
## PC44 > 0.4090476
## PC57 > 0.0181126
## PC66 <= 0.7848546
## PC83 > -0.5020362
## -> class 2\|1 [0.960]
##
## Rule 37/195: (22.7, lift 9.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC15 > -3.116522
## PC20 <= 0.04032865
## PC44 > 0.8094363
## PC71 <= -0.7803868
## -> class 2\|1 [0.959]
##
## Rule 37/196: (20.4, lift 9.8)
## PC1 <= -0.430681
## PC8 > -0.5962217
## PC19 <= -0.4432499
## PC21 > -0.2469342
## PC40 <= -0.9540211
## PC70 > -0.04253618
## -> class 2\|1 [0.955]
##
## Rule 37/197: (19.7, lift 9.8)
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC14 <= 2.695498
## PC69 > 0.6583375
## PC94 <= -1.43073
## -> class 2\|1 [0.954]
##
## Rule 37/198: (64.2/2.1, lift 9.8)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC74 > -0.5431165
## PC95 <= -0.4132109
## -> class 2\|1 [0.953]
##
## Rule 37/199: (214.8/9.3, lift 9.8)
## PC1 <= -0.430681
## PC2 <= -1.242138
## PC7 > 0.1417766
## PC8 > 1.524369
## PC21 <= -0.2469342
## PC40 > -1.644845
## PC89 > -0.504802
## PC93 <= 0.6464217
## PC100 <= 3.426843
## -> class 2\|1 [0.952]
##
## Rule 37/200: (134/5.5, lift 9.8)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC11 <= -0.3749442
## PC17 > -0.7005863
## PC21 > -0.2469342
## PC21 <= 1.625687
## PC70 > -0.04253618
## -> class 2\|1 [0.952]
##
## Rule 37/201: (100.4/5.2, lift 9.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.444064
## PC14 <= 2.695498
## PC73 <= -1.499911
## -> class 2\|1 [0.940]
##
## Rule 37/202: (99.7/5.2, lift 9.7)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC17 > -0.7005863
## PC19 > -1.45856
## PC21 <= 1.625687
## PC66 > -0.4579953
## PC97 > -0.2823915
## PC99 <= -0.5358372
## -> class 2\|1 [0.939]
##
## Rule 37/203: (31.3/1.1, lift 9.6)
## PC2 <= 2.5099
## PC6 <= -1.298463
## PC10 > -0.7764253
## PC28 > 0.2483785
## -> class 2\|1 [0.938]
##
## Rule 37/204: (13.3, lift 9.6)
## PC1 <= -0.430681
## PC8 > 0.4602508
## PC8 <= 1.524369
## PC15 <= -1.665638
## PC57 <= 0.0181126
## -> class 2\|1 [0.935]
##
## Rule 37/205: (49.9/2.7, lift 9.5)
## PC1 <= -1.286841
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC32 > 1.07177
## PC37 <= 1.080778
## -> class 2\|1 [0.928]
##
## Rule 37/206: (14.6/0.2, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC13 <= -0.06318575
## PC24 <= 0.3394841
## PC32 <= 1.07177
## PC43 <= 0.4099995
## PC44 <= 0.4090476
## PC57 > 0.0181126
## PC63 <= -0.03059296
## PC73 <= 0.6773293
## PC78 <= -0.12034
## -> class 2\|1 [0.928]
##
## Rule 37/207: (83.7/5.2, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC35 <= -0.7717217
## -> class 2\|1 [0.927]
##
## Rule 37/208: (11.5, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC21 > -0.2469342
## PC23 > 1.109486
## -> class 2\|1 [0.926]
##
## Rule 37/209: (13/0.1, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC19 <= -0.4432499
## PC21 <= 1.625687
## PC82 <= 0.159428
## PC97 <= -0.2823915
## -> class 2\|1 [0.925]
##
## Rule 37/210: (13.9/0.3, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC43 <= -2.314195
## PC70 <= -0.04253618
## -> class 2\|1 [0.920]
##
## Rule 37/211: (10.1, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > 0.3183724
## PC8 > -0.5962217
## -> class 2\|1 [0.917]
##
## Rule 37/212: (57/4.2, lift 9.4)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC19 > -1.45856
## PC21 > -0.2469342
## PC21 <= 1.625687
## PC66 > -0.4579953
## PC70 > -0.04253618
## PC96 > 0.1000973
## PC99 > -0.5358372
## -> class 2\|1 [0.912]
##
## Rule 37/213: (10.6/0.1, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 0.4602508
## PC21 <= -0.4342789
## PC50 <= -0.3151356
## PC57 <= 0.0181126
## -> class 2\|1 [0.911]
##
## Rule 37/214: (71.7/5.8, lift 9.3)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC19 <= -0.4432499
## PC21 <= 1.625687
## PC40 > -0.9540211
## PC70 > -0.04253618
## PC82 > 0.159428
## -> class 2\|1 [0.907]
##
## Rule 37/215: (209.3/19, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 > -0.8809682
## PC8 > -0.5962217
## PC8 <= 1.475991
## PC22 > -1.062194
## PC24 <= 0.3394841
## PC32 <= 1.07177
## PC57 > 0.0181126
## PC63 > -0.03059296
## PC66 <= 0.7848546
## PC73 <= 0.6773293
## PC96 <= 0.911425
## -> class 2\|1 [0.905]
##
## Rule 37/216: (8.5, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC62 <= 1.287956
## PC66 <= -0.4579953
## PC70 > -0.04253618
## PC82 <= 0.159428
## -> class 2\|1 [0.905]
##
## Rule 37/217: (23.8/1.5, lift 9.3)
## PC1 <= -0.430681
## PC8 > 0.4602508
## PC8 <= 1.524369
## PC10 > 0.08886382
## PC32 <= 1.07177
## PC57 <= 0.0181126
## PC86 > 0.4824843
## -> class 2\|1 [0.902]
##
## Rule 37/218: (57.2/6.4, lift 9.0)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC23 <= 1.109486
## PC46 > 1.381251
## PC70 > -0.04253618
## PC82 <= 0.159428
## PC100 <= 3.426843
## -> class 2\|1 [0.875]
##
## Rule 37/219: (59.5/8.3, lift 8.7)
## PC1 <= -0.430681
## PC3 > -1.672862
## PC8 > 0.4602508
## PC15 > -1.665638
## PC47 <= -0.3108139
## PC57 <= 0.0181126
## -> class 2\|1 [0.849]
##
## Rule 37/220: (52.3/8.3, lift 8.5)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC8 > -0.03640735
## PC9 <= 0.2354248
## PC21 <= 1.690459
## PC53 > -1.73761
## PC83 <= 0.07350276
## -> class 2\|1 [0.828]
##
## Rule 37/221: (3.6, lift 8.5)
## PC8 <= -0.5962217
## PC14 > 2.695498
## PC100 > 3.380966
## -> class 2\|1 [0.823]
##
## Rule 37/222: (22.6/3.4, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 0.4602508
## PC10 <= 0.6759831
## PC11 > -2.867115
## PC32 <= 1.07177
## PC37 <= 1.080778
## PC45 <= -0.02925749
## PC57 <= 0.0181126
## PC68 <= 2.248143
## -> class 2\|1 [0.822]
##
## Rule 37/223: (214.6, lift 11.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.672862
## PC8 > -0.5962217
## PC8 <= 0.4602508
## PC21 > -0.4342789
## PC32 <= 1.07177
## PC45 > -0.02925749
## PC57 <= 0.0181126
## PC70 > -0.9037994
## PC80 <= 1.371051
## -> class 2\|2 [0.995]
##
## Rule 37/224: (131.4, lift 11.8)
## PC1 <= -0.430681
## PC3 > -1.672862
## PC8 > -0.5962217
## PC8 <= 0.4602508
## PC10 > 0.6759831
## PC57 <= 0.0181126
## PC70 > -0.9037994
## PC80 <= 1.371051
## -> class 2\|2 [0.993]
##
## Rule 37/225: (60.2, lift 11.7)
## PC1 <= -0.430681
## PC5 > -0.6301011
## PC8 <= -0.5962217
## PC14 > 2.695498
## PC100 <= 3.380966
## -> class 2\|2 [0.984]
##
## Rule 37/226: (62.2, lift 11.7)
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC14 > -1.158034
## PC69 <= 0.6583375
## PC73 > -1.499911
## PC80 > -5.019813
## PC94 <= -1.43073
## -> class 2\|2 [0.984]
##
## Rule 37/227: (88.7/1.6, lift 11.5)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC46 > -0.459765
## PC50 <= 0.08431362
## PC75 > 0.244935
## PC96 <= 1.056638
## PC98 > 0.3162767
## -> class 2\|2 [0.971]
##
## Rule 37/228: (193/4.6, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.672862
## PC8 > -0.5962217
## PC8 <= 0.4602508
## PC32 <= 1.07177
## PC45 > -0.02925749
## PC50 > -0.3151356
## PC57 <= 0.0181126
## PC70 > -0.9037994
## PC80 <= 1.371051
## -> class 2\|2 [0.971]
##
## Rule 37/229: (30, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC55 > 0.960422
## PC70 > -0.9037994
## PC80 <= 1.371051
## -> class 2\|2 [0.969]
##
## Rule 37/230: (68.1/1.3, lift 11.5)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC25 > -0.23441
## PC41 > -1.202376
## PC46 > -0.459765
## PC57 > -0.1485425
## PC63 > 0.1136977
## PC75 > 0.244935
## PC94 > -1.43073
## -> class 2\|2 [0.968]
##
## Rule 37/231: (57.4/1.2, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 > -0.8809682
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC13 <= -0.06318575
## PC23 > -1.141519
## PC44 <= 0.4090476
## PC57 > 0.0181126
## PC63 <= -0.03059296
## PC73 <= 0.6773293
## PC78 > -0.12034
## PC94 > -0.402661
## -> class 2\|2 [0.963]
##
## Rule 37/232: (32.3/0.6, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC21 <= -0.2469342
## PC89 > -0.504802
## PC93 > 0.6464217
## PC100 <= 3.426843
## -> class 2\|2 [0.954]
##
## Rule 37/233: (17.8, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC19 > -3.737226
## PC23 > 2.986083
## PC43 <= -0.1305082
## -> class 2\|2 [0.949]
##
## Rule 37/234: (30.6/0.7, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC23 > 1.856815
## PC63 <= 0.1136977
## PC75 > 0.244935
## -> class 2\|2 [0.948]
##
## Rule 37/235: (16.4, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC9 <= -2.05063
## PC10 > -0.2628347
## PC57 > -0.1485425
## PC63 > 0.06972405
## -> class 2\|2 [0.946]
##
## Rule 37/236: (196.1/9.9, lift 11.2)
## PC1 <= -0.430681
## PC4 > -0.3925926
## PC4 <= 0.3183724
## PC8 > 0.4602508
## PC8 <= 1.524369
## PC10 > 0.08886382
## PC15 > -1.665638
## PC33 > -0.2136104
## PC47 > -0.3108139
## PC57 <= 0.0181126
## PC59 <= 0.6495147
## PC80 <= 1.371051
## PC86 <= 0.4824843
## PC94 <= 0.9649578
## -> class 2\|2 [0.945]
##
## Rule 37/237: (15.3, lift 11.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC5 > -0.8809682
## PC8 > -0.5962217
## PC22 <= -1.062194
## PC44 <= 0.4090476
## PC57 > 0.0181126
## -> class 2\|2 [0.942]
##
## Rule 37/238: (14.3, lift 11.1)
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC28 <= 0.05333866
## PC43 <= -2.145508
## PC65 <= 0.9605793
## PC73 > -1.499911
## -> class 2\|2 [0.939]
##
## Rule 37/239: (252.7/16.8, lift 11.0)
## PC1 <= -0.430681
## PC2 <= -0.7734096
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC19 > -3.613276
## PC26 <= 2.992713
## PC34 > -0.6106293
## PC36 > -0.5366641
## PC43 <= 0.493809
## PC45 <= 0.3124814
## PC57 <= -0.1485425
## PC76 <= 0.6005656
## PC81 <= 0.5084645
## -> class 2\|2 [0.930]
##
## Rule 37/240: (12.3, lift 11.0)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC6 <= 6.885673
## PC8 <= -0.03640735
## PC10 > -0.7764253
## PC28 <= 0.2483785
## PC90 <= -0.2438905
## -> class 2\|2 [0.927]
##
## Rule 37/241: (11.1, lift 11.0)
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC32 > -2.323757
## PC46 > -0.459765
## PC63 <= 0.1136977
## PC65 <= 0.9605793
## PC75 > 0.244935
## PC81 <= -0.5910969
## PC98 <= 0.3162767
## -> class 2\|2 [0.924]
##
## Rule 37/242: (16.3/0.6, lift 10.8)
## PC1 <= -3.121941
## PC8 <= -0.5962217
## PC36 > 0.1716714
## PC43 <= -0.1305082
## PC45 > -0.417484
## PC69 > -0.2608055
## PC98 <= 0.5052141
## -> class 2\|2 [0.912]
##
## Rule 37/243: (9.1, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC44 <= 0.4090476
## PC57 > 0.0181126
## PC96 > 0.911425
## -> class 2\|2 [0.910]
##
## Rule 37/244: (18.9/0.9, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC10 <= 0.08886382
## PC56 <= -0.1138912
## PC57 <= 0.0181126
## PC68 <= 2.248143
## -> class 2\|2 [0.908]
##
## Rule 37/245: (77.6/6.5, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC14 <= 2.695498
## PC73 > -1.499911
## PC80 > -1.003837
## PC96 > 1.056638
## -> class 2\|2 [0.906]
##
## Rule 37/246: (16.4/0.8, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC28 <= 0.05333866
## PC63 > 0.06972405
## PC73 > -1.499911
## PC75 <= 0.244935
## PC94 <= -0.3147855
## -> class 2\|2 [0.902]
##
## Rule 37/247: (7.8, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC22 <= -2.308918
## PC57 > -0.1485425
## -> class 2\|2 [0.898]
##
## Rule 37/248: (7.3, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC55 > 0.3726566
## PC57 > -0.1485425
## PC63 > 0.06972405
## PC75 <= 0.244935
## -> class 2\|2 [0.892]
##
## Rule 37/249: (6.1, lift 10.4)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC17 <= -0.7005863
## PC21 <= 0.8932581
## -> class 2\|2 [0.876]
##
## Rule 37/250: (25.8/2.6, lift 10.3)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC8 <= -0.03640735
## PC9 <= 0.2354248
## PC10 > -0.7764253
## PC28 <= 0.2483785
## PC36 > 0.3072344
## PC71 <= 0.5562124
## -> class 2\|2 [0.871]
##
## Rule 37/251: (33.5/4.5, lift 10.0)
## PC1 <= -0.430681
## PC8 > -0.5962217
## PC11 <= -2.867115
## PC57 <= 0.0181126
## -> class 2\|2 [0.846]
##
## Rule 37/252: (21.1/2.7, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC46 > -0.459765
## PC53 > 1.004849
## PC63 <= 0.1136977
## PC75 > 0.244935
## -> class 2\|2 [0.838]
##
## Rule 37/253: (36.5/5.6, lift 9.8)
## PC1 <= -0.430681
## PC3 > -1.672862
## PC4 <= 0.3183724
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC57 <= 0.0181126
## PC70 > -0.9037994
## PC80 <= 1.371051
## PC100 > 0.6354039
## -> class 2\|2 [0.827]
##
## Rule 37/254: (3.5, lift 9.7)
## PC1 <= -0.430681
## PC7 <= 0.1417766
## PC8 > 1.524369
## -> class 2\|2 [0.818]
##
## Rule 37/255: (13.5/1.9, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC10 <= -0.2628347
## PC57 > -0.1485425
## PC73 > -1.499911
## PC75 <= 0.244935
## -> class 2\|2 [0.812]
##
## Rule 37/256: (28/5.2, lift 9.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC32 <= 1.07177
## PC44 <= 0.4090476
## PC57 > 0.0181126
## PC66 <= 0.7848546
## PC73 > 0.6773293
## -> class 2\|2 [0.793]
##
## Rule 37/257: (62.2/12.7, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC21 <= -0.2469342
## PC40 <= -1.644845
## -> class 2\|2 [0.786]
##
## Rule 37/258: (7.6/1.2, lift 9.1)
## PC1 <= -0.430681
## PC8 > 1.524369
## PC21 <= -0.2469342
## PC89 <= -0.504802
## -> class 2\|2 [0.767]
##
## Rule 37/259: (136.2/31.8, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5962217
## PC43 <= -0.1305082
## PC45 > -0.417484
## PC69 > -0.2608055
## PC73 > -1.499911
## PC98 > 0.5052141
## -> class 2\|2 [0.763]
##
## Rule 37/260: (302.5/71.4, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5962217
## PC8 <= 1.524369
## PC12 <= 1.739506
## PC24 > 0.3394841
## PC32 <= 1.07177
## -> class 2\|2 [0.762]
##
## Rule 37/261: (150, lift 8.5)
## PC2 <= -0.3112209
## PC7 <= -0.2138148
## PC15 <= -3.116522
## PC44 <= 0.7675909
## PC89 > -0.03119614
## -> class 2\|3 [0.993]
##
## Rule 37/262: (90.8/1, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC19 > -3.737226
## PC21 <= 0.586365
## PC35 <= 0.1525605
## PC39 <= 0.1609569
## PC40 <= 0.7843856
## PC72 <= 0.5806286
## PC93 <= 0.334274
## -> class 2\|3 [0.978]
##
## Rule 37/263: (17.8, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC14 <= 2.695498
## PC57 > -0.1485425
## PC73 > -1.499911
## PC80 <= -1.003837
## PC94 > -1.43073
## PC96 > 1.056638
## -> class 2\|3 [0.949]
##
## Rule 37/264: (19.1/0.4, lift 8.0)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC14 <= 2.695498
## PC26 > 2.992713
## PC57 <= -0.1485425
## PC73 > -1.499911
## -> class 2\|3 [0.931]
##
## Rule 37/265: (342.2/171.4, lift 4.3)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC2 <= 2.5099
## PC3 <= 0.775887
## PC6 <= 6.885673
## PC9 <= 0.2354248
## PC21 <= 1.690459
## PC28 <= 0.2483785
## PC53 > -1.73761
## PC84 > -1.186576
## -> class 2\|3 [0.499]
##
## Rule 37/266: (11898.7/9573.3, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.195]
##
## Rule 37/267: (95.1, lift 26.4)
## PC5 > -0.4909315
## PC8 <= -2.684477
## PC35 > 0.1525605
## PC39 <= 0.1609569
## PC43 > -0.1305082
## PC48 > 0.2999064
## PC72 <= 0.5806286
## PC82 <= 0.1349488
## PC93 <= 0.334274
## -> class 2\|4 [0.990]
##
## Rule 37/268: (76.5, lift 26.4)
## PC1 <= -0.430681
## PC8 <= -2.684477
## PC16 <= 0.3713317
## PC21 > 0.586365
## PC43 > -0.1305082
## PC54 > -0.6063308
## PC82 <= 0.1349488
## -> class 2\|4 [0.987]
##
## Rule 37/269: (70.5, lift 26.3)
## PC1 <= -0.430681
## PC5 <= -0.4909315
## PC8 <= -2.684477
## PC16 <= 0.3713317
## PC43 > -0.1305082
## -> class 2\|4 [0.986]
##
## Rule 37/270: (90.5/0.6, lift 26.2)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC14 <= 2.695498
## PC69 <= -0.2608055
## PC73 > -1.499911
## PC76 > -1.21595
## PC89 <= -0.5535872
## -> class 2\|4 [0.983]
##
## Rule 37/271: (70.9/0.3, lift 26.2)
## PC1 > -0.430681
## PC7 <= -0.2138148
## PC15 <= -3.116522
## PC25 > -0.1286269
## PC88 <= 0.1066425
## PC89 <= -0.03119614
## -> class 2\|4 [0.982]
##
## Rule 37/272: (46, lift 26.1)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC14 <= 2.695498
## PC16 <= 0.3713317
## PC43 > -0.1305082
## PC82 <= 0.1349488
## PC93 > 0.334274
## PC100 > 0.2297387
## -> class 2\|4 [0.979]
##
## Rule 37/273: (33.3, lift 26.0)
## PC1 <= -0.430681
## PC8 > -2.684477
## PC19 <= -3.613276
## PC95 > 0.1109738
## -> class 2\|4 [0.972]
##
## Rule 37/274: (49.7/0.6, lift 25.9)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC16 <= 0.3713317
## PC40 > 0.7843856
## PC54 > -0.6063308
## PC82 <= 0.1349488
## -> class 2\|4 [0.969]
##
## Rule 37/275: (74.3/1.3, lift 25.9)
## PC2 <= 2.5099
## PC8 <= -0.5962217
## PC14 <= 2.695498
## PC16 <= -0.07891387
## PC43 > -0.1305082
## PC54 > -0.6063308
## PC72 > 0.5806286
## PC73 > -1.499911
## -> class 2\|4 [0.969]
##
## Rule 37/276: (26.5, lift 25.8)
## PC8 <= -0.5962217
## PC16 <= 0.3713317
## PC21 <= 0.586365
## PC43 > -0.1305082
## PC54 > -0.6063308
## PC55 <= 0.04324691
## PC59 <= -0.2201062
## PC82 <= 0.1349488
## PC93 > 0.334274
## -> class 2\|4 [0.965]
##
## Rule 37/277: (172.5/8.1, lift 25.3)
## PC8 <= -2.684477
## PC15 <= 0.1873499
## PC16 <= -0.07891387
## PC35 > 0.1525605
## PC39 <= 0.1609569
## PC43 > -0.1305082
## PC49 > -0.5007869
## PC54 > -0.6063308
## PC55 <= 0.04324691
## PC63 <= -0.1086794
## PC81 <= 0.1913427
## PC82 <= 0.1349488
## PC93 <= 0.334274
## -> class 2\|4 [0.948]
##
## Rule 37/278: (49.4/2.2, lift 25.0)
## PC8 <= -2.684477
## PC13 <= 0.4339964
## PC19 <= -3.737226
## PC44 > -0.4448911
## -> class 2\|4 [0.937]
##
## Rule 37/279: (35.4/1.6, lift 24.9)
## PC8 <= -0.5962217
## PC13 > -0.4311434
## PC14 <= 2.695498
## PC28 <= -0.007667756
## PC32 > -2.323757
## PC57 > -0.1485425
## PC65 > 0.9605793
## PC94 > -1.43073
## -> class 2\|4 [0.931]
##
## Rule 37/280: (8.6, lift 24.2)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC43 <= -0.1305082
## PC45 <= -0.417484
## PC69 > -0.2608055
## -> class 2\|4 [0.906]
##
## Rule 37/281: (7.4, lift 23.9)
## PC2 <= 2.5099
## PC8 > -2.684477
## PC14 <= -1.158034
## PC73 > -1.499911
## PC94 <= -1.43073
## -> class 2\|4 [0.894]
##
## Rule 37/282: (7.3, lift 23.8)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC3 <= 0.775887
## PC6 <= 6.885673
## PC10 > -0.7764253
## PC15 > -3.116522
## PC71 > 0.5562124
## -> class 2\|4 [0.892]
##
## Rule 37/283: (56.9/9.6, lift 21.9)
## PC7 <= -0.2138148
## PC15 <= -3.116522
## PC25 > -0.1286269
## PC44 > 0.7675909
## -> class 2\|4 [0.820]
##
## Rule 37/284: (34.2/8, lift 20.0)
## PC1 <= -3.121941
## PC8 <= -2.684477
## PC23 <= 2.986083
## PC36 <= 0.1716714
## PC41 <= -0.9082327
## PC43 <= -0.1305082
## -> class 2\|4 [0.750]
##
## Rule 37/285: (69.1/19.6, lift 19.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.5962217
## PC29 > 0.2788967
## PC32 > -2.323757
## PC57 > -0.1485425
## PC65 <= 0.9605793
## PC73 > -1.499911
## -> class 2\|4 [0.711]
##
## Default class: 2\|3
##
## ----- Trial 38: -----
##
## Rules:
##
## Rule 38/1: (85/0.1, lift 16.4)
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC17 > -0.5206551
## PC18 > 1.22969
## PC21 <= 0.6757784
## PC26 <= 0.6535319
## PC32 <= 0.8213294
## PC41 > -0.1972747
## PC62 <= 0.225319
## PC70 <= -1.144216
## -> class 0\|0 [0.987]
##
## Rule 38/2: (189.2/2.3, lift 16.3)
## PC2 <= 7.16485
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC15 > -0.1686241
## PC18 > 1.22969
## PC27 > -1.915255
## PC31 > -0.240381
## PC32 <= 0.8213294
## PC35 <= 0.4313429
## PC41 > -0.1972747
## PC62 > 0.225319
## PC69 > -2.198283
## -> class 0\|0 [0.983]
##
## Rule 38/3: (39.4, lift 16.2)
## PC2 <= 7.16485
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC18 > 1.22969
## PC21 <= 0.6757784
## PC30 <= -1.585843
## PC35 <= 0.4313429
## PC41 > -0.1972747
## -> class 0\|0 [0.974]
##
## Rule 38/4: (35.5, lift 16.2)
## PC2 <= 7.16485
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6535319
## PC32 <= 0.8213294
## PC35 <= 0.4313429
## PC41 > -0.1972747
## PC73 <= -1.454189
## -> class 0\|0 [0.973]
##
## Rule 38/5: (34.2, lift 16.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= 2.565007
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC31 > 0.1202893
## PC48 > 0.360111
## -> class 0\|0 [0.972]
##
## Rule 38/6: (35.4, lift 16.1)
## PC2 > 2.5099
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC15 > -0.2472632
## PC18 > 1.22969
## PC27 > -1.915255
## PC41 > -0.1972747
## PC55 <= -0.2019645
## PC58 > -1.082893
## PC85 <= -0.1312043
## -> class 0\|0 [0.971]
##
## Rule 38/7: (28.8, lift 16.1)
## PC2 > 2.5099
## PC9 > 0.411866
## PC18 > -0.4683644
## PC35 > 0.4313429
## -> class 0\|0 [0.967]
##
## Rule 38/8: (205.2/7.7, lift 15.9)
## PC2 <= 7.16485
## PC12 > -2.032964
## PC13 <= 7.506931
## PC17 > -0.5206551
## PC18 > 1.22969
## PC21 > -0.5056783
## PC32 > 0.8213294
## PC89 <= 1.57139
## PC91 <= 2.972407
## PC92 <= 2.570539
## -> class 0\|0 [0.958]
##
## Rule 38/9: (26.5/0.2, lift 15.9)
## PC2 <= 7.16485
## PC14 <= -0.376294
## PC18 > 1.22969
## PC35 <= 0.4313429
## PC41 > -0.1972747
## PC42 <= -1.689461
## -> class 0\|0 [0.957]
##
## Rule 38/10: (28/0.7, lift 15.7)
## PC2 > 7.16485
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC17 > -0.5206551
## PC18 > -0.4683644
## PC21 <= 0.6757784
## PC62 > 0.4510362
## PC91 <= 2.972407
## -> class 0\|0 [0.943]
##
## Rule 38/11: (359.9/25.8, lift 15.4)
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC14 > -0.376294
## PC15 > -0.2472632
## PC17 > -0.02346192
## PC18 > 1.22969
## PC21 > -0.9078286
## PC26 <= 0.6535319
## PC29 > -2.052711
## PC31 <= 0.2350941
## PC32 <= 0.8213294
## PC35 <= 0.4313429
## PC45 <= 1.476614
## PC47 <= 0.6402813
## PC54 <= 1.251162
## PC55 > -0.2019645
## PC55 <= 0.3556097
## PC58 > -1.082893
## PC62 <= 0.225319
## PC68 <= 0.9584473
## PC76 <= 0.7022016
## PC94 > -0.8775101
## PC95 <= 0.8596638
## -> class 0\|0 [0.926]
##
## Rule 38/12: (17.1/0.6, lift 15.3)
## PC13 <= 7.506931
## PC18 > 1.22969
## PC21 <= 0.6757784
## PC24 <= -1.576226
## PC35 > 0.4313429
## PC65 > -2.496761
## PC69 > -2.198283
## PC91 <= 2.972407
## -> class 0\|0 [0.917]
##
## Rule 38/13: (8.1, lift 15.0)
## PC2 > 2.5099
## PC4 <= 2.564981
## PC13 <= 7.506931
## PC18 > 1.22969
## PC69 <= -2.198283
## -> class 0\|0 [0.901]
##
## Rule 38/14: (30/7.8, lift 12.1)
## PC6 > -0.4129731
## PC13 > 7.506931
## PC18 > 2.798275
## PC83 > -4.32544
## -> class 0\|0 [0.725]
##
## Rule 38/15: (26.3/6.9, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.443306
## PC12 > -2.032964
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC65 > -2.496761
## PC96 <= 1.510504
## -> class 0\|0 [0.720]
##
## Rule 38/16: (1031.8/471.2, lift 9.0)
## PC12 > -2.032964
## PC18 > 1.22969
## PC69 > -2.198283
## PC92 <= -0.1891248
## -> class 0\|0 [0.543]
##
## Rule 38/17: (115/0.6, lift 10.8)
## PC3 <= 1.640775
## PC14 > -0.376294
## PC18 > -0.4683644
## PC32 <= 0.8213294
## PC45 > 1.476614
## PC65 > -2.496761
## PC70 > -1.144216
## PC73 > -1.454189
## -> class 0\|1 [0.986]
##
## Rule 38/18: (62.9, lift 10.8)
## PC4 <= 8.368616
## PC17 <= -0.5206551
## PC18 > 1.22969
## PC23 > 0.3305984
## PC69 > -2.198283
## -> class 0\|1 [0.985]
##
## Rule 38/19: (104.6/0.8, lift 10.8)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > 1.22969
## PC32 <= 0.8213294
## PC40 > -2.874519
## PC65 > -2.496761
## PC69 > -2.198283
## PC70 > -1.144216
## PC76 > 0.7022016
## PC99 > -1.763915
## -> class 0\|1 [0.983]
##
## Rule 38/20: (54.4, lift 10.8)
## PC2 > 2.5099
## PC2 <= 7.16485
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC32 <= 0.8213294
## PC41 > -0.1972747
## PC58 > -1.082893
## PC62 <= 0.225319
## PC65 > -2.496761
## PC69 > -2.198283
## PC70 > -1.144216
## PC95 > 0.8596638
## -> class 0\|1 [0.982]
##
## Rule 38/21: (49.1, lift 10.8)
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC18 > 1.22969
## PC21 <= -0.9078286
## PC29 > -2.052711
## PC40 > -2.874519
## PC54 <= 1.251162
## PC62 <= 0.225319
## -> class 0\|1 [0.980]
##
## Rule 38/22: (48.7, lift 10.7)
## PC2 > 2.5099
## PC73 <= -1.0238
## PC82 > -2.506272
## PC82 <= -2.288954
## -> class 0\|1 [0.979]
##
## Rule 38/23: (45.7, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC31 <= -0.240381
## PC32 <= 0.8213294
## PC41 > -0.1972747
## PC62 > 0.225319
## PC91 <= 2.972407
## PC99 > -1.763915
## -> class 0\|1 [0.979]
##
## Rule 38/24: (43.6, lift 10.7)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > 1.22969
## PC65 > -2.496761
## PC91 > 2.972407
## -> class 0\|1 [0.978]
##
## Rule 38/25: (38.2, lift 10.7)
## PC2 > 2.5099
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC18 > 1.22969
## PC62 <= 0.225319
## PC94 <= -0.8775101
## PC99 > -1.763915
## -> class 0\|1 [0.975]
##
## Rule 38/26: (110.7/2.5, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC15 > -0.5578569
## PC18 <= -0.4683644
## PC20 > -3.440173
## PC23 > -1.607909
## PC99 > -0.0291126
## -> class 0\|1 [0.969]
##
## Rule 38/27: (126.4/3.2, lift 10.6)
## PC2 > 2.929633
## PC12 > -2.032964
## PC15 <= -0.2472632
## PC18 > 1.22969
## PC21 <= 0.6757784
## PC32 <= 0.8213294
## PC65 > -2.496761
## PC69 > -2.198283
## PC70 > -1.144216
## PC99 > -1.763915
## -> class 0\|1 [0.967]
##
## Rule 38/28: (23, lift 10.5)
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC18 > 1.22969
## PC27 <= -1.915255
## PC40 > -2.874519
## PC99 > -1.763915
## -> class 0\|1 [0.960]
##
## Rule 38/29: (117.5/3.9, lift 10.5)
## PC4 <= 8.368616
## PC14 <= -0.376294
## PC18 > 1.22969
## PC30 > -1.585843
## PC35 <= 0.4313429
## PC42 > -1.689461
## PC62 <= 0.225319
## PC69 > -2.198283
## PC99 > -1.763915
## -> class 0\|1 [0.959]
##
## Rule 38/30: (109.8/3.8, lift 10.5)
## PC2 > 2.5099
## PC12 > -2.032964
## PC18 > 1.22969
## PC26 <= 0.6535319
## PC31 <= 0.2350941
## PC32 <= 0.8213294
## PC55 <= -0.2019645
## PC62 <= 0.225319
## PC65 > -2.496761
## PC69 > -2.198283
## PC83 > -4.32544
## PC85 > -0.1312043
## PC99 > -1.763915
## -> class 0\|1 [0.957]
##
## Rule 38/31: (52.3/2.1, lift 10.3)
## PC6 <= -0.4129731
## PC13 > 7.506931
## PC18 > 2.798275
## PC39 > -1.981903
## PC56 > -1.880242
## -> class 0\|1 [0.942]
##
## Rule 38/32: (54.8/2.9, lift 10.2)
## PC2 > 2.929633
## PC13 <= 7.506931
## PC18 > 1.22969
## PC21 <= 0.6757784
## PC31 > 0.2350941
## PC32 <= 0.8213294
## PC65 > -2.496761
## PC70 > -1.144216
## -> class 0\|1 [0.932]
##
## Rule 38/33: (189.8/12.9, lift 10.2)
## PC9 <= 0.411866
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > 1.22969
## PC35 > 0.4313429
## PC65 > -2.496761
## -> class 0\|1 [0.927]
##
## Rule 38/34: (39.8/2.5, lift 10.0)
## PC2 > 2.5099
## PC13 <= 7.506931
## PC14 > -0.376294
## PC18 > 1.22969
## PC32 <= 0.8213294
## PC54 > 1.251162
## PC62 <= 0.225319
## PC73 > -1.454189
## PC95 <= 0.8596638
## -> class 0\|1 [0.916]
##
## Rule 38/35: (126.9/10.4, lift 10.0)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC28 <= -0.05609887
## PC75 <= 0.3161861
## -> class 0\|1 [0.911]
##
## Rule 38/36: (6.9, lift 9.7)
## PC2 > 2.5099
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC32 > 0.8213294
## PC89 > 1.57139
## -> class 0\|1 [0.887]
##
## Rule 38/37: (70.7/7.8, lift 9.6)
## PC2 > 2.5099
## PC4 <= 8.368616
## PC13 <= 7.506931
## PC18 > 1.22969
## PC30 > -1.585843
## PC32 <= 0.8213294
## PC55 > 0.3556097
## PC62 <= 0.225319
## PC73 > -1.454189
## PC95 <= 0.8596638
## -> class 0\|1 [0.878]
##
## Rule 38/38: (12.7/1.3, lift 9.3)
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.4683644
## PC20 > -3.440173
## PC82 <= -3.211718
## -> class 0\|1 [0.844]
##
## Rule 38/39: (14.8/2.1, lift 8.9)
## PC12 > -2.032964
## PC18 > 1.22969
## PC21 <= -0.5056783
## PC32 > 0.8213294
## PC65 > -2.496761
## PC69 > -2.198283
## -> class 0\|1 [0.814]
##
## Rule 38/40: (57.7/29.4, lift 5.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC16 <= -0.4606844
## PC18 <= -0.4683644
## PC82 > -2.288954
## -> class 0\|1 [0.491]
##
## Rule 38/41: (3323.8/1749.1, lift 5.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## -> class 0\|1 [0.474]
##
## Rule 38/42: (69.8, lift 10.8)
## PC2 > 2.5099
## PC12 <= -2.032964
## PC18 > -0.4683644
## PC46 <= 1.806851
## PC83 > -4.32544
## -> class 0\|2 [0.986]
##
## Rule 38/43: (64.2, lift 10.8)
## PC3 <= -1.953879
## PC4 > 6.738916
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC20 > -4.769302
## -> class 0\|2 [0.985]
##
## Rule 38/44: (66.1, lift 10.8)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC42 > 1.576162
## PC98 > 0.01834231
## -> class 0\|2 [0.985]
##
## Rule 38/45: (61.3, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.4683644
## PC20 > -3.440173
## PC49 > -1.24435
## PC82 > -3.211718
## PC99 <= -0.0291126
## -> class 0\|2 [0.984]
##
## Rule 38/46: (89.8/0.5, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.6995997
## PC18 > -2.283772
## PC18 <= -1.019176
## PC46 <= 0.6411383
## PC61 <= -0.5583106
## PC85 <= 1.563878
## -> class 0\|2 [0.984]
##
## Rule 38/47: (57.6, lift 10.8)
## PC2 > 7.345853
## PC10 > -2.368774
## PC13 <= 0.7126734
## PC14 > -0.6995997
## PC18 <= -0.4683644
## PC42 <= 1.595751
## PC60 <= 0.02466209
## PC85 <= 1.768076
## PC94 <= 0.4835688
## -> class 0\|2 [0.983]
##
## Rule 38/48: (61.6/0.1, lift 10.8)
## PC2 > 2.5099
## PC10 > 2.565007
## PC10 <= 7.315782
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC43 > -0.5849449
## PC46 <= 0.3176154
## PC96 <= 1.510504
## -> class 0\|2 [0.982]
##
## Rule 38/49: (79.4/0.6, lift 10.8)
## PC4 > 8.368616
## PC18 > -0.4683644
## PC25 <= -0.7867565
## PC42 > -3.974739
## -> class 0\|2 [0.980]
##
## Rule 38/50: (47.7, lift 10.8)
## PC4 > 8.368616
## PC18 > -0.4683644
## PC42 > -3.974739
## PC59 <= -3.012355
## -> class 0\|2 [0.980]
##
## Rule 38/51: (65.8/0.4, lift 10.8)
## PC3 <= 1.640775
## PC12 <= -0.5794301
## PC14 > -0.6995997
## PC16 > -0.4606844
## PC18 > -2.283772
## PC18 <= -1.019176
## PC42 <= 2.424541
## -> class 0\|2 [0.979]
##
## Rule 38/52: (39.7, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC13 <= 0.7126734
## PC14 <= 0.4342819
## PC15 > 0.8342735
## PC18 <= -0.4683644
## PC46 <= 0.6411383
## -> class 0\|2 [0.976]
##
## Rule 38/53: (39.1, lift 10.7)
## PC4 > -5.53159
## PC14 > -0.407418
## PC16 > -0.4606844
## PC18 > -2.283772
## PC18 <= -0.4683644
## PC48 > -0.2167026
## PC79 > 1.242667
## PC85 <= 1.563878
## -> class 0\|2 [0.976]
##
## Rule 38/54: (41, lift 10.7)
## PC7 <= -0.2422651
## PC13 > 7.506931
## PC18 <= 2.798275
## PC36 <= 1.476349
## PC62 > -0.453459
## PC74 <= 1.471014
## -> class 0\|2 [0.976]
##
## Rule 38/55: (84.8/1.3, lift 10.7)
## PC3 <= 1.640775
## PC14 > -0.407418
## PC18 > -2.283772
## PC18 <= -1.019176
## PC28 <= -1.436036
## PC42 <= 2.424541
## PC46 <= 0.6411383
## PC85 <= 1.563878
## -> class 0\|2 [0.974]
##
## Rule 38/56: (50.5/0.4, lift 10.7)
## PC4 > 2.564981
## PC18 > 1.22969
## PC29 <= -0.8367508
## PC69 <= -2.198283
## -> class 0\|2 [0.973]
##
## Rule 38/57: (35.1, lift 10.7)
## PC13 > 7.506931
## PC16 <= -0.5793504
## PC18 > -0.4683644
## PC18 <= 2.798275
## PC62 > -0.453459
## PC74 <= 1.471014
## -> class 0\|2 [0.973]
##
## Rule 38/58: (33.9, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 0.7126734
## PC14 > -0.6995997
## PC18 <= -0.4683644
## PC46 <= 0.6411383
## PC61 <= 0.7079208
## PC82 > -2.288954
## PC82 <= -1.339932
## -> class 0\|2 [0.971]
##
## Rule 38/59: (31.4, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 0.2168446
## PC47 > 0.6867923
## PC48 > -1.01199
## -> class 0\|2 [0.970]
##
## Rule 38/60: (29.7, lift 10.6)
## PC2 > 2.5099
## PC8 <= 0.08131272
## PC18 > -1.019176
## PC20 <= 3.369452
## PC83 > 3.54093
## -> class 0\|2 [0.968]
##
## Rule 38/61: (59.9/1, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC16 <= 0.4209149
## PC18 > -0.4683644
## PC18 <= 0.2168446
## PC42 <= 1.576162
## PC48 > -1.01199
## PC48 <= 0.360111
## PC59 <= 0.2462261
## -> class 0\|2 [0.968]
##
## Rule 38/62: (28.7, lift 10.6)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC42 <= 1.576162
## PC48 <= 0.360111
## PC59 <= -2.655297
## -> class 0\|2 [0.967]
##
## Rule 38/63: (123.4/3.4, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.6995997
## PC18 > -2.283772
## PC18 <= -1.019176
## PC46 <= 0.6411383
## PC61 <= -0.3604036
## PC74 > -0.1182582
## PC85 <= 1.563878
## -> class 0\|2 [0.965]
##
## Rule 38/64: (24.7, lift 10.6)
## PC13 > 7.506931
## PC18 > 2.798275
## PC42 > -3.974739
## PC56 <= -1.880242
## -> class 0\|2 [0.962]
##
## Rule 38/65: (105/3.4, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -5.53159
## PC14 > -0.6995997
## PC18 > -2.283772
## PC18 <= -1.019176
## PC28 > -1.436036
## PC46 <= 0.6411383
## PC48 <= -0.2167026
## PC55 > -1.54732
## PC82 > -2.288954
## -> class 0\|2 [0.959]
##
## Rule 38/66: (78/2.4, lift 10.5)
## PC14 > -0.6995997
## PC18 <= -2.283772
## PC23 <= 0.7158099
## PC42 <= 1.595751
## PC50 > -0.1651176
## PC50 <= 1.017497
## PC94 > 0.4835688
## PC97 <= 0.2343131
## -> class 0\|2 [0.958]
##
## Rule 38/67: (20.7, lift 10.5)
## PC7 > -0.7458541
## PC12 <= 0.1810328
## PC13 <= 0.7126734
## PC18 <= -2.283772
## PC57 > 1.412483
## PC60 <= 0.02466209
## -> class 0\|2 [0.954]
##
## Rule 38/68: (28.3/0.4, lift 10.5)
## PC2 > 2.5099
## PC13 > 0.7126734
## PC14 <= 0.4342819
## PC16 > -0.4606844
## PC30 > 0.8982863
## PC42 <= 1.595751
## PC82 > -2.288954
## PC94 <= 0.4835688
## -> class 0\|2 [0.954]
##
## Rule 38/69: (19.1, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > 0.03429704
## PC18 > -1.019176
## PC18 <= -0.4683644
## -> class 0\|2 [0.953]
##
## Rule 38/70: (18.9, lift 10.5)
## PC4 <= -6.824188
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC94 <= 0.7196205
## -> class 0\|2 [0.952]
##
## Rule 38/71: (50.4/1.8, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC14 > -0.407418
## PC16 > -0.4606844
## PC18 > -2.052196
## PC18 <= -0.4683644
## PC45 > -0.6164222
## PC46 <= 0.6411383
## PC61 > -0.3604036
## PC85 <= 1.563878
## PC90 <= -0.6248149
## -> class 0\|2 [0.947]
##
## Rule 38/72: (17, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 6.738916
## PC7 > -0.7458541
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC94 > 0.7196205
## -> class 0\|2 [0.947]
##
## Rule 38/73: (16.7, lift 10.4)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC28 > -0.05609887
## PC75 <= 0.3161861
## -> class 0\|2 [0.947]
##
## Rule 38/74: (108.9/5.1, lift 10.4)
## PC4 <= -5.53159
## PC7 > -0.7458541
## PC14 > -0.407418
## PC18 > -2.283772
## PC18 <= -1.019176
## PC42 <= 2.424541
## -> class 0\|2 [0.945]
##
## Rule 38/75: (121.1/6.1, lift 10.4)
## PC3 <= 1.640775
## PC14 > -0.6995997
## PC16 > -0.4606844
## PC18 > -2.052196
## PC18 <= -1.019176
## PC42 <= 2.424541
## PC45 > -0.6164222
## PC46 <= 0.6411383
## PC78 > -0.03132426
## PC79 > 0.2921361
## -> class 0\|2 [0.943]
##
## Rule 38/76: (111.2/6.2, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.08178572
## PC12 <= 0.1810328
## PC13 <= 0.7126734
## PC14 > -0.6995997
## PC18 <= -0.4683644
## PC60 <= 0.02466209
## PC75 <= -0.0424223
## PC82 > -1.339932
## PC83 > 0.2930096
## -> class 0\|2 [0.937]
##
## Rule 38/77: (13.7, lift 10.3)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC16 > -0.4606844
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC75 <= 0.3161861
## PC82 > -2.288954
## PC85 <= -0.1551999
## -> class 0\|2 [0.936]
##
## Rule 38/78: (13.4, lift 10.3)
## PC3 <= -1.953879
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC56 <= -2.119937
## -> class 0\|2 [0.935]
##
## Rule 38/79: (29.3/1.1, lift 10.3)
## PC3 <= 1.640775
## PC56 > -7.906567
## PC56 <= -6.968732
## -> class 0\|2 [0.934]
##
## Rule 38/80: (24.8/0.8, lift 10.3)
## PC3 <= 1.640775
## PC5 > 3.277759
## PC16 > -0.4606844
## PC18 <= -0.4683644
## -> class 0\|2 [0.934]
##
## Rule 38/81: (15.7/0.2, lift 10.3)
## PC2 > 2.5099
## PC6 > -1.443306
## PC10 <= 2.565007
## PC17 <= -1.162915
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC42 <= 1.576162
## PC48 <= 0.360111
## PC59 <= 0.2462261
## -> class 0\|2 [0.934]
##
## Rule 38/82: (12.8, lift 10.3)
## PC6 <= -0.4129731
## PC13 > 7.506931
## PC18 > 2.798275
## PC39 <= -1.981903
## PC83 > -4.32544
## -> class 0\|2 [0.933]
##
## Rule 38/83: (18.4/0.4, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -5.53159
## PC14 > -0.6995997
## PC18 > -2.283772
## PC18 <= -1.019176
## PC42 <= 2.424541
## PC61 > -0.3604036
## PC77 <= -0.2886018
## PC78 > -0.03132426
## PC81 <= 0.4486154
## -> class 0\|2 [0.931]
##
## Rule 38/84: (50.1/2.7, lift 10.2)
## PC3 <= 1.640775
## PC14 > -0.6995997
## PC18 <= -2.283772
## PC46 <= 0.6411383
## PC56 > -7.906567
## PC66 > 1.939445
## -> class 0\|2 [0.928]
##
## Rule 38/85: (10.7, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.2945656
## PC14 > -0.6995997
## PC60 <= 0.02466209
## PC94 <= 0.4835688
## -> class 0\|2 [0.921]
##
## Rule 38/86: (49/3.3, lift 10.1)
## PC7 <= -0.7458541
## PC8 > -0.4041619
## PC18 <= -0.4683644
## PC20 <= -3.440173
## PC63 > -6.125492
## PC75 > 0.05252003
## -> class 0\|2 [0.916]
##
## Rule 38/87: (23.7/1.2, lift 10.0)
## PC7 > -0.7458541
## PC18 <= -2.283772
## PC42 <= 1.595751
## PC46 <= 0.6411383
## PC61 > 0.7079208
## PC66 <= 1.939445
## PC94 <= 0.4835688
## -> class 0\|2 [0.913]
##
## Rule 38/88: (46.2/3.2, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC14 > -0.6995997
## PC18 > -2.283772
## PC18 <= -1.019176
## PC42 <= 2.424541
## PC45 > -0.6164222
## PC46 <= 0.6411383
## PC85 <= 1.563878
## PC94 > 0.6106617
## -> class 0\|2 [0.913]
##
## Rule 38/89: (41.4/2.8, lift 10.0)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC42 > -3.974739
## PC65 <= -2.496761
## PC83 > -4.32544
## -> class 0\|2 [0.913]
##
## Rule 38/90: (6.9, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > 1.397035
## PC18 > -2.283772
## PC18 <= -0.4683644
## -> class 0\|2 [0.887]
##
## Rule 38/91: (6, lift 9.6)
## PC7 > -0.7458541
## PC10 <= -5.956255
## PC14 <= -0.6995997
## -> class 0\|2 [0.875]
##
## Rule 38/92: (85.9/11.5, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC12 <= 0.4814967
## PC14 > 0.4342819
## PC16 > -0.4606844
## PC18 <= -0.4683644
## PC82 > -2.288954
## PC94 <= 0.4835688
## -> class 0\|2 [0.857]
##
## Rule 38/93: (79.4/11.7, lift 9.3)
## PC3 <= 1.640775
## PC8 > 0.08178572
## PC16 > -0.4606844
## PC18 <= -2.283772
## -> class 0\|2 [0.844]
##
## Rule 38/94: (67.9/10.1, lift 9.2)
## PC3 <= 1.640775
## PC14 > -0.407418
## PC16 > -0.4606844
## PC18 > -2.052196
## PC18 <= -1.019176
## PC77 > -0.2886018
## PC78 > -0.03132426
## PC81 <= 0.4486154
## PC94 > 0.4396167
## PC94 <= 0.6106617
## -> class 0\|2 [0.841]
##
## Rule 38/95: (124.9/22.1, lift 9.0)
## PC8 <= 0.08178572
## PC10 <= -2.368774
## PC13 <= 0.7126734
## PC18 <= -1.019176
## PC46 <= 0.6411383
## PC60 <= 0.02466209
## -> class 0\|2 [0.818]
##
## Rule 38/96: (36.8/6.1, lift 9.0)
## PC2 > 2.5099
## PC6 > -1.443306
## PC12 > -2.032964
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC90 <= -1.681421
## PC96 <= 1.510504
## -> class 0\|2 [0.818]
##
## Rule 38/97: (48.8/9, lift 8.8)
## PC7 > -0.7458541
## PC18 <= -0.4683644
## PC82 <= -2.506272
## PC100 > -0.04304946
## -> class 0\|2 [0.803]
##
## Rule 38/98: (29.4/7.3, lift 8.1)
## PC4 <= -9.612904
## PC18 <= 1.22969
## -> class 0\|2 [0.735]
##
## Rule 38/99: (18.6/5.3, lift 7.6)
## PC2 > 2.5099
## PC3 <= -1.953879
## PC7 > -0.7458541
## PC8 > 0.08131272
## PC18 > -1.019176
## PC18 <= -0.4683644
## -> class 0\|2 [0.695]
##
## Rule 38/100: (23.4/9.7, lift 6.4)
## PC6 > 0.09129588
## PC8 <= 0.08178572
## PC13 <= 0.7126734
## PC14 > -0.6995997
## PC18 <= -2.283772
## -> class 0\|2 [0.578]
##
## Rule 38/101: (114.9, lift 11.3)
## PC2 > 2.5099
## PC4 > -5.53159
## PC7 > -0.7458541
## PC12 > -0.5794301
## PC18 <= -1.019176
## PC28 > -1.436036
## PC45 <= -0.6164222
## PC48 > -0.2167026
## PC61 > -0.5583106
## PC82 > -2.288954
## -> class 0\|3 [0.991]
##
## Rule 38/102: (100.2, lift 11.3)
## PC5 <= 3.277759
## PC14 > -0.6995997
## PC16 > -0.4606844
## PC18 <= -2.283772
## PC42 > 1.595751
## -> class 0\|3 [0.990]
##
## Rule 38/103: (82.7, lift 11.3)
## PC12 > 0.4814967
## PC18 <= -2.283772
## PC56 > -6.968732
## PC61 <= 0.7079208
## PC66 <= 1.939445
## PC94 <= 0.4835688
## -> class 0\|3 [0.988]
##
## Rule 38/104: (93.2/0.2, lift 11.3)
## PC2 > 2.5099
## PC3 <= -1.953879
## PC4 > -6.824188
## PC4 <= 6.738916
## PC7 > -0.7458541
## PC8 <= 0.08131272
## PC17 <= 0.03429704
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC20 <= 3.369452
## PC56 > -2.119937
## PC83 <= 3.54093
## PC94 <= 0.7196205
## -> class 0\|3 [0.988]
##
## Rule 38/105: (70, lift 11.3)
## PC3 <= 1.640775
## PC14 <= 0.4342819
## PC18 <= -1.019176
## PC42 <= 1.595751
## PC61 <= 0.7079208
## PC82 > -2.288954
## PC85 > 1.768076
## -> class 0\|3 [0.986]
##
## Rule 38/106: (90.1/0.4, lift 11.3)
## PC2 <= 7.345853
## PC8 <= 0.08178572
## PC10 > -2.368774
## PC11 <= 0.2945656
## PC18 <= -2.283772
## PC43 > -1.669891
## PC46 <= 0.6411383
## PC57 <= 1.412483
## PC60 <= 0.02466209
## PC66 <= 1.939445
## PC83 <= 0.2930096
## PC94 <= 0.4835688
## -> class 0\|3 [0.985]
##
## Rule 38/107: (102.3/0.8, lift 11.2)
## PC2 > 2.5099
## PC4 > -5.53159
## PC7 > -0.7458541
## PC7 <= 1.397035
## PC18 > -2.283772
## PC18 <= -1.019176
## PC28 > -1.436036
## PC48 > -0.2167026
## PC61 > -0.3604036
## PC78 <= -0.03132426
## PC79 <= 1.242667
## PC81 <= 0.4486154
## PC90 > -0.6248149
## -> class 0\|3 [0.983]
##
## Rule 38/108: (53.7, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -5.53159
## PC7 > -0.7458541
## PC18 > -2.283772
## PC18 <= -2.052196
## PC28 > -1.436036
## PC48 > -0.2167026
## PC61 > -0.3604036
## PC82 > -2.288954
## PC94 <= 0.6106617
## -> class 0\|3 [0.982]
##
## Rule 38/109: (39.1, lift 11.2)
## PC10 > 7.315782
## PC12 > -2.032964
## PC13 <= 7.506931
## PC18 <= 1.22969
## PC83 > -4.32544
## PC96 <= 1.510504
## -> class 0\|3 [0.976]
##
## Rule 38/110: (35.8, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -5.53159
## PC18 <= -1.019176
## PC28 > -1.436036
## PC46 <= 0.6411383
## PC61 > -0.5583106
## PC61 <= -0.3604036
## PC74 <= -0.1182582
## PC85 <= 1.563878
## -> class 0\|3 [0.974]
##
## Rule 38/111: (31, lift 11.1)
## PC13 > 7.506931
## PC36 > 1.476349
## -> class 0\|3 [0.970]
##
## Rule 38/112: (83.1/1.7, lift 11.1)
## PC3 <= 1.640775
## PC4 > -5.53159
## PC7 <= 1.397035
## PC12 > -0.5794301
## PC16 > -0.4606844
## PC18 > -2.283772
## PC18 <= -1.019176
## PC28 > -1.436036
## PC48 > -0.2167026
## PC61 > -0.3604036
## PC77 > -0.2886018
## PC79 <= 0.2921361
## PC81 <= 0.4486154
## PC82 > -2.288954
## PC90 > -0.6248149
## PC94 <= 0.4396167
## -> class 0\|3 [0.968]
##
## Rule 38/113: (55.8/1, lift 11.1)
## PC3 <= -1.953879
## PC18 <= -0.4683644
## PC20 <= -4.769302
## PC82 > -2.288954
## -> class 0\|3 [0.966]
##
## Rule 38/114: (28.2, lift 11.0)
## PC2 > 2.5099
## PC8 <= 0.08178572
## PC16 > -0.4606844
## PC18 <= -0.4683644
## PC50 > 1.017497
## PC94 > 0.4835688
## -> class 0\|3 [0.965]
##
## Rule 38/115: (31.8/0.2, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.283772
## PC18 <= -1.019176
## PC82 > -2.288954
## PC85 > 1.563878
## -> class 0\|3 [0.965]
##
## Rule 38/116: (110.1/3.2, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > 2.565007
## PC12 > -2.032964
## PC18 <= 1.22969
## PC42 <= 1.576162
## PC46 > 0.3176154
## PC65 > -2.496761
## -> class 0\|3 [0.963]
##
## Rule 38/117: (23.1, lift 11.0)
## PC12 > 0.1810328
## PC13 <= 0.7126734
## PC18 <= -2.283772
## PC43 > -1.669891
## PC94 <= 0.4835688
## -> class 0\|3 [0.960]
##
## Rule 38/118: (37/0.6, lift 11.0)
## PC5 <= 3.277759
## PC18 <= -2.283772
## PC23 > 0.7158099
## PC66 <= 1.939445
## PC82 > -2.288954
## PC94 > 0.4835688
## -> class 0\|3 [0.960]
##
## Rule 38/119: (22.9, lift 11.0)
## PC13 > 7.506931
## PC18 > -0.4683644
## PC18 <= 2.798275
## PC62 <= -0.453459
## -> class 0\|3 [0.959]
##
## Rule 38/120: (147.2/5.5, lift 10.9)
## PC2 > 2.5099
## PC5 <= 3.277759
## PC7 > -0.7458541
## PC10 > -5.956255
## PC14 <= -0.6995997
## PC16 > -0.4606844
## PC18 <= -1.019176
## PC82 > -2.288954
## -> class 0\|3 [0.956]
##
## Rule 38/121: (20.4, lift 10.9)
## PC2 > 2.5099
## PC12 <= -2.032964
## PC46 > 1.806851
## -> class 0\|3 [0.955]
##
## Rule 38/122: (15.4, lift 10.8)
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.4683644
## PC63 <= -6.125492
## -> class 0\|3 [0.943]
##
## Rule 38/123: (77/4.3, lift 10.7)
## PC2 > 2.5099
## PC5 <= 3.277759
## PC14 > -0.6995997
## PC16 > -0.4606844
## PC18 <= -0.4683644
## PC42 > 2.424541
## -> class 0\|3 [0.933]
##
## Rule 38/124: (266.1/17.2, lift 10.7)
## PC1 <= -0.5039886
## PC8 <= 0.08178572
## PC13 > 0.7126734
## PC14 > -0.6995997
## PC14 <= 0.4342819
## PC18 <= -2.283772
## PC30 <= 0.8982863
## PC56 > -6.968732
## PC61 <= 0.7079208
## PC66 <= 1.939445
## PC82 > -2.288954
## PC94 <= 0.4835688
## -> class 0\|3 [0.932]
##
## Rule 38/125: (56.5/3.2, lift 10.6)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC12 > -0.5794301
## PC14 <= -0.407418
## PC18 > -2.283772
## PC18 <= -1.019176
## PC82 > -2.288954
## -> class 0\|3 [0.928]
##
## Rule 38/126: (31.5/1.9, lift 10.5)
## PC13 <= 0.7126734
## PC18 <= -2.283772
## PC61 <= 0.7079208
## PC75 > -0.0424223
## PC82 > -2.288954
## PC83 > 0.2930096
## PC94 <= 0.4835688
## -> class 0\|3 [0.914]
##
## Rule 38/127: (39.1/2.6, lift 10.4)
## PC2 > 2.5099
## PC4 <= 2.181841
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC42 > 1.576162
## PC98 <= 0.01834231
## -> class 0\|3 [0.913]
##
## Rule 38/128: (20.3/1.1, lift 10.4)
## PC5 <= 3.277759
## PC16 > -0.4606844
## PC18 <= -1.019176
## PC55 <= -1.54732
## PC61 > -0.5583106
## PC82 > -2.288954
## -> class 0\|3 [0.905]
##
## Rule 38/129: (443.4/42.2, lift 10.3)
## PC2 > 2.5099
## PC5 <= 3.277759
## PC6 <= 0.09129588
## PC7 > -0.7458541
## PC15 <= 0.8342735
## PC18 <= -2.283772
## PC56 > -6.968732
## PC60 > 0.02466209
## PC61 <= 0.7079208
## PC66 <= 1.939445
## PC82 > -1.339932
## PC94 <= 0.4835688
## -> class 0\|3 [0.903]
##
## Rule 38/130: (6.8, lift 10.1)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC16 > -0.4606844
## PC18 > -1.019176
## PC18 <= -0.4683644
## PC75 > 0.3161861
## PC82 > -2.288954
## -> class 0\|3 [0.887]
##
## Rule 38/131: (55.2/5.7, lift 10.1)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC83 <= -4.32544
## -> class 0\|3 [0.882]
##
## Rule 38/132: (6.3, lift 10.1)
## PC2 > 2.5099
## PC7 <= -0.7458541
## PC18 <= -0.4683644
## PC49 <= -1.24435
## -> class 0\|3 [0.880]
##
## Rule 38/133: (6.3, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC8 <= -0.4041619
## -> class 0\|3 [0.879]
##
## Rule 38/134: (28.4/2.9, lift 10.0)
## PC7 <= -0.7458541
## PC18 <= -0.4683644
## PC20 <= -3.440173
## PC75 <= 0.05252003
## -> class 0\|3 [0.873]
##
## Rule 38/135: (23.9/2.4, lift 9.9)
## PC2 > 2.5099
## PC7 > -0.7458541
## PC18 <= -0.4683644
## PC82 <= -2.506272
## PC100 <= -0.04304946
## -> class 0\|3 [0.869]
##
## Rule 38/136: (120.6/18.3, lift 9.6)
## PC7 > -0.2422651
## PC13 > 7.506931
## PC16 > -0.5793504
## PC18 <= 2.798275
## PC65 > -2.496761
## -> class 0\|3 [0.843]
##
## Rule 38/137: (38.8/9, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.506931
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC96 > 1.510504
## -> class 0\|3 [0.755]
##
## Rule 38/138: (129.6/0.4, lift 25.3)
## PC1 > -0.430681
## PC6 <= 5.1094
## PC9 > -0.453144
## PC12 > 2.702868
## PC13 > -0.7062078
## PC17 <= 1.95071
## PC91 > -0.3432204
## -> class 1\|0 [0.989]
##
## Rule 38/139: (73.5, lift 25.2)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC8 > -4.367485
## PC10 <= -0.3377119
## PC16 <= 0.2033676
## PC19 > -1.113511
## PC48 > -0.3407215
## PC68 > -1.81666
## PC86 <= 0.7328436
## -> class 1\|0 [0.987]
##
## Rule 38/140: (37.7, lift 24.9)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC8 > -4.367485
## PC16 <= 0.8572028
## PC19 > -1.113511
## PC38 > 0.4350086
## PC68 > -1.81666
## -> class 1\|0 [0.975]
##
## Rule 38/141: (103.1/1.9, lift 24.9)
## PC1 > 9.336863
## PC3 <= 0.09497605
## PC11 <= -0.8052899
## PC12 <= 2.702868
## PC62 <= 0.6732632
## PC68 <= 0.8657741
## -> class 1\|0 [0.972]
##
## Rule 38/142: (42.2/0.3, lift 24.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC7 > -7.573264
## PC16 <= 0.8572028
## PC19 > -1.113511
## PC68 > -1.81666
## PC86 <= 0.7328436
## PC87 > 0.3758951
## -> class 1\|0 [0.971]
##
## Rule 38/143: (29.4, lift 24.8)
## PC1 > -0.2019541
## PC8 > -4.367485
## PC12 <= 2.702868
## PC19 > 2.849222
## PC68 > -1.81666
## PC86 <= 0.7328436
## -> class 1\|0 [0.968]
##
## Rule 38/144: (58.9/1.1, lift 24.7)
## PC1 <= 5.97752
## PC6 > 5.459266
## PC6 <= 7.447846
## PC9 > 1.346254
## PC11 <= 1.214689
## PC12 > 2.702868
## -> class 1\|0 [0.965]
##
## Rule 38/145: (18, lift 24.3)
## PC1 > -0.430681
## PC8 > -4.367485
## PC16 <= 0.8572028
## PC21 > -0.2639696
## PC31 <= -0.2581946
## PC68 <= -1.81666
## -> class 1\|0 [0.950]
##
## Rule 38/146: (98.2/6.5, lift 23.7)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC7 > -7.573264
## PC16 <= 0.8572028
## PC19 > -1.113511
## PC72 > 0.1759172
## PC86 <= 0.7328436
## PC87 <= 0.3758951
## -> class 1\|0 [0.925]
##
## Rule 38/147: (6.2, lift 22.5)
## PC6 > 7.447846
## PC12 > 2.702868
## PC46 > 2.568
## -> class 1\|0 [0.878]
##
## Rule 38/148: (5.8, lift 22.3)
## PC2 > 0.8279572
## PC2 <= 2.5099
## PC7 <= -7.573264
## -> class 1\|0 [0.872]
##
## Rule 38/149: (499.7/224.1, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC21 > -0.2051003
## PC46 > -0.6374976
## -> class 1\|0 [0.551]
##
## Rule 38/150: (43.5/23, lift 12.1)
## PC1 <= -0.2019541
## PC2 > 0.6503272
## PC2 <= 2.5099
## PC17 <= -0.7404741
## -> class 1\|0 [0.472]
##
## Rule 38/151: (236.6, lift 14.3)
## PC6 > 7.447846
## PC12 > 2.702868
## PC46 <= 2.568
## -> class 1\|1 [0.996]
##
## Rule 38/152: (147.5, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC25 <= -0.03263944
## -> class 1\|1 [0.993]
##
## Rule 38/153: (124.9, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC83 <= -0.4309384
## -> class 1\|1 [0.992]
##
## Rule 38/154: (94.8, lift 14.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.07186928
## PC16 <= 0.5655206
## -> class 1\|1 [0.990]
##
## Rule 38/155: (83.2, lift 14.2)
## PC2 > 2.5099
## PC8 <= -3.622398
## PC16 <= -0.9381145
## -> class 1\|1 [0.988]
##
## Rule 38/156: (115.3/0.9, lift 14.2)
## PC1 > 9.336863
## PC3 <= 0.09497605
## PC8 > -4.367485
## PC11 > -0.8052899
## PC12 <= 2.702868
## PC45 <= 0.2860672
## PC85 > -1.335222
## PC98 > -0.04919276
## -> class 1\|1 [0.984]
##
## Rule 38/157: (50.5, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC33 <= -0.5413352
## -> class 1\|1 [0.981]
##
## Rule 38/158: (232.8/4.1, lift 14.1)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC7 > -7.573264
## PC10 > -0.3377119
## PC12 <= 2.702868
## PC16 <= 0.8572028
## PC19 > -1.113511
## PC19 <= 2.849222
## PC38 <= 0.4350086
## PC48 > -0.3407215
## PC49 > -0.8147107
## PC68 > -1.81666
## PC72 <= 0.1759172
## PC86 <= 0.7328436
## PC87 <= 0.3758951
## -> class 1\|1 [0.978]
##
## Rule 38/159: (43.3, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= 4.007666
## PC8 > -0.952363
## PC16 <= 0.8572028
## PC48 > -0.3407215
## PC86 > 0.7328436
## -> class 1\|1 [0.978]
##
## Rule 38/160: (44.7, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.5506301
## PC16 <= 0.5655206
## PC87 > 0.2374916
## -> class 1\|1 [0.978]
##
## Rule 38/161: (40.3, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC77 > 0.7041603
## -> class 1\|1 [0.976]
##
## Rule 38/162: (62/0.6, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.5506301
## PC16 <= -0.9381145
## PC32 > -0.6563316
## PC50 <= 0.2204127
## PC94 > -0.646867
## -> class 1\|1 [0.975]
##
## Rule 38/163: (39.4/0.7, lift 13.8)
## PC6 > 5.459266
## PC9 <= 1.346254
## PC12 > 2.702868
## -> class 1\|1 [0.960]
##
## Rule 38/164: (21.1, lift 13.7)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC6 <= 7.447846
## PC13 <= -0.7062078
## -> class 1\|1 [0.955]
##
## Rule 38/165: (17.1, lift 13.6)
## PC1 > -0.2019541
## PC1 <= 9.336863
## PC3 <= 0.09497605
## PC9 > 0.2364534
## PC12 <= 2.702868
## -> class 1\|1 [0.948]
##
## Rule 38/166: (22.4/0.3, lift 13.6)
## PC1 > 5.97752
## PC6 > 5.1094
## PC6 <= 7.447846
## PC12 > 2.702868
## -> class 1\|1 [0.946]
##
## Rule 38/167: (87.4/4.4, lift 13.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC94 > 0.08197199
## -> class 1\|1 [0.939]
##
## Rule 38/168: (13.2, lift 13.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC12 > 2.702868
## PC91 <= -0.3432204
## -> class 1\|1 [0.934]
##
## Rule 38/169: (12.7, lift 13.4)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC16 <= 0.8572028
## PC18 > 0.1630111
## PC19 <= -1.113511
## -> class 1\|1 [0.932]
##
## Rule 38/170: (29.1/1.4, lift 13.3)
## PC1 > -0.430681
## PC3 <= 0.09497605
## PC11 <= -0.8052899
## PC68 > 0.8657741
## -> class 1\|1 [0.922]
##
## Rule 38/171: (7.3, lift 12.8)
## PC1 > -0.430681
## PC3 <= 0.09497605
## PC11 <= -0.8052899
## PC12 <= 2.702868
## PC62 > 0.6732632
## -> class 1\|1 [0.892]
##
## Rule 38/172: (19.6/2.7, lift 12.0)
## PC6 > 5.1094
## PC6 <= 5.459266
## PC12 > 2.702868
## PC17 <= 1.95071
## -> class 1\|1 [0.831]
##
## Rule 38/173: (296.6/127, lift 8.2)
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC42 <= -1.113485
## -> class 1\|1 [0.572]
##
## Rule 38/174: (1359.8/751, lift 6.4)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.448]
##
## Rule 38/175: (170.6/1.5, lift 14.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC5 <= 2.465437
## PC16 > 0.8572028
## PC22 > -2.06298
## PC25 <= 0.4005555
## PC39 > -0.1516411
## PC43 > -0.1861798
## PC100 > -0.004760643
## -> class 1\|2 [0.986]
##
## Rule 38/176: (48.1/0.2, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC27 <= 0.3614591
## PC83 > 0.3472106
## -> class 1\|2 [0.976]
##
## Rule 38/177: (32.5, lift 14.3)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 > 0.8657938
## PC16 > 0.8572028
## -> class 1\|2 [0.971]
##
## Rule 38/178: (106.8/3.1, lift 14.2)
## PC2 > 2.5099
## PC6 <= -4.030584
## PC15 > -1.567503
## PC16 > 0.5655206
## PC51 <= -0.7704938
## -> class 1\|2 [0.962]
##
## Rule 38/179: (20.2, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC32 <= -2.132557
## -> class 1\|2 [0.955]
##
## Rule 38/180: (18.4, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC27 > 0.3614591
## PC51 <= -0.7704938
## -> class 1\|2 [0.951]
##
## Rule 38/181: (145.1/7.6, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.5655206
## PC33 <= 1.385221
## PC51 > -0.7704938
## PC55 > -0.5716879
## -> class 1\|2 [0.941]
##
## Rule 38/182: (13, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC50 > -0.2178361
## PC65 <= -0.6879153
## -> class 1\|2 [0.933]
##
## Rule 38/183: (8.4, lift 13.3)
## PC3 > 1.640775
## PC16 > -0.9381145
## PC20 > 1.222357
## PC50 > -0.2178361
## -> class 1\|2 [0.904]
##
## Rule 38/184: (48.3/3.9, lift 13.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.5655206
## PC50 <= -0.2178361
## PC82 <= 0.3334497
## -> class 1\|2 [0.903]
##
## Rule 38/185: (8.9/0.2, lift 13.1)
## PC3 > 0.09497605
## PC16 > 0.8572028
## PC74 <= -1.936675
## PC94 <= 1.787622
## -> class 1\|2 [0.888]
##
## Rule 38/186: (2638.3/1636.2, lift 5.6)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC8 > -4.367485
## PC12 <= 2.702868
## -> class 1\|2 [0.380]
##
## Rule 38/187: (3371.1/2360.9, lift 4.4)
## PC1 > -0.2019541
## PC2 <= 2.5099
## -> class 1\|2 [0.300]
##
## Rule 38/188: (67.3, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 <= 0.8657938
## PC5 <= 2.465437
## PC16 > 0.8572028
## PC22 <= 2.170254
## PC43 <= -0.1861798
## PC100 > -0.004760643
## -> class 1\|3 [0.986]
##
## Rule 38/189: (124.8/0.9, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC9 <= -1.483116
## PC27 > -0.4267388
## PC45 > -0.4031202
## PC89 > -0.2612394
## -> class 1\|3 [0.985]
##
## Rule 38/190: (136.4/3, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC6 > -4.030584
## PC27 <= 0.3614591
## PC32 > -2.132557
## PC51 <= -0.7704938
## PC83 <= 0.3472106
## -> class 1\|3 [0.971]
##
## Rule 38/191: (81.6/1.6, lift 14.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 <= 0.8657938
## PC5 <= 2.465437
## PC16 > 0.8572028
## PC39 > -0.1516411
## PC100 <= -0.004760643
## -> class 1\|3 [0.969]
##
## Rule 38/192: (386.2/15.4, lift 14.5)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC4 <= 0.8657938
## PC5 > -6.396301
## PC5 <= 2.465437
## PC16 > 0.8572028
## PC37 > -1.296795
## PC39 <= -0.1516411
## PC54 <= 1.492335
## PC74 > -1.936675
## PC90 <= 1.533493
## PC100 > -1.163918
## -> class 1\|3 [0.958]
##
## Rule 38/193: (91.4/3.4, lift 14.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -1.567503
## PC51 <= -0.7704938
## -> class 1\|3 [0.953]
##
## Rule 38/194: (18.8, lift 14.4)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC5 <= 2.465437
## PC16 > 0.8572028
## PC19 > 1.679743
## PC43 <= -0.1861798
## -> class 1\|3 [0.952]
##
## Rule 38/195: (158.6/8.3, lift 14.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC4 <= 0.8657938
## PC16 > 0.8572028
## PC22 <= -2.06298
## -> class 1\|3 [0.942]
##
## Rule 38/196: (37.4/1.3, lift 14.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC7 > -7.573264
## PC8 > -4.367485
## PC16 <= 0.8572028
## PC19 > -1.113511
## PC21 > -0.2639696
## PC31 > -0.2581946
## PC68 <= -1.81666
## -> class 1\|3 [0.941]
##
## Rule 38/197: (16.1, lift 14.2)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC5 <= 2.465437
## PC12 <= 2.702868
## PC16 > 0.8572028
## PC25 > 0.4005555
## PC94 <= 1.787622
## PC100 > -0.004760643
## -> class 1\|3 [0.939]
##
## Rule 38/198: (21/1.1, lift 13.8)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC8 <= -0.952363
## PC19 > -1.113511
## PC86 > 0.7328436
## -> class 1\|3 [0.909]
##
## Rule 38/199: (8.2, lift 13.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > 0.8572028
## PC65 > 1.003645
## -> class 1\|3 [0.902]
##
## Rule 38/200: (5.4, lift 13.1)
## PC1 > -0.430681
## PC1 <= 9.336863
## PC3 <= 0.09497605
## PC19 <= -2.176694
## PC20 <= 0.2786741
## PC44 <= 0.800207
## -> class 1\|3 [0.864]
##
## Rule 38/201: (131.9/17.4, lift 13.1)
## PC1 > -0.430681
## PC3 > 0.09497605
## PC4 <= 0.8657938
## PC5 <= 2.465437
## PC12 <= 2.702868
## PC35 <= -0.1819457
## PC43 <= -0.1861798
## -> class 1\|3 [0.862]
##
## Rule 38/202: (377.5/0.8, lift 13.5)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC10 <= 0.3352064
## PC20 > -0.4731367
## PC20 <= -0.1666366
## PC34 <= 0.4210965
## PC54 > -1.798061
## PC60 > -0.2182211
## PC98 > -0.7051479
## -> class 2\|0 [0.995]
##
## Rule 38/203: (161.6, lift 13.4)
## PC1 <= -0.430681
## PC8 > 1.123821
## PC10 <= -0.173114
## PC12 > -0.6683381
## PC32 > 1.071236
## PC36 <= 0.3500793
## -> class 2\|0 [0.994]
##
## Rule 38/204: (362.8/1.8, lift 13.4)
## PC1 > -3.530074
## PC1 <= -0.430681
## PC8 > 2.359055
## PC10 <= 0.3352064
## PC12 > -1.731584
## PC19 <= 0.6619395
## PC34 <= 0.4210965
## PC36 > -0.2762381
## PC54 > -1.798061
## PC60 > -0.2182211
## PC63 <= 0.1614359
## PC98 > -0.7051479
## PC99 > -1.121044
## -> class 2\|0 [0.992]
##
## Rule 38/205: (128.2/2, lift 13.2)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC10 <= 0.3352064
## PC19 <= 0.6619395
## PC20 > -0.4731367
## PC37 <= -0.1446801
## PC40 > -0.5543202
## PC46 > 0.1444398
## PC54 > -1.798061
## PC60 > -0.2182211
## PC97 <= 0.0897546
## -> class 2\|0 [0.977]
##
## Rule 38/206: (59/1.1, lift 13.1)
## PC5 <= 1.125056
## PC7 <= 0.8953667
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC19 <= -0.8207372
## PC24 <= 0.7800624
## PC41 <= 0.9271359
## PC44 > 0.4764253
## -> class 2\|0 [0.966]
##
## Rule 38/207: (26.4, lift 13.1)
## PC1 <= -0.430681
## PC2 > -1.866158
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC57 > 0.6598545
## PC59 > -0.6592996
## -> class 2\|0 [0.965]
##
## Rule 38/208: (22.8, lift 13.0)
## PC1 <= -0.430681
## PC2 > -3.175897
## PC8 > 2.359055
## PC19 <= 0.6619395
## PC20 > -0.4731367
## PC54 <= -1.798061
## -> class 2\|0 [0.960]
##
## Rule 38/209: (52.3/1.8, lift 12.8)
## PC1 > -0.430681
## PC1 <= 9.336863
## PC3 <= 0.09497605
## PC9 > -2.660782
## PC9 <= 0.2364534
## PC44 > 0.800207
## -> class 2\|0 [0.949]
##
## Rule 38/210: (312.7/22.2, lift 12.5)
## PC6 <= -0.1714664
## PC8 > 2.359055
## PC10 <= 0.3352064
## PC19 <= 0.6619395
## PC20 <= 0.07461147
## PC41 <= 0.1548491
## PC52 <= 0.04866493
## PC58 <= 0.7804653
## PC70 <= 0.08980133
## PC98 > -0.7051479
## -> class 2\|0 [0.926]
##
## Rule 38/211: (8.4/0.1, lift 12.1)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC12 > -0.1989966
## PC19 > 0.6619395
## -> class 2\|0 [0.892]
##
## Rule 38/212: (366.3/44.4, lift 11.9)
## PC7 > 1.46383
## PC8 > 2.359055
## PC19 <= 0.6619395
## PC20 <= 0.07461147
## -> class 2\|0 [0.877]
##
## Rule 38/213: (1488.7/980.9, lift 4.6)
## PC1 > -0.430681
## PC1 <= -0.2019541
## PC2 <= 2.5099
## -> class 2\|0 [0.341]
##
## Rule 38/214: (111.1, lift 11.1)
## PC1 <= -0.430681
## PC2 > -1.866158
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC11 > -2.039414
## PC12 > -2.779273
## PC32 <= 1.071236
## PC42 > -1.113485
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC57 <= 0.6598545
## PC90 > -0.7716748
## -> class 2\|1 [0.991]
##
## Rule 38/215: (70.8, lift 11.0)
## PC1 <= -0.430681
## PC7 <= 1.46383
## PC8 > 2.359055
## PC10 > 0.3352064
## PC20 <= 0.07461147
## -> class 2\|1 [0.986]
##
## Rule 38/216: (80.7/0.3, lift 11.0)
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -3.163575
## PC21 > 2.055374
## PC32 <= 1.071236
## PC44 <= 0.4764253
## -> class 2\|1 [0.985]
##
## Rule 38/217: (60, lift 11.0)
## PC2 <= 2.5099
## PC5 > 1.125056
## PC7 > 0.141274
## PC8 <= 2.359055
## PC19 <= -0.8207372
## PC24 <= 0.7800624
## -> class 2\|1 [0.984]
##
## Rule 38/218: (62.2, lift 11.0)
## PC1 <= -0.430681
## PC6 > -0.1714664
## PC8 > 2.359055
## PC52 <= 0.04866493
## PC60 <= -0.2182211
## -> class 2\|1 [0.984]
##
## Rule 38/219: (57, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -2.779273
## PC40 > -1.571625
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC74 <= 0.335292
## PC78 <= -0.2197374
## PC90 > -0.7716748
## -> class 2\|1 [0.983]
##
## Rule 38/220: (50.8, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 1.123821
## PC32 > 1.071236
## PC75 <= 1.484592
## -> class 2\|1 [0.981]
##
## Rule 38/221: (50.1, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC10 > -0.173114
## PC32 > 1.071236
## PC75 <= 1.484592
## -> class 2\|1 [0.981]
##
## Rule 38/222: (105.8/1.1, lift 11.0)
## PC1 <= -0.430681
## PC2 <= -1.866158
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC23 <= 0.8789801
## PC29 > -0.1187034
## PC38 > 0.4812083
## PC59 > -0.6592996
## PC74 <= 0.335292
## PC78 <= 0.456236
## -> class 2\|1 [0.981]
##
## Rule 38/223: (120.9/1.6, lift 10.9)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC12 <= -0.1989966
## PC19 > 0.6619395
## -> class 2\|1 [0.979]
##
## Rule 38/224: (44.1, lift 10.9)
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC29 > -0.1187034
## PC38 > 0.66856
## PC40 > -1.571625
## PC59 > -0.6592996
## PC89 > -0.202921
## PC93 > -0.2961095
## -> class 2\|1 [0.978]
##
## Rule 38/225: (45.3/0.1, lift 10.9)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC20 <= 0.07461147
## PC60 <= -0.2182211
## PC70 > 0.08980133
## -> class 2\|1 [0.976]
##
## Rule 38/226: (41.7, lift 10.9)
## PC2 <= -1.866158
## PC8 > -0.2273773
## PC12 > -3.163575
## PC22 > -1.591802
## PC32 <= 1.071236
## PC44 <= 0.4764253
## PC68 <= 1.819873
## PC74 <= 0.335292
## PC75 > -0.265833
## PC78 > -0.2197374
## PC78 <= -0.1079038
## PC90 > -0.7716748
## -> class 2\|1 [0.976]
##
## Rule 38/227: (35.5, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC32 > 1.071236
## PC36 > 0.3500793
## PC75 <= 1.484592
## -> class 2\|1 [0.973]
##
## Rule 38/228: (35.4, lift 10.9)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC34 > 0.4210965
## PC40 <= -0.5543202
## -> class 2\|1 [0.973]
##
## Rule 38/229: (34.9, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC12 > -3.163575
## PC40 > 0.4933943
## PC56 > 0.6592054
## -> class 2\|1 [0.973]
##
## Rule 38/230: (35.3, lift 10.9)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -3.163575
## PC21 <= 2.055374
## PC29 > -0.1187034
## PC35 <= -0.5510029
## PC56 <= 0.6592054
## PC65 <= 0.5269582
## PC89 > -0.202921
## PC93 > -0.2961095
## -> class 2\|1 [0.973]
##
## Rule 38/231: (46.6/0.4, lift 10.9)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC10 <= 0.3352064
## PC20 <= 0.07461147
## PC41 > 0.1548491
## PC60 <= -0.2182211
## -> class 2\|1 [0.971]
##
## Rule 38/232: (32.2, lift 10.8)
## PC2 <= -7.732954
## PC4 > -0.4338923
## PC8 > -0.2273773
## PC22 > -1.591802
## PC40 > -1.571625
## PC87 > -0.6705934
## PC90 > -0.7716748
## PC94 <= 0.9560409
## PC97 <= 1.326732
## -> class 2\|1 [0.971]
##
## Rule 38/233: (87.2/1.9, lift 10.8)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC19 <= 0.6619395
## PC52 > 0.04866493
## PC60 <= -0.2182211
## -> class 2\|1 [0.968]
##
## Rule 38/234: (56.6/0.9, lift 10.8)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC12 <= -1.731584
## PC58 <= 0.7804653
## -> class 2\|1 [0.968]
##
## Rule 38/235: (71.5/1.4, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -2.779273
## PC23 <= 0.8789801
## PC34 > -0.1039872
## PC42 > -1.113485
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC65 <= 0.5269582
## PC78 > -0.1079038
## PC78 <= 0.456236
## PC97 > 0.07127351
## -> class 2\|1 [0.967]
##
## Rule 38/236: (24, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 <= 0.141274
## PC8 > -0.2273773
## PC24 <= 0.7800624
## PC35 <= 0.1772053
## PC44 > 0.4764253
## -> class 2\|1 [0.962]
##
## Rule 38/237: (23.7, lift 10.7)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC34 > 0.4210965
## PC46 <= 0.1444398
## PC54 > -1.798061
## -> class 2\|1 [0.961]
##
## Rule 38/238: (78.3/2.2, lift 10.7)
## PC1 <= -0.430681
## PC2 <= -3.175897
## PC8 > -0.2273773
## PC10 <= 0.3352064
## PC54 <= -1.798061
## -> class 2\|1 [0.960]
##
## Rule 38/239: (83.7/2.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -2.779273
## PC21 <= 2.055374
## PC22 > -1.591802
## PC29 > -0.1187034
## PC32 <= 1.071236
## PC34 <= -0.1039872
## PC65 <= 0.5269582
## PC68 <= 1.819873
## PC74 <= 0.335292
## PC75 > -0.265833
## PC78 <= 0.456236
## PC93 > -0.2961095
## -> class 2\|1 [0.960]
##
## Rule 38/240: (22.2, lift 10.7)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC34 > 0.4210965
## PC54 > -1.798061
## PC97 > 0.0897546
## -> class 2\|1 [0.959]
##
## Rule 38/241: (60.3/1.8, lift 10.7)
## PC2 <= 2.5099
## PC4 > -0.4338923
## PC8 > -0.2273773
## PC12 > -3.163575
## PC40 > -1.571625
## PC90 > -0.7716748
## PC94 > 0.9560409
## -> class 2\|1 [0.955]
##
## Rule 38/242: (100/3.7, lift 10.7)
## PC1 <= -0.430681
## PC2 > -2.613085
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -2.779273
## PC21 <= 2.055374
## PC23 <= 0.8789801
## PC32 <= 1.071236
## PC42 > -1.113485
## PC56 <= 0.6592054
## PC65 <= 0.5269582
## PC75 > -0.265833
## PC78 > -0.1079038
## PC78 <= 0.456236
## PC90 > -0.7716748
## -> class 2\|1 [0.954]
##
## Rule 38/243: (36.1/0.8, lift 10.6)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC20 <= -0.4731367
## -> class 2\|1 [0.953]
##
## Rule 38/244: (24.5/0.2, lift 10.7)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC34 > 0.4210965
## PC37 > -0.1446801
## -> class 2\|1 [0.953]
##
## Rule 38/245: (71.6/2.7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= -1.866158
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -2.779273
## PC22 > -1.591802
## PC29 > -0.1187034
## PC40 > -1.571625
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC74 <= 0.335292
## PC75 > -0.265833
## PC89 <= -0.202921
## PC90 > -0.7716748
## PC90 <= 0.7013856
## -> class 2\|1 [0.950]
##
## Rule 38/246: (73.4/2.8, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -3.163575
## PC22 > -1.591802
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC65 <= 0.5269582
## PC74 <= 0.335292
## PC78 <= 0.456236
## PC87 <= -0.6705934
## PC90 > -0.7716748
## -> class 2\|1 [0.950]
##
## Rule 38/247: (17.5, lift 10.6)
## PC1 > -0.2019541
## PC1 <= 9.336863
## PC3 <= 0.09497605
## PC8 > -4.367485
## PC9 <= -2.660782
## PC44 > 0.800207
## -> class 2\|1 [0.949]
##
## Rule 38/248: (35/1.3, lift 10.5)
## PC1 <= -0.430681
## PC7 > 0.141274
## PC8 <= 2.359055
## PC19 <= -0.8207372
## PC41 > 0.9271359
## -> class 2\|1 [0.937]
##
## Rule 38/249: (84.1/4.6, lift 10.4)
## PC2 <= -1.866158
## PC4 > -0.4338923
## PC8 > 1.490857
## PC23 <= 0.8789801
## PC34 > -0.1039872
## PC35 > -0.5510029
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC68 <= 1.819873
## PC74 <= 0.335292
## PC75 > -0.265833
## PC78 <= 0.456236
## PC89 > -0.202921
## PC93 > -0.2961095
## -> class 2\|1 [0.935]
##
## Rule 38/250: (38.8/2, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= 0.04987404
## PC8 > -3.21639
## PC29 <= 0.3448451
## PC33 <= -0.5563135
## PC98 <= -0.8824486
## -> class 2\|1 [0.926]
##
## Rule 38/251: (76.8/5.1, lift 10.3)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC58 > 0.7804653
## -> class 2\|1 [0.923]
##
## Rule 38/252: (138.9/11.3, lift 10.2)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC20 > 0.07461147
## -> class 2\|1 [0.913]
##
## Rule 38/253: (6.6, lift 9.9)
## PC1 > 9.336863
## PC3 <= 0.09497605
## PC85 <= -1.335222
## -> class 2\|1 [0.884]
##
## Rule 38/254: (33.4/3.3, lift 9.8)
## PC1 > -0.430681
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC32 <= 2.112675
## PC56 > 0.2645048
## -> class 2\|1 [0.878]
##
## Rule 38/255: (56.6/7.1, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -3.163575
## PC32 <= 1.071236
## PC90 > 0.7013856
## -> class 2\|1 [0.862]
##
## Rule 38/256: (5.7/0.1, lift 9.6)
## PC1 <= -0.430681
## PC8 > 2.359055
## PC20 > -0.1666366
## PC34 <= 0.4210965
## PC99 <= -1.121044
## -> class 2\|1 [0.857]
##
## Rule 38/257: (53.4/8.5, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC44 <= 0.4764253
## PC59 <= -0.6592996
## -> class 2\|1 [0.828]
##
## Rule 38/258: (123.9/23.9, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC7 > 0.141274
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC13 <= 0.556199
## PC19 > -0.8207372
## PC24 <= 0.7800624
## PC42 > -1.113485
## PC44 > 0.4764253
## -> class 2\|1 [0.802]
##
## Rule 38/259: (43.8/8.2, lift 8.9)
## PC1 <= -0.430681
## PC8 > 1.123821
## PC8 <= 2.359055
## PC10 <= -0.173114
## PC12 <= -0.6683381
## -> class 2\|1 [0.799]
##
## Rule 38/260: (100.7/24, lift 8.5)
## PC2 <= -8.975098
## -> class 2\|1 [0.757]
##
## Rule 38/261: (38.8/10.5, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC36 > -0.7236297
## PC45 > 0.2982394
## PC68 <= -0.5654163
## PC75 <= 0.4335233
## -> class 2\|1 [0.717]
##
## Rule 38/262: (46.2/12.7, lift 8.0)
## PC2 <= 2.5099
## PC8 > -3.21639
## PC14 <= -3.562955
## -> class 2\|1 [0.716]
##
## Rule 38/263: (52.6/20.3, lift 6.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC28 <= -0.2656237
## -> class 2\|1 [0.610]
##
## Rule 38/264: (155.8/0.3, lift 11.4)
## PC2 > -7.732954
## PC2 <= -2.613085
## PC8 > -0.2273773
## PC8 <= 1.490857
## PC22 > -1.591802
## PC34 > -0.1039872
## PC35 > -0.5510029
## PC38 <= 0.4812083
## PC44 <= 0.4764253
## PC59 > -0.6592996
## PC74 <= 0.335292
## PC78 > -0.2197374
## PC87 > -0.6705934
## PC88 > -0.1423049
## PC89 > -0.202921
## PC94 <= 0.9560409
## PC97 <= 0.07127351
## -> class 2\|2 [0.992]
##
## Rule 38/265: (84.8/0.2, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC21 <= 2.055374
## PC40 <= 0.4933943
## PC44 <= 0.4764253
## PC56 > 0.6592054
## PC59 > -0.6592996
## PC94 <= 0.9560409
## -> class 2\|2 [0.986]
##
## Rule 38/266: (69.2, lift 11.3)
## PC1 <= -0.430681
## PC2 > -7.732954
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC22 > -1.591802
## PC23 > 0.8789801
## PC34 > -0.1039872
## PC38 <= 0.66856
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC74 <= 0.335292
## PC78 > -0.1079038
## PC89 > -0.202921
## -> class 2\|2 [0.985]
##
## Rule 38/267: (97.9/0.5, lift 11.3)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 <= -2.779273
## PC21 <= 2.055374
## PC32 <= 1.071236
## PC59 > -0.6592996
## PC90 > -0.7716748
## PC94 <= 0.9560409
## -> class 2\|2 [0.985]
##
## Rule 38/268: (64.4, lift 11.3)
## PC2 <= 2.5099
## PC6 <= -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC10 > 1.006123
## PC15 > -1.623177
## PC33 > -0.5563135
## PC33 <= 0.2940307
## -> class 2\|2 [0.985]
##
## Rule 38/269: (69.8/0.2, lift 11.3)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 <= -3.163575
## PC32 <= 1.071236
## PC44 <= 0.4764253
## -> class 2\|2 [0.984]
##
## Rule 38/270: (55.5/0.1, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC15 > -1.623177
## PC55 > 0.3253843
## PC68 > -0.5654163
## PC74 <= 0.256224
## -> class 2\|2 [0.981]
##
## Rule 38/271: (44.9, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4338923
## PC8 <= 2.359055
## PC32 <= 1.071236
## PC40 <= -1.571625
## PC42 > -1.113485
## PC59 > -0.6592996
## PC68 <= 1.819873
## -> class 2\|2 [0.979]
##
## Rule 38/272: (43.8, lift 11.3)
## PC2 > -8.975098
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC14 > -3.562955
## PC29 <= 0.3448451
## PC35 <= 1.432605
## PC57 > -0.4832255
## PC68 > -0.5654163
## PC92 > 0.9214229
## -> class 2\|2 [0.978]
##
## Rule 38/273: (67/0.8, lift 11.2)
## PC1 <= -0.430681
## PC2 <= -1.866158
## PC4 > -0.4338923
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC21 <= 2.055374
## PC44 <= 0.4764253
## PC59 > -0.6592996
## PC74 <= 0.335292
## PC75 <= -0.265833
## PC78 > -0.2197374
## PC94 <= 0.9560409
## -> class 2\|2 [0.974]
##
## Rule 38/274: (47.6/0.4, lift 11.2)
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC9 <= -2.194922
## PC12 > 1.248207
## PC15 > -1.623177
## PC30 <= 0.1029848
## PC35 <= 1.432605
## PC68 > -0.5654163
## -> class 2\|2 [0.972]
##
## Rule 38/275: (67.3/1.4, lift 11.1)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC14 > -3.562955
## PC25 <= 0.23417
## PC57 <= -0.4832255
## PC68 > -0.5654163
## PC90 > -0.7167834
## -> class 2\|2 [0.966]
##
## Rule 38/276: (119.7/3.9, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC33 > -0.5563135
## PC43 <= -0.620347
## PC45 <= 0.2982394
## PC68 <= -0.5654163
## PC81 <= 0.6387936
## -> class 2\|2 [0.960]
##
## Rule 38/277: (21.9, lift 11.0)
## PC1 <= -0.430681
## PC2 <= -1.866158
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC38 <= 0.66856
## PC44 <= 0.4764253
## PC59 > -0.6592996
## PC65 > 0.5269582
## PC74 <= 0.335292
## PC89 > -0.202921
## -> class 2\|2 [0.958]
##
## Rule 38/278: (229.5/9.5, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4324302
## PC6 <= -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC11 > -2.245336
## PC14 > -3.562955
## PC30 > 0.1029848
## PC33 > -0.5563135
## PC33 <= 0.2940307
## PC56 > -1.080625
## PC62 > -1.63949
## PC68 > -0.5654163
## PC100 > -0.955751
## -> class 2\|2 [0.955]
##
## Rule 38/279: (56.8/1.7, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC29 > -0.1187034
## PC35 > -0.5510029
## PC38 <= 0.66856
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC59 > -0.6592996
## PC78 > 0.456236
## PC89 > -0.202921
## -> class 2\|2 [0.954]
##
## Rule 38/280: (19.9, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC28 > -0.2656237
## PC45 > 0.2982394
## PC68 <= -0.5654163
## PC75 > 0.4335233
## -> class 2\|2 [0.954]
##
## Rule 38/281: (42.7/1.1, lift 11.0)
## PC1 <= -1.488479
## PC6 <= -0.2201574
## PC8 > -1.682772
## PC8 <= -0.2273773
## PC9 > -2.194922
## PC14 > -3.562955
## PC15 > -1.623177
## PC30 <= 0.1029848
## PC68 > -0.5654163
## PC88 > -0.3269562
## PC97 > -0.1263157
## -> class 2\|2 [0.953]
##
## Rule 38/282: (18, lift 10.9)
## PC1 <= -0.430681
## PC2 > -1.866158
## PC8 > -0.2273773
## PC11 <= -2.039414
## PC21 <= 2.055374
## -> class 2\|2 [0.948]
##
## Rule 38/283: (25.8/0.5, lift 10.9)
## PC1 <= -0.430681
## PC2 <= -1.866158
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC12 > -2.779273
## PC29 <= -0.1187034
## PC32 <= 1.071236
## PC74 <= 0.335292
## PC78 > -0.1079038
## -> class 2\|2 [0.947]
##
## Rule 38/284: (21.2/0.3, lift 10.9)
## PC2 <= 2.5099
## PC6 <= -0.2201574
## PC8 > -3.21639
## PC28 > -0.2656237
## PC33 > -0.5563135
## PC33 <= 0.2940307
## PC55 <= 1.002183
## PC88 > 0.759923
## -> class 2\|2 [0.945]
##
## Rule 38/285: (39.4/1.3, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC21 <= 2.055374
## PC44 <= 0.4764253
## PC59 > -0.6592996
## PC90 <= -0.7716748
## -> class 2\|2 [0.943]
##
## Rule 38/286: (306/17.3, lift 10.8)
## PC1 <= -0.430681
## PC4 > -0.3660693
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC10 > -0.002582849
## PC13 > -0.840726
## PC45 <= 0.2982394
## PC48 > -6.420553
## PC60 <= 0.3793457
## PC68 <= -0.5654163
## PC81 <= 0.6387936
## PC87 > -1.493398
## -> class 2\|2 [0.941]
##
## Rule 38/287: (14.5, lift 10.8)
## PC1 > -0.430681
## PC1 <= 9.336863
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC8 > -4.367485
## PC12 <= 2.702868
## PC20 <= 0.2786741
## PC41 <= 0.4290316
## PC98 > 0.322187
## -> class 2\|2 [0.939]
##
## Rule 38/288: (38.6/2.1, lift 10.6)
## PC1 <= -0.430681
## PC2 <= -1.866158
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC32 <= 1.071236
## PC44 <= 0.4764253
## PC56 <= 0.6592054
## PC74 <= 0.335292
## PC75 > -0.265833
## PC78 > -0.1079038
## PC89 > -0.202921
## PC93 <= -0.2961095
## -> class 2\|2 [0.924]
##
## Rule 38/289: (79.6/5.3, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.2201574
## PC8 > -1.482586
## PC8 <= -0.2273773
## PC68 > -0.5654163
## PC68 <= 0.1608086
## PC74 <= 0.256224
## PC97 <= 0.02379148
## -> class 2\|2 [0.923]
##
## Rule 38/290: (9.9, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.2201574
## PC8 > -3.21639
## PC28 > -0.144028
## PC57 > -0.4832255
## PC65 <= -1.51268
## PC68 > -0.5654163
## -> class 2\|2 [0.916]
##
## Rule 38/291: (90/6.8, lift 10.5)
## PC1 <= -0.430681
## PC2 <= -1.866158
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC21 <= 2.055374
## PC22 <= -1.591802
## PC44 <= 0.4764253
## PC78 > -0.2197374
## -> class 2\|2 [0.915]
##
## Rule 38/292: (8, lift 10.3)
## PC14 > -3.562955
## PC33 > 0.2940307
## PC67 > 3.357741
## -> class 2\|2 [0.895]
##
## Rule 38/293: (18.1/1.7, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 <= -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC13 <= 0.2550174
## PC30 <= 0.1029848
## PC33 <= 0.2940307
## PC55 <= 1.002183
## PC68 > -0.5654163
## PC68 <= -0.3957558
## -> class 2\|2 [0.864]
##
## Rule 38/294: (18/2.5, lift 9.5)
## PC1 <= -0.430681
## PC6 > -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC15 > -1.623177
## PC33 > -0.5563135
## PC44 <= -0.6137733
## PC55 <= 1.002183
## PC65 > -1.51268
## PC74 > 0.256224
## -> class 2\|2 [0.826]
##
## Rule 38/295: (57.8/10.5, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4338923
## PC8 > -0.2273773
## PC8 <= 2.359055
## PC21 <= 2.055374
## PC32 <= 1.071236
## PC43 <= -0.4378694
## PC59 > -0.6592996
## PC74 > 0.3934355
## PC90 <= 0.7013856
## PC94 <= 0.9560409
## PC97 <= 1.326732
## -> class 2\|2 [0.808]
##
## Rule 38/296: (17.5/4.1, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC24 > 0.7800624
## PC44 > 0.4764253
## PC97 <= 1.326732
## -> class 2\|2 [0.736]
##
## Rule 38/297: (31.7/8.1, lift 8.4)
## PC1 > -0.2019541
## PC1 <= 9.336863
## PC3 <= 0.09497605
## PC8 > -4.367485
## PC9 <= 0.2364534
## PC19 > -2.176694
## PC41 > 0.4290316
## PC44 <= 0.800207
## -> class 2\|2 [0.729]
##
## Rule 38/298: (101.7/29.3, lift 8.1)
## PC1 <= -0.430681
## PC2 > -8.975098
## PC2 <= 2.5099
## PC4 <= 0.04987404
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC14 > -3.562955
## PC28 > -0.2656237
## PC33 <= -0.5563135
## -> class 2\|2 [0.708]
##
## Rule 38/299: (100.8/0.4, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC45 > 0.1540567
## PC85 <= 0.4885428
## -> class 2\|3 [0.986]
##
## Rule 38/300: (62.6, lift 8.6)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC51 <= 0.766556
## PC81 > 0.3097948
## PC85 > 0.4885428
## -> class 2\|3 [0.984]
##
## Rule 38/301: (151.7/8.1, lift 8.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 <= -4.367485
## PC50 > -0.5425506
## PC65 <= 1.051629
## PC89 > -0.04907971
## -> class 2\|3 [0.941]
##
## Rule 38/302: (14.8, lift 8.2)
## PC8 <= -0.2273773
## PC33 > -0.5563135
## PC36 > -0.7236297
## PC48 <= -6.420553
## PC68 <= -0.5654163
## -> class 2\|3 [0.940]
##
## Rule 38/303: (126.8/9.7, lift 8.0)
## PC2 <= 2.5099
## PC4 > -0.3660693
## PC8 <= -0.2273773
## PC13 <= -0.840726
## PC48 > -6.420553
## PC60 <= 0.3793457
## -> class 2\|3 [0.917]
##
## Rule 38/304: (74.5/6.4, lift 7.9)
## PC1 > -0.2019541
## PC1 <= 9.336863
## PC3 <= 0.09497605
## PC8 > -4.367485
## PC9 <= 0.2364534
## PC19 > -2.176694
## PC20 <= 0.2786741
## PC41 <= 0.4290316
## PC44 <= 0.800207
## PC67 > -0.4050675
## PC71 > -1.398771
## PC98 <= 0.322187
## -> class 2\|3 [0.903]
##
## Rule 38/305: (65/5.9, lift 7.8)
## PC1 > -0.2019541
## PC8 <= -4.367485
## PC50 > -0.5425506
## PC99 <= 0.09789883
## -> class 2\|3 [0.897]
##
## Rule 38/306: (7291.4/5239.2, lift 2.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## -> class 2\|3 [0.282]
##
## Rule 38/307: (629.7/4.7, lift 15.8)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC28 > 0.04320206
## PC46 <= 0.413817
## -> class 2\|4 [0.991]
##
## Rule 38/308: (45.7, lift 15.6)
## PC1 > -0.430681
## PC8 <= -4.367485
## PC89 <= -0.04907971
## PC99 > 0.09789883
## -> class 2\|4 [0.979]
##
## Rule 38/309: (237.1/5.3, lift 15.5)
## PC8 <= -3.21639
## PC25 <= 0.29941
## PC35 <= 1.959094
## PC43 > -0.4429968
## PC46 <= 0.413817
## PC81 > -0.5749007
## PC81 <= 0.3097948
## PC85 > 0.4885428
## -> class 2\|4 [0.973]
##
## Rule 38/310: (27.3, lift 15.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC29 > 0.3448451
## PC36 > -0.7236297
## PC49 <= 0.1407136
## -> class 2\|4 [0.966]
##
## Rule 38/311: (105.3/4.9, lift 15.1)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC12 > -0.5272765
## PC45 <= 0.1540567
## PC46 <= 0.413817
## PC47 <= -0.4151716
## PC56 > -1.286535
## PC85 > -0.4751406
## -> class 2\|4 [0.945]
##
## Rule 38/312: (20.7/0.3, lift 15.0)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC39 <= -0.9496649
## PC56 > -1.286535
## PC85 > -0.4751406
## PC85 <= 0.4885428
## -> class 2\|4 [0.941]
##
## Rule 38/313: (14.2, lift 14.9)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC51 > 0.766556
## -> class 2\|4 [0.938]
##
## Rule 38/314: (10.6, lift 14.7)
## PC1 > -0.430681
## PC8 <= -4.367485
## PC50 > -0.5425506
## PC65 > 1.051629
## -> class 2\|4 [0.921]
##
## Rule 38/315: (10.4, lift 14.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC33 > -0.5563135
## PC36 > -0.7236297
## PC55 > 1.002183
## PC57 > -0.4832255
## PC68 > -0.5654163
## -> class 2\|4 [0.918]
##
## Rule 38/316: (39.7/2.5, lift 14.6)
## PC1 <= -0.430681
## PC6 > -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC15 > -1.623177
## PC17 > -0.3582913
## PC44 > -0.6137733
## PC68 > -0.5654163
## PC74 > 0.256224
## PC96 <= 0.06888171
## -> class 2\|4 [0.916]
##
## Rule 38/317: (53.2/4, lift 14.5)
## PC8 <= -3.21639
## PC9 > 4.022722
## PC46 <= 0.413817
## PC85 > -0.4751406
## PC85 <= 0.4885428
## -> class 2\|4 [0.910]
##
## Rule 38/318: (17.9/0.8, lift 14.5)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC29 <= -0.1389677
## PC46 <= 0.413817
## PC47 > -0.4151716
## PC85 > 0.126707
## PC85 <= 0.4885428
## -> class 2\|4 [0.908]
##
## Rule 38/319: (14.4/0.6, lift 14.4)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC9 <= 4.022722
## PC38 <= -0.4013741
## PC40 <= -0.3668536
## PC56 > -1.286535
## PC85 > -0.4751406
## -> class 2\|4 [0.905]
##
## Rule 38/320: (10.1/0.2, lift 14.4)
## PC1 <= -0.430681
## PC6 > -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC17 <= -0.3582913
## PC33 > -0.5563135
## PC41 <= -1.069008
## PC68 > -0.5654163
## PC74 > 0.256224
## -> class 2\|4 [0.904]
##
## Rule 38/321: (31.5/2.3, lift 14.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC15 <= -1.623177
## PC55 <= -0.4761177
## PC68 > -0.5654163
## -> class 2\|4 [0.901]
##
## Rule 38/322: (6, lift 13.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC15 <= -1.623177
## PC68 > -0.5654163
## PC74 > 0.7342792
## -> class 2\|4 [0.875]
##
## Rule 38/323: (5.3, lift 13.7)
## PC1 <= -0.430681
## PC6 > -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC44 > -0.6137733
## PC74 > 0.256224
## PC77 > 0.9935921
## -> class 2\|4 [0.862]
##
## Rule 38/324: (6.2/0.2, lift 13.7)
## PC1 <= -0.430681
## PC2 <= -5.971155
## PC8 <= -3.21639
## PC46 <= 0.413817
## PC85 > 0.126707
## PC85 <= 0.4885428
## -> class 2\|4 [0.859]
##
## Rule 38/325: (19.8/3.1, lift 12.9)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC56 <= -1.286535
## PC85 <= 0.4885428
## -> class 2\|4 [0.811]
##
## Rule 38/326: (16.8/3.5, lift 12.1)
## PC1 <= -0.430681
## PC6 > -0.2201574
## PC8 > -3.21639
## PC8 <= -0.2273773
## PC28 > -0.2656237
## PC28 <= -0.144028
## PC68 > -0.5654163
## -> class 2\|4 [0.761]
##
## Rule 38/327: (18/3.8, lift 12.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC15 <= -1.623177
## PC28 > -0.2656237
## PC55 > -0.4761177
## PC63 <= -0.427524
## PC68 > -0.5654163
## -> class 2\|4 [0.759]
##
## Rule 38/328: (10.9/2.4, lift 11.7)
## PC1 <= -0.430681
## PC8 <= -3.21639
## PC32 > 3.756586
## PC46 <= 0.413817
## PC85 <= 0.4885428
## -> class 2\|4 [0.736]
##
## Rule 38/329: (15.2/3.8, lift 11.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC19 > -2.176694
## PC44 <= 0.800207
## PC67 <= -0.4050675
## -> class 2\|4 [0.719]
##
## Rule 38/330: (37.3/16, lift 9.0)
## PC2 <= 2.5099
## PC40 > 4.084046
## -> class 2\|4 [0.566]
##
## Default class: 0\|2
##
## ----- Trial 39: -----
##
## Rules:
##
## Rule 39/1: (104.1, lift 16.7)
## PC6 > 0.2213162
## PC18 > 1.033548
## PC19 <= 0.2185672
## PC30 <= 1.969711
## -> class 0\|0 [0.991]
##
## Rule 39/2: (71.5/0.3, lift 16.6)
## PC7 > -0.9678689
## PC18 > 2.707435
## PC27 > -1.915255
## PC35 <= 0.5582652
## PC62 <= 0.2049636
## PC81 <= 1.274873
## PC89 <= 0.4144618
## PC100 <= -0.492492
## -> class 0\|0 [0.982]
##
## Rule 39/3: (34.7, lift 16.4)
## PC4 <= 8.368616
## PC18 > 1.033548
## PC18 <= 2.707435
## PC23 <= -0.5893824
## PC29 > 1.515074
## PC35 <= 0.5582652
## -> class 0\|0 [0.973]
##
## Rule 39/4: (32.2, lift 16.4)
## PC4 <= 8.368616
## PC14 <= -0.827648
## PC18 > 1.033548
## PC19 <= 0.2185672
## PC69 > -3.288065
## -> class 0\|0 [0.971]
##
## Rule 39/5: (26/0.1, lift 16.2)
## PC2 > 2.55875
## PC13 <= 7.236558
## PC18 > 1.033548
## PC18 <= 2.707435
## PC23 <= -0.5893824
## PC56 <= -0.8495898
## PC61 > -1.062824
## PC69 > -3.288065
## PC81 <= 1.274873
## -> class 0\|0 [0.960]
##
## Rule 39/6: (108.8/4.4, lift 16.0)
## PC2 > 2.55875
## PC3 > -1.208665
## PC6 <= 0.2213162
## PC12 > 0.2625651
## PC18 > 1.033548
## PC18 <= 2.707435
## PC31 > -0.240381
## -> class 0\|0 [0.951]
##
## Rule 39/7: (23.9/0.6, lift 15.8)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC46 <= 2.019221
## PC69 > -3.288065
## PC100 > 1.747174
## -> class 0\|0 [0.938]
##
## Rule 39/8: (11.2, lift 15.6)
## PC13 > 7.236558
## PC18 > 3.718587
## PC31 > 0.1783828
## -> class 0\|0 [0.924]
##
## Rule 39/9: (10.6, lift 15.5)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC41 > 0.1165162
## PC51 <= -0.2713818
## -> class 0\|0 [0.921]
##
## Rule 39/10: (8.1, lift 15.2)
## PC3 <= -1.208665
## PC13 <= 7.236558
## PC18 > 1.033548
## PC18 <= 2.707435
## PC43 <= -2.217216
## -> class 0\|0 [0.901]
##
## Rule 39/11: (6, lift 14.8)
## PC2 <= 9.003013
## PC13 > 7.236558
## PC18 > 3.718587
## PC59 > 2.532087
## -> class 0\|0 [0.876]
##
## Rule 39/12: (31.3/6.3, lift 13.2)
## PC3 <= -1.208665
## PC4 <= 8.368616
## PC13 <= 7.236558
## PC18 > 1.033548
## PC18 <= 2.707435
## PC19 <= 0.2185672
## PC61 <= -1.062824
## PC92 > -6.173739
## -> class 0\|0 [0.780]
##
## Rule 39/13: (200.5/45, lift 13.0)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC6 > 0.1679205
## PC13 <= 1.698335
## PC18 > -0.4683644
## -> class 0\|0 [0.773]
##
## Rule 39/14: (1064.5/391.9, lift 10.7)
## PC4 <= 8.368616
## PC13 <= 7.236558
## PC18 > 2.707435
## PC35 <= 0.5582652
## PC69 > -3.288065
## PC81 <= 1.274873
## -> class 0\|0 [0.632]
##
## Rule 39/15: (96, lift 11.5)
## PC2 > 2.55875
## PC3 > -1.953879
## PC3 <= 1.640775
## PC15 > -0.1307071
## PC18 > -1.127962
## PC18 <= -0.4683644
## PC28 <= -0.05898223
## PC71 > -0.2212243
## -> class 0\|1 [0.990]
##
## Rule 39/16: (89.9, lift 11.5)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 <= -0.9678689
## PC19 <= 0.2185672
## PC40 > -2.650354
## PC41 <= 0.2375535
## PC64 > -0.3634516
## -> class 0\|1 [0.989]
##
## Rule 39/17: (79.2, lift 11.5)
## PC2 > 2.55875
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC35 > 0.5582652
## PC46 <= 2.019221
## -> class 0\|1 [0.988]
##
## Rule 39/18: (69.2, lift 11.5)
## PC3 <= 1.640775
## PC6 <= 0.2213162
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC27 <= 1.920795
## PC56 > 0.6893635
## PC62 <= 0.2049636
## PC81 <= 1.274873
## PC100 > -0.492492
## -> class 0\|1 [0.986]
##
## Rule 39/19: (69, lift 11.5)
## PC2 <= 9.003013
## PC13 > 7.236558
## PC18 > 3.718587
## PC20 > -3.980935
## PC31 <= 0.1783828
## PC59 <= 2.532087
## -> class 0\|1 [0.986]
##
## Rule 39/20: (127.4/1.1, lift 11.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC6 <= 0.1679205
## PC13 > -4.022252
## PC13 <= 1.698335
## PC15 > -1.498675
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC32 > 0.1454827
## -> class 0\|1 [0.984]
##
## Rule 39/21: (57.2, lift 11.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC40 > 2.2481
## PC46 <= 2.019221
## PC69 > -3.288065
## PC92 > -6.173739
## -> class 0\|1 [0.983]
##
## Rule 39/22: (46, lift 11.4)
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC21 > -0.9078286
## PC21 <= 0.4791392
## PC62 <= 0.2049636
## PC80 > 0.5679721
## PC81 <= 1.274873
## PC100 > -0.492492
## -> class 0\|1 [0.979]
##
## Rule 39/23: (65.6/0.6, lift 11.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC17 > -2.02743
## PC18 <= -0.4683644
## PC99 > -0.05028043
## -> class 0\|1 [0.976]
##
## Rule 39/24: (39.7, lift 11.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC8 > 0.08950938
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC41 <= 0.1165162
## PC44 > -0.02044405
## -> class 0\|1 [0.976]
##
## Rule 39/25: (39.8, lift 11.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC6 <= 0.1679205
## PC12 > 0.4844547
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.033548
## -> class 0\|1 [0.976]
##
## Rule 39/26: (40.4, lift 11.4)
## PC4 <= 8.368616
## PC18 > 1.033548
## PC40 > -2.650354
## PC54 > 1.120118
## PC62 <= 0.2049636
## PC92 > -6.173739
## PC97 > -0.06730685
## PC100 > -0.492492
## -> class 0\|1 [0.976]
##
## Rule 39/27: (37.8, lift 11.3)
## PC4 <= 8.368616
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC21 <= -0.9078286
## PC62 <= 0.2049636
## PC100 > -0.492492
## -> class 0\|1 [0.975]
##
## Rule 39/28: (34.6, lift 11.3)
## PC13 <= 7.236558
## PC15 > -1.498675
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC20 > 3.394121
## PC92 > -6.173739
## -> class 0\|1 [0.973]
##
## Rule 39/29: (39.3/0.2, lift 11.3)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.4683644
## PC20 > -3.440173
## PC55 > 0.6502167
## PC91 > -7.263493
## -> class 0\|1 [0.972]
##
## Rule 39/30: (32.5, lift 11.3)
## PC2 > 2.55875
## PC4 <= 8.368616
## PC5 > -0.7656811
## PC13 <= 7.236558
## PC18 > 2.707435
## PC41 > 0.2375535
## -> class 0\|1 [0.971]
##
## Rule 39/31: (34.1, lift 11.3)
## PC2 > 2.55875
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC22 <= -0.4824589
## PC62 <= 0.2049636
## PC97 <= -0.06730685
## -> class 0\|1 [0.970]
##
## Rule 39/32: (108.7/2.4, lift 11.3)
## PC4 > 8.368616
## PC18 > 1.033548
## PC19 <= 0.2185672
## PC25 > -0.7420362
## PC37 > -2.639601
## PC69 > -3.288065
## PC100 <= 2.140566
## -> class 0\|1 [0.970]
##
## Rule 39/33: (59.1/0.9, lift 11.3)
## PC14 > -0.827648
## PC18 > 2.707435
## PC27 <= -1.915255
## PC35 <= 0.5582652
## PC40 > -2.650354
## -> class 0\|1 [0.969]
##
## Rule 39/34: (30.4, lift 11.3)
## PC4 <= 8.368616
## PC14 > -0.827648
## PC14 <= -0.4685762
## PC18 > 1.033548
## PC62 <= 0.2049636
## PC89 <= 0.4144618
## PC100 > -0.492492
## -> class 0\|1 [0.969]
##
## Rule 39/35: (30.1, lift 11.3)
## PC4 <= 8.368616
## PC6 <= 0.2213162
## PC13 <= 7.236558
## PC18 > 1.033548
## PC43 > -1.399074
## PC66 > -0.00923972
## PC80 <= 0.5679721
## PC81 > 0.7577374
## PC97 <= -0.06730685
## PC100 > -0.492492
## -> class 0\|1 [0.969]
##
## Rule 39/36: (60.5/1.1, lift 11.2)
## PC18 > 2.707435
## PC26 > -0.008875825
## PC43 > -1.399074
## PC62 > 0.1617735
## PC62 <= 0.2049636
## -> class 0\|1 [0.966]
##
## Rule 39/37: (54.3/1, lift 11.2)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC12 <= 0.4844547
## PC18 > -0.4683644
## PC32 <= 0.1454827
## PC44 > -0.02044405
## PC46 > 0.4662138
## PC46 <= 2.019221
## -> class 0\|1 [0.964]
##
## Rule 39/38: (24.3, lift 11.2)
## PC2 > 2.55875
## PC3 > -1.208665
## PC3 <= 1.640775
## PC6 <= 0.2213162
## PC12 <= 0.2625651
## PC14 > -0.827648
## PC18 > 1.033548
## -> class 0\|1 [0.962]
##
## Rule 39/39: (166.4/5.7, lift 11.2)
## PC3 <= -1.208665
## PC4 <= 8.368616
## PC13 <= 7.236558
## PC18 > 1.033548
## PC18 <= 2.707435
## PC20 > 0.2781305
## PC21 <= 0.4791392
## PC29 <= 1.515074
## PC56 > -0.8495898
## PC69 > -3.288065
## PC81 <= 1.274873
## -> class 0\|1 [0.960]
##
## Rule 39/40: (23.1, lift 11.2)
## PC2 > 2.55875
## PC3 > -1.208665
## PC3 <= 1.640775
## PC6 <= 0.2213162
## PC18 > -0.4683644
## PC18 <= 2.707435
## PC31 <= -0.240381
## -> class 0\|1 [0.960]
##
## Rule 39/41: (83.3/2.4, lift 11.2)
## PC4 <= 8.368616
## PC6 <= 0.2213162
## PC14 > -0.4685762
## PC18 > 2.707435
## PC21 <= 0.4791392
## PC27 > -1.144709
## PC43 > -1.399074
## PC46 > 0.1236041
## PC97 > -0.06730685
## PC100 > -0.492492
## -> class 0\|1 [0.960]
##
## Rule 39/42: (443.3/17.8, lift 11.1)
## PC3 <= -1.208665
## PC4 <= 8.368616
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC18 <= 2.707435
## PC21 <= 0.4791392
## PC23 > -0.5893824
## PC40 > -2.650354
## PC43 > -2.217216
## PC61 > -1.062824
## PC69 > -3.288065
## PC81 <= 1.274873
## -> class 0\|1 [0.958]
##
## Rule 39/43: (27.4/0.3, lift 11.1)
## PC5 > -0.6956649
## PC5 <= -0.6442999
## PC6 <= 0.1679205
## PC18 > -0.4683644
## PC19 > -0.1806272
## PC20 <= 3.394121
## PC39 <= 0.624705
## PC44 > -0.02044405
## PC100 <= 1.747174
## -> class 0\|1 [0.957]
##
## Rule 39/44: (23/0.3, lift 11.0)
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC27 > -1.915255
## PC40 > -2.650354
## PC54 <= -1.849641
## PC81 <= 1.274873
## -> class 0\|1 [0.946]
##
## Rule 39/45: (15.6, lift 11.0)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC5 <= -0.6956649
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC41 <= 0.1165162
## -> class 0\|1 [0.943]
##
## Rule 39/46: (146.6/7.6, lift 11.0)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC6 <= 0.1679205
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC41 > 0.1165162
## PC51 > -0.2713818
## PC69 > -3.288065
## PC94 > -1.072472
## PC100 <= 1.747174
## -> class 0\|1 [0.942]
##
## Rule 39/47: (53/2.2, lift 10.9)
## PC4 <= -9.785807
## PC18 > -0.4683644
## -> class 0\|1 [0.941]
##
## Rule 39/48: (29.8/1, lift 10.9)
## PC2 > 2.55875
## PC6 <= 0.2213162
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC27 <= 1.920795
## PC62 <= 0.2049636
## PC66 > 0.9505836
## PC100 > -0.492492
## -> class 0\|1 [0.938]
##
## Rule 39/49: (13.8, lift 10.9)
## PC2 > 2.55875
## PC4 <= 8.368616
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC19 <= 0.2185672
## PC41 <= 0.2375535
## PC46 <= 0.1236041
## PC62 <= 0.2049636
## PC71 <= -0.6377797
## PC100 > -0.492492
## -> class 0\|1 [0.937]
##
## Rule 39/50: (38.2/1.9, lift 10.8)
## PC2 > 2.55875
## PC6 <= 0.2213162
## PC18 > 1.033548
## PC25 > 1.063675
## PC27 <= 1.920795
## PC35 <= 0.5582652
## PC40 > -2.650354
## PC41 <= 0.2375535
## -> class 0\|1 [0.928]
##
## Rule 39/51: (75.3/4.7, lift 10.8)
## PC2 > 2.55875
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 1.033548
## PC22 > -0.4824589
## PC41 > -0.01637976
## PC62 > -0.3858307
## PC62 <= 0.1617735
## PC66 > -0.00923972
## PC97 <= -0.06730685
## PC100 > -0.492492
## -> class 0\|1 [0.927]
##
## Rule 39/52: (28.9/2, lift 10.5)
## PC4 <= 8.368616
## PC5 > -0.7656811
## PC6 <= 0.2213162
## PC18 > 1.033548
## PC21 <= 0.4791392
## PC43 > -1.399074
## PC54 > -1.849641
## PC66 > -0.00923972
## PC66 <= 0.9505836
## PC78 > 0.157431
## PC97 <= -0.06730685
## PC100 > -0.492492
## -> class 0\|1 [0.903]
##
## Rule 39/53: (6.7, lift 10.3)
## PC4 <= 8.368616
## PC13 <= 7.236558
## PC18 > 1.033548
## PC24 > 3.740935
## PC100 > -0.492492
## -> class 0\|1 [0.885]
##
## Rule 39/54: (75/8.5, lift 10.2)
## PC13 <= 7.236558
## PC14 > -0.827648
## PC18 > 2.707435
## PC21 <= 0.4791392
## PC43 > -1.399074
## PC62 <= 0.2049636
## PC89 > 0.4144618
## -> class 0\|1 [0.876]
##
## Rule 39/55: (12.3/1, lift 10.0)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC4 > -9.785807
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC19 <= -0.1806272
## PC44 > -0.02044405
## -> class 0\|1 [0.858]
##
## Rule 39/56: (9.7/0.8, lift 9.8)
## PC2 > 2.55875
## PC6 > 0.2213162
## PC21 <= 0.4791392
## PC30 > 1.969711
## -> class 0\|1 [0.842]
##
## Rule 39/57: (49.8/16.7, lift 7.7)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -0.4683644
## PC26 > -0.02727594
## PC54 <= 3.096431
## PC77 > 1.167778
## -> class 0\|1 [0.659]
##
## Rule 39/58: (67.1, lift 10.6)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC28 > -2.017513
## PC31 <= 0.01790563
## PC34 > -3.065506
## PC52 <= 3.238657
## PC54 <= 3.096431
## PC55 <= 0.6039479
## PC61 > 0.7707137
## PC90 > -2.915368
## PC99 > -2.727979
## -> class 0\|2 [0.986]
##
## Rule 39/59: (55.4, lift 10.6)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC12 <= 0.09670471
## PC18 > -0.4683644
## PC21 > 0.4791392
## PC47 <= 0.8708948
## PC81 <= 1.274873
## -> class 0\|2 [0.983]
##
## Rule 39/60: (47.1, lift 10.6)
## PC4 > 9.305666
## PC18 <= -0.4683644
## PC42 <= 2.542028
## PC44 <= 1.414061
## -> class 0\|2 [0.980]
##
## Rule 39/61: (61.4/0.5, lift 10.5)
## PC4 > 8.368616
## PC18 > -0.4683644
## PC25 <= -0.7420362
## PC92 > -6.173739
## -> class 0\|2 [0.977]
##
## Rule 39/62: (91.9/1.5, lift 10.5)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 > 0.6589274
## PC18 <= -0.4683644
## PC31 <= 0.01790563
## PC34 > -3.065506
## PC54 > -0.7495726
## PC77 <= 1.167778
## PC99 > -2.727979
## -> class 0\|2 [0.974]
##
## Rule 39/63: (32.2, lift 10.5)
## PC7 > -0.7458541
## PC18 <= -1.127962
## PC30 > 2.28846
## PC42 <= 2.542028
## PC54 <= 3.096431
## PC89 > -1.248295
## -> class 0\|2 [0.971]
##
## Rule 39/64: (26.7, lift 10.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 > -1.127962
## PC18 <= -0.4683644
## PC54 <= 3.096431
## PC94 > 0.7196205
## -> class 0\|2 [0.965]
##
## Rule 39/65: (28.2/0.2, lift 10.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC19 > 0.2185672
## -> class 0\|2 [0.962]
##
## Rule 39/66: (23.4, lift 10.4)
## PC2 > 2.55875
## PC3 > -1.953879
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 > -1.127962
## PC18 <= -0.4683644
## PC28 > -0.05898223
## PC75 <= 0.3324234
## -> class 0\|2 [0.961]
##
## Rule 39/67: (44/1.5, lift 10.2)
## PC18 <= -0.4683644
## PC54 <= 3.096431
## PC63 <= 3.273162
## PC66 > -4.692316
## PC93 <= -3.519292
## PC99 > -2.727979
## -> class 0\|2 [0.946]
##
## Rule 39/68: (19.3/0.4, lift 10.1)
## PC7 > -0.7458541
## PC18 <= -0.4683644
## PC54 <= 3.096431
## PC66 <= -4.692316
## PC77 <= 1.167778
## -> class 0\|2 [0.933]
##
## Rule 39/69: (12.5, lift 10.0)
## PC13 > 7.236558
## PC18 > 3.718587
## PC20 <= -3.980935
## -> class 0\|2 [0.931]
##
## Rule 39/70: (105.3/6.8, lift 10.0)
## PC13 > 7.236558
## PC18 > -0.4683644
## PC18 <= 3.718587
## PC31 <= 0.02654657
## PC38 > -4.760805
## PC98 <= 3.160594
## -> class 0\|2 [0.928]
##
## Rule 39/71: (10.2, lift 9.9)
## PC10 <= -2.519742
## PC18 <= -1.783027
## PC20 > -2.873274
## PC31 > 0.01790563
## PC45 <= 1.176643
## PC64 > -0.5164298
## -> class 0\|2 [0.918]
##
## Rule 39/72: (15.2/0.8, lift 9.7)
## PC2 > 2.55875
## PC7 > -0.7458541
## PC18 <= -0.4683644
## PC31 > 0.01790563
## PC45 <= 1.176643
## PC54 <= 3.096431
## PC79 > 1.496052
## -> class 0\|2 [0.896]
##
## Rule 39/73: (71.4/12.9, lift 8.7)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC10 > -2.985643
## PC18 > -1.783027
## PC18 <= -1.127962
## PC31 > 0.01790563
## PC74 > -0.1224555
## PC77 <= 1.167778
## PC89 > -1.248295
## -> class 0\|2 [0.811]
##
## Rule 39/74: (80.9/26.1, lift 7.3)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC40 <= -2.650354
## PC86 > -1.451355
## -> class 0\|2 [0.673]
##
## Rule 39/75: (527.3/235.7, lift 6.0)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC6 <= 0.1679205
## PC15 > -1.498675
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC40 > -2.650354
## PC41 <= 0.1165162
## PC46 <= 2.019221
## PC100 <= 1.747174
## -> class 0\|2 [0.553]
##
## Rule 39/76: (7743.8/5893.8, lift 2.6)
## PC2 > 2.55875
## -> class 0\|2 [0.239]
##
## Rule 39/77: (211.8/0.5, lift 10.8)
## PC7 > -0.7458541
## PC18 <= -0.4683644
## PC20 <= -2.873274
## PC31 > 0.01790563
## PC45 <= 1.176643
## PC64 > -0.5164298
## PC89 > -1.248295
## -> class 0\|3 [0.993]
##
## Rule 39/78: (93.6, lift 10.7)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -1.127962
## PC55 > 0.6039479
## PC66 > -4.692316
## -> class 0\|3 [0.990]
##
## Rule 39/79: (107.4/0.3, lift 10.7)
## PC2 > 2.55875
## PC4 > -8.177876
## PC4 <= 9.305666
## PC6 > -0.8655804
## PC7 <= 0.6589274
## PC8 <= 0.0254767
## PC18 <= -1.127962
## PC28 > -2.017513
## PC30 <= 2.28846
## PC38 <= -0.3592786
## PC63 > -0.9468313
## PC65 <= 0.655746
## PC77 <= 1.167778
## -> class 0\|3 [0.988]
##
## Rule 39/80: (76.8, lift 10.7)
## PC17 <= -2.08313
## PC31 > 0.01790563
## PC45 > 1.176643
## -> class 0\|3 [0.987]
##
## Rule 39/81: (57.6, lift 10.7)
## PC1 <= -0.5298792
## PC4 > -8.177876
## PC7 <= 0.6589274
## PC18 <= -1.127962
## PC38 > -0.3592786
## PC63 > -0.9468313
## PC66 > -4.692316
## PC78 <= 0.9900733
## PC83 <= 0.1113293
## PC90 > 0.2396648
## -> class 0\|3 [0.983]
##
## Rule 39/82: (61.7, lift 10.6)
## PC2 > 2.55875
## PC18 <= -0.4683644
## PC31 <= 0.01790563
## PC42 > 2.542028
## PC66 > -4.692316
## PC90 > -2.915368
## PC93 > -3.519292
## -> class 0\|3 [0.983]
##
## Rule 39/83: (108.6/0.9, lift 10.6)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC54 > 3.096431
## -> class 0\|3 [0.983]
##
## Rule 39/84: (72.9/0.4, lift 10.6)
## PC3 <= 1.640775
## PC4 > -8.177876
## PC7 <= 0.6589274
## PC18 <= -0.4683644
## PC30 <= -3.829708
## PC42 <= 2.542028
## PC61 <= 0.7707137
## PC66 > -4.692316
## -> class 0\|3 [0.981]
##
## Rule 39/85: (50.9, lift 10.6)
## PC2 > 2.55875
## PC6 > -0.8655804
## PC18 <= -1.127962
## PC31 <= 0.01790563
## PC37 > -1.236859
## PC39 <= -1.024565
## -> class 0\|3 [0.981]
##
## Rule 39/86: (72.6/0.5, lift 10.6)
## PC2 > 2.55875
## PC7 > -0.7458541
## PC18 <= -1.127962
## PC89 <= -1.248295
## PC90 > -2.915368
## PC93 > -3.519292
## -> class 0\|3 [0.980]
##
## Rule 39/87: (42.5, lift 10.6)
## PC18 <= -1.127962
## PC23 > 0.815154
## PC31 > 0.01790563
## PC45 > 1.176643
## PC66 > -4.692316
## PC93 > -3.519292
## -> class 0\|3 [0.978]
##
## Rule 39/88: (60.3/0.4, lift 10.6)
## PC1 <= -0.5298792
## PC2 > 2.55875
## PC4 <= 9.305666
## PC7 > -0.7458541
## PC18 <= -1.127962
## PC28 > -2.017513
## PC34 > -3.065506
## PC66 > -4.692316
## PC90 > -2.915368
## PC93 > -3.519292
## PC99 > 1.334842
## -> class 0\|3 [0.977]
##
## Rule 39/89: (40, lift 10.6)
## PC2 > 2.55875
## PC4 > -8.177876
## PC7 > -0.7458541
## PC18 <= -0.4683644
## PC44 > 1.414061
## PC66 > -4.692316
## PC93 > -3.519292
## -> class 0\|3 [0.976]
##
## Rule 39/90: (39.3, lift 10.6)
## PC3 <= -1.953879
## PC4 <= 7.582463
## PC7 > -0.7458541
## PC18 > -1.127962
## PC18 <= -0.4683644
## PC88 <= -1.657686
## -> class 0\|3 [0.976]
##
## Rule 39/91: (400.2/9.2, lift 10.6)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC10 > -2.519742
## PC18 <= -1.783027
## PC31 > 0.01790563
## PC45 <= 1.176643
## PC63 <= 1.405412
## PC64 > -0.5164298
## PC79 <= 1.496052
## -> class 0\|3 [0.975]
##
## Rule 39/92: (169.2/3.5, lift 10.6)
## PC1 <= -0.5298792
## PC2 > 2.55875
## PC4 > -8.177876
## PC6 > -0.8655804
## PC7 <= 0.6589274
## PC8 <= 0.0254767
## PC17 <= -1.047688
## PC28 > -2.017513
## PC30 > -3.384513
## PC31 <= 0.01790563
## PC34 > -2.607624
## PC37 > -1.236859
## PC38 > -0.3013496
## PC50 <= 1.005976
## PC78 <= 0.9900733
## PC84 <= 0.219704
## PC90 <= 0.2396648
## -> class 0\|3 [0.974]
##
## Rule 39/93: (36.9, lift 10.6)
## PC4 <= 9.305666
## PC18 <= -1.127962
## PC30 <= 2.28846
## PC52 > 3.238657
## PC66 > -4.692316
## PC77 <= 1.167778
## PC90 > -2.915368
## -> class 0\|3 [0.974]
##
## Rule 39/94: (48/0.4, lift 10.5)
## PC1 <= -0.5298792
## PC2 > 2.55875
## PC4 > -8.177876
## PC4 <= 9.305666
## PC12 <= -0.710737
## PC18 <= -1.127962
## PC28 > -2.017513
## PC31 <= 0.01790563
## PC61 <= 0.7707137
## PC66 > -4.692316
## PC77 <= 1.167778
## PC89 > -1.248295
## PC90 > -2.915368
## PC93 > -3.519292
## -> class 0\|3 [0.973]
##
## Rule 39/95: (58.9/0.6, lift 10.5)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC4 > -8.177876
## PC4 <= 9.305666
## PC7 > 0.6589274
## PC18 <= -1.127962
## PC54 <= -0.7495726
## PC61 <= 0.7707137
## PC90 > -2.915368
## PC93 > -3.519292
## -> class 0\|3 [0.973]
##
## Rule 39/96: (33, lift 10.5)
## PC1 <= -0.5298792
## PC6 > -0.8655804
## PC11 <= 0.04684849
## PC18 <= -1.127962
## PC31 <= 0.01790563
## PC38 > -0.3013496
## PC63 > -0.9468313
## PC65 <= 0.655746
## PC77 <= 1.167778
## PC90 > 0.2396648
## PC99 <= 1.334842
## -> class 0\|3 [0.971]
##
## Rule 39/97: (59.2/0.8, lift 10.5)
## PC2 > 2.55875
## PC18 <= -0.4683644
## PC31 > 0.01790563
## PC45 > 1.176643
## PC85 <= 0.03187546
## -> class 0\|3 [0.970]
##
## Rule 39/98: (26.8, lift 10.5)
## PC7 > -0.7458541
## PC10 <= -2.985643
## PC18 > -1.783027
## PC18 <= -1.127962
## PC31 > 0.01790563
## PC45 <= 1.176643
## PC95 > -0.2592004
## -> class 0\|3 [0.965]
##
## Rule 39/99: (25.3, lift 10.4)
## PC7 <= -0.7458541
## PC11 <= -0.07236598
## PC18 <= -0.4683644
## PC20 <= -3.440173
## -> class 0\|3 [0.963]
##
## Rule 39/100: (24.4, lift 10.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC66 > -4.692316
## PC77 <= 1.167778
## PC99 <= -2.727979
## -> class 0\|3 [0.962]
##
## Rule 39/101: (72.1/1.9, lift 10.4)
## PC2 > 2.55875
## PC3 <= -1.953879
## PC4 <= 7.582463
## PC18 > -1.127962
## PC18 <= -0.4683644
## PC22 <= 0.3512948
## PC44 <= 0.3334477
## PC94 <= 0.7196205
## PC97 <= -0.114563
## -> class 0\|3 [0.961]
##
## Rule 39/102: (23.8, lift 10.4)
## PC3 <= 1.640775
## PC15 <= -0.4214977
## PC18 > -0.4683644
## PC19 <= 0.2185672
## PC40 <= -2.650354
## -> class 0\|3 [0.961]
##
## Rule 39/103: (163.2/5.7, lift 10.4)
## PC1 <= -0.5298792
## PC4 > -8.177876
## PC7 > -0.7458541
## PC7 <= 0.6589274
## PC18 <= -0.4683644
## PC28 > -1.46517
## PC30 <= 2.28846
## PC31 <= 0.01790563
## PC37 > -1.236859
## PC61 <= 0.7707137
## PC65 > 0.655746
## PC65 <= 2.255934
## PC78 <= 0.9900733
## PC93 > -3.519292
## -> class 0\|3 [0.960]
##
## Rule 39/104: (240.2/8.9, lift 10.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC18 <= -1.783027
## PC31 > 0.01790563
## PC45 <= 1.176643
## PC63 <= 1.405412
## PC79 <= 1.496052
## PC100 <= -0.1228309
## -> class 0\|3 [0.959]
##
## Rule 39/105: (20.8, lift 10.4)
## PC16 <= 0.3498257
## PC18 <= -1.127962
## PC31 > 0.01790563
## PC45 > 1.176643
## PC66 > -4.692316
## PC93 > -3.519292
## -> class 0\|3 [0.956]
##
## Rule 39/106: (20.9, lift 10.4)
## PC2 > 2.55875
## PC4 <= 7.582463
## PC7 > -0.7458541
## PC18 > -1.127962
## PC18 <= -0.4683644
## PC53 > 2.164162
## -> class 0\|3 [0.956]
##
## Rule 39/107: (42.4/1.1, lift 10.3)
## PC4 > -8.177876
## PC6 > -0.8655804
## PC8 <= 0.0254767
## PC18 <= -0.4683644
## PC37 > -1.236859
## PC38 > -0.3013496
## PC74 <= -0.7091099
## PC90 > 0.2396648
## -> class 0\|3 [0.953]
##
## Rule 39/108: (18.6, lift 10.3)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC15 <= -1.498675
## PC18 > -0.4683644
## PC18 <= 1.033548
## -> class 0\|3 [0.952]
##
## Rule 39/109: (20.2/0.2, lift 10.3)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC4 > -8.177876
## PC8 > 0.0254767
## PC18 <= -1.127962
## PC28 > -2.017513
## PC61 <= 0.7707137
## PC77 <= 1.167778
## PC94 <= -0.07352357
## -> class 0\|3 [0.946]
##
## Rule 39/110: (53.6/2.5, lift 10.2)
## PC7 > -0.7458541
## PC18 > -1.783027
## PC18 <= -1.127962
## PC31 > 0.01790563
## PC45 <= 1.176643
## PC74 <= -0.1224555
## PC77 <= 1.167778
## PC95 > -0.2592004
## PC99 > -2.727979
## -> class 0\|3 [0.937]
##
## Rule 39/111: (13.7, lift 10.1)
## PC13 > 7.236558
## PC18 > -0.4683644
## PC38 <= -4.760805
## -> class 0\|3 [0.936]
##
## Rule 39/112: (40.2/1.9, lift 10.1)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -0.4683644
## PC26 <= -0.02727594
## PC77 > 1.167778
## -> class 0\|3 [0.932]
##
## Rule 39/113: (80/5.4, lift 10.0)
## PC18 <= -1.127962
## PC31 > 0.01790563
## PC45 > 1.176643
## PC66 > -4.692316
## PC82 <= -0.2429176
## PC93 > -3.519292
## -> class 0\|3 [0.922]
##
## Rule 39/114: (7.7, lift 9.7)
## PC2 > 2.55875
## PC3 > -1.953879
## PC3 <= 1.640775
## PC18 > -1.127962
## PC18 <= -0.4683644
## PC75 > 0.3324234
## -> class 0\|3 [0.897]
##
## Rule 39/115: (25.5/2.5, lift 9.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC46 > 2.019221
## -> class 0\|3 [0.871]
##
## Rule 39/116: (37.8/5.5, lift 9.1)
## PC7 <= -0.7458541
## PC18 <= -0.4683644
## PC20 <= -3.440173
## PC71 <= 0.2637561
## -> class 0\|3 [0.836]
##
## Rule 39/117: (102.4/20.4, lift 8.6)
## PC13 > 7.236558
## PC18 <= 1.549302
## PC31 > 0.02654657
## PC38 > -4.760805
## -> class 0\|3 [0.795]
##
## Rule 39/118: (11.6/1.8, lift 8.6)
## PC13 > 7.236558
## PC98 > 3.160594
## -> class 0\|3 [0.794]
##
## Rule 39/119: (63.4/12.9, lift 8.5)
## PC2 > 2.55875
## PC92 <= -6.173739
## -> class 0\|3 [0.787]
##
## Rule 39/120: (4/0.3, lift 8.5)
## PC4 <= -8.177876
## PC18 <= -0.4683644
## PC100 > 0.5751632
## -> class 0\|3 [0.781]
##
## Rule 39/121: (11.3/2.3, lift 8.1)
## PC2 <= 2.55875
## PC8 > -1.538053
## PC10 <= -0.7764253
## PC40 <= -0.6559039
## -> class 0\|3 [0.751]
##
## Rule 39/122: (113.4, lift 22.5)
## PC1 > -0.430681
## PC7 > -6.434374
## PC10 > -0.7764253
## PC10 <= 1.023987
## PC16 <= -0.9735159
## PC19 > 2.417467
## PC38 > -0.4590582
## PC91 > -0.4964139
## -> class 1\|0 [0.991]
##
## Rule 39/123: (86.1, lift 22.4)
## PC1 > -0.430681
## PC6 <= 6.910836
## PC10 > -0.7764253
## PC10 <= 1.023987
## PC11 > 0.3750103
## PC15 <= -3.567556
## PC16 <= -0.9735159
## -> class 1\|0 [0.989]
##
## Rule 39/124: (75.4, lift 22.4)
## PC1 > 13.49866
## PC3 <= 0.6922847
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC19 > -0.3238951
## PC98 <= 0.3294852
## -> class 1\|0 [0.987]
##
## Rule 39/125: (262.8/2.7, lift 22.4)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC6 > -2.075607
## PC6 <= 6.910836
## PC10 > -0.7764253
## PC16 <= -0.9735159
## PC19 > -0.5399519
## PC44 > -1.972712
## PC62 <= -0.2326303
## -> class 1\|0 [0.986]
##
## Rule 39/126: (108.9/0.6, lift 22.4)
## PC1 > -0.430681
## PC4 > -0.7642608
## PC7 > -6.434374
## PC10 <= 1.023987
## PC11 <= 0.3750103
## PC16 <= -1.699269
## PC19 <= 2.408917
## PC38 > -0.4590582
## PC62 > -0.2326303
## PC82 > -0.5320676
## PC87 > -0.5465115
## PC91 > -0.4964139
## -> class 1\|0 [0.985]
##
## Rule 39/127: (64.5, lift 22.4)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC11 <= 2.110574
## PC16 <= -0.9735159
## PC40 <= -1.353911
## PC44 > -1.972712
## PC82 > -0.5320676
## -> class 1\|0 [0.985]
##
## Rule 39/128: (63.6, lift 22.4)
## PC2 > 2.55875
## PC3 > 1.640775
## PC44 > -0.1893252
## PC46 > 0.9481961
## -> class 1\|0 [0.985]
##
## Rule 39/129: (40.3, lift 22.2)
## PC2 > 2.55875
## PC3 > 1.640775
## PC46 > -0.6374976
## PC62 <= -1.426871
## -> class 1\|0 [0.976]
##
## Rule 39/130: (66.4/1.4, lift 21.9)
## PC3 > 1.640775
## PC8 > -3.622398
## PC16 <= -0.8879908
## PC44 <= -0.1893252
## PC46 > -0.6374976
## PC65 > -0.1389549
## -> class 1\|0 [0.965]
##
## Rule 39/131: (25.4, lift 21.9)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC24 > 2.916996
## PC46 > -0.6374976
## PC65 > -0.1389549
## -> class 1\|0 [0.963]
##
## Rule 39/132: (15.8, lift 21.4)
## PC2 > 2.55875
## PC3 > 1.640775
## PC8 > -3.622398
## PC16 <= -0.8879908
## PC36 > 0.5222617
## PC65 <= 0.4179204
## PC90 <= 0.01373559
## -> class 1\|0 [0.944]
##
## Rule 39/133: (52.4/2.1, lift 21.4)
## PC2 > 2.55875
## PC3 > 1.640775
## PC8 > -3.622398
## PC13 <= 0.1510602
## PC16 <= -0.8879908
## PC46 > -0.6374976
## PC65 > 0.4179204
## -> class 1\|0 [0.944]
##
## Rule 39/134: (11.3, lift 21.0)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC41 > 0.4214479
## PC46 > -0.6374976
## -> class 1\|0 [0.925]
##
## Rule 39/135: (5.9, lift 19.8)
## PC3 > 5.679239
## PC12 > 2.986485
## -> class 1\|0 [0.874]
##
## Rule 39/136: (103.2/16.4, lift 18.9)
## PC3 > 1.640775
## PC8 > -3.622398
## PC8 <= 1.687932
## PC16 <= -0.8879908
## PC41 <= 0.4214479
## PC46 > -0.6374976
## PC48 <= -0.03510529
## PC65 > -0.1389549
## PC90 <= 0.01373559
## PC92 <= 0.4954863
## -> class 1\|0 [0.835]
##
## Rule 39/137: (23.8/8.3, lift 14.5)
## PC2 <= 2.55875
## PC3 > 0.6922847
## PC16 > -0.9735159
## PC57 <= -1.608453
## -> class 1\|0 [0.641]
##
## Rule 39/138: (124.1, lift 12.6)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC39 <= 0.7866078
## PC65 <= -0.1389549
## -> class 1\|1 [0.992]
##
## Rule 39/139: (77.2, lift 12.5)
## PC2 > 2.55875
## PC3 > 1.640775
## PC13 > 0.1510602
## PC16 <= -0.8879908
## PC24 <= 2.916996
## PC46 <= 0.9481961
## PC62 > -1.426871
## -> class 1\|1 [0.987]
##
## Rule 39/140: (143.3/1.3, lift 12.5)
## PC3 > 0.6922847
## PC3 <= 5.679239
## PC12 > 2.986485
## PC16 > -0.9735159
## -> class 1\|1 [0.984]
##
## Rule 39/141: (111/1.2, lift 12.4)
## PC1 > 13.49866
## PC6 <= -0.9827232
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC19 <= -0.3238951
## -> class 1\|1 [0.980]
##
## Rule 39/142: (130/2.3, lift 12.4)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 0.9959877
## PC23 > -1.586939
## PC63 > -1.308011
## PC72 > -1.26589
## PC83 > -0.4227733
## -> class 1\|1 [0.975]
##
## Rule 39/143: (31.6, lift 12.3)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC16 <= 0.8572028
## PC82 <= -0.6247756
## -> class 1\|1 [0.970]
##
## Rule 39/144: (24.8, lift 12.2)
## PC1 > -0.430681
## PC14 > 2.085181
## PC18 > 0.2041752
## -> class 1\|1 [0.963]
##
## Rule 39/145: (174.4/6.6, lift 12.2)
## PC1 > 13.49866
## PC98 > 0.3294852
## -> class 1\|1 [0.957]
##
## Rule 39/146: (29.3/3.8, lift 10.7)
## PC2 <= 2.55875
## PC3 > 0.6922847
## PC10 > -0.7764253
## PC12 <= 1.248207
## PC13 > -0.2156336
## PC16 > -0.9735159
## PC16 <= 0.8572028
## PC38 <= 0.0478257
## PC63 > -0.390149
## -> class 1\|1 [0.846]
##
## Rule 39/147: (36.7/6.4, lift 10.3)
## PC3 > 0.6922847
## PC12 > 1.248207
## PC13 > -0.2156336
## PC16 > -0.9735159
## PC16 <= 0.8572028
## -> class 1\|1 [0.809]
##
## Rule 39/148: (1915.9/882.6, lift 6.8)
## PC1 > -0.430681
## PC10 > -0.7764253
## PC16 <= -0.9735159
## -> class 1\|1 [0.539]
##
## Rule 39/149: (46.1/25.5, lift 5.7)
## PC2 > 0.01692233
## PC2 <= 2.55875
## PC3 <= 0.6922847
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC43 > -0.6060647
## -> class 1\|1 [0.449]
##
## Rule 39/150: (139.9, lift 16.5)
## PC2 <= 2.55875
## PC3 > 0.6922847
## PC16 > 0.8572028
## PC57 > -1.608453
## PC77 <= -0.4315991
## PC80 > -1.360059
## -> class 1\|2 [0.993]
##
## Rule 39/151: (125.1, lift 16.5)
## PC3 > 0.6922847
## PC16 > 0.8572028
## PC34 > -0.6858287
## PC38 <= 0.2273717
## PC74 <= 0.9976718
## PC92 <= -0.2333818
## -> class 1\|2 [0.992]
##
## Rule 39/152: (88.4, lift 16.5)
## PC3 > 0.6922847
## PC16 > 0.8572028
## PC38 <= 0.2273717
## PC57 > -1.608453
## PC73 > 0.3193173
## PC74 <= 0.9976718
## -> class 1\|2 [0.989]
##
## Rule 39/153: (75.4, lift 16.4)
## PC3 > 0.6922847
## PC12 <= 2.986485
## PC16 > -0.9735159
## PC38 <= 0.2273717
## PC49 > 1.085836
## PC57 > -1.608453
## PC87 <= 0.1210751
## PC100 > -0.004760643
## -> class 1\|2 [0.987]
##
## Rule 39/154: (73.5, lift 16.4)
## PC3 > 0.6922847
## PC11 > -1.715926
## PC12 <= 2.986485
## PC16 > -0.9735159
## PC54 > 1.492103
## PC57 > -1.608453
## PC94 > -0.8220814
## -> class 1\|2 [0.987]
##
## Rule 39/155: (58.1, lift 16.4)
## PC3 > 0.6922847
## PC7 > 1.541641
## PC16 > 0.8572028
## PC38 <= 0.2273717
## PC74 <= 0.9976718
## -> class 1\|2 [0.983]
##
## Rule 39/156: (49.6, lift 16.3)
## PC1 > 8.649003
## PC3 > 0.6922847
## PC10 > -0.7764253
## PC12 <= 1.248207
## PC16 > -0.9735159
## PC82 > -0.6247756
## -> class 1\|2 [0.981]
##
## Rule 39/157: (113.7/1.3, lift 16.3)
## PC3 > 0.6922847
## PC11 <= -1.715926
## PC12 <= 2.986485
## PC16 > 0.8572028
## PC57 > -1.608453
## -> class 1\|2 [0.980]
##
## Rule 39/158: (57.4/0.2, lift 16.3)
## PC3 > 0.6922847
## PC10 > -0.7764253
## PC11 > -1.715926
## PC16 > -0.9735159
## PC29 > 0.3829593
## PC38 <= 0.2273717
## PC74 <= 0.9976718
## PC94 > -0.8220814
## -> class 1\|2 [0.980]
##
## Rule 39/159: (73.6/0.6, lift 16.3)
## PC8 <= -1.538053
## PC10 <= -0.7764253
## PC14 > 2.085181
## PC17 <= 0.5405993
## PC18 <= 0.2041752
## -> class 1\|2 [0.979]
##
## Rule 39/160: (44.6, lift 16.3)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 0.9959877
## PC63 <= -1.308011
## -> class 1\|2 [0.979]
##
## Rule 39/161: (36.3, lift 16.2)
## PC5 > 11.92509
## PC88 <= -0.09878595
## -> class 1\|2 [0.974]
##
## Rule 39/162: (87.6/1.4, lift 16.2)
## PC2 <= 2.55875
## PC3 > 0.6922847
## PC16 > 0.8572028
## PC19 <= 1.7393
## PC55 > -0.2009863
## PC87 > 0.1210751
## PC100 > -0.004760643
## -> class 1\|2 [0.974]
##
## Rule 39/163: (31.9, lift 16.2)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > 0.9959877
## PC82 <= -0.5865082
## -> class 1\|2 [0.971]
##
## Rule 39/164: (54/0.7, lift 16.2)
## PC2 <= 2.55875
## PC3 > 0.6922847
## PC12 <= 2.986485
## PC16 > 0.8572028
## PC38 <= 0.2273717
## PC56 > 0.3922195
## PC57 > -1.608453
## -> class 1\|2 [0.970]
##
## Rule 39/165: (101.6/2.3, lift 16.1)
## PC2 <= 2.55875
## PC3 > 0.6922847
## PC13 <= -0.2156336
## PC16 > -0.9735159
## PC16 <= 0.8572028
## PC57 > -1.608453
## PC82 > -0.6247756
## -> class 1\|2 [0.968]
##
## Rule 39/166: (26.9, lift 16.1)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC2 <= 0.01692233
## PC8 <= -0.3459052
## PC10 > -0.7764253
## PC63 <= -0.6186758
## -> class 1\|2 [0.965]
##
## Rule 39/167: (52.3/0.9, lift 16.1)
## PC1 > -0.430681
## PC12 <= 2.986485
## PC16 > 0.8572028
## PC31 <= -0.8614552
## PC34 > -0.6858287
## PC38 <= 0.2273717
## PC74 <= 0.9976718
## -> class 1\|2 [0.965]
##
## Rule 39/168: (56.3/1.2, lift 16.0)
## PC1 > 13.49866
## PC6 > -0.9827232
## PC16 > -0.9735159
## PC19 <= -0.3238951
## -> class 1\|2 [0.963]
##
## Rule 39/169: (25.4, lift 16.1)
## PC1 > -0.430681
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC94 > -0.8220814
## PC100 > -0.004760643
## PC100 <= 0.003668455
## -> class 1\|2 [0.963]
##
## Rule 39/170: (21.5, lift 16.0)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC10 > -0.7764253
## PC16 <= -0.9735159
## PC44 <= -1.972712
## -> class 1\|2 [0.957]
##
## Rule 39/171: (20.1, lift 15.9)
## PC6 > 6.910836
## PC16 <= -0.9735159
## PC65 > 0.0913427
## -> class 1\|2 [0.955]
##
## Rule 39/172: (65.5/2, lift 15.9)
## PC2 <= 2.55875
## PC3 > 0.6922847
## PC6 <= 10.48544
## PC16 > -0.9735159
## PC16 <= 0.8572028
## PC38 <= 0.0478257
## PC63 <= -0.390149
## PC82 > -0.6247756
## -> class 1\|2 [0.955]
##
## Rule 39/173: (19.5, lift 15.9)
## PC3 > 0.6922847
## PC12 <= 2.986485
## PC16 > 0.8572028
## PC37 <= -1.449886
## -> class 1\|2 [0.954]
##
## Rule 39/174: (13.7, lift 15.6)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 0.9959877
## PC72 <= -1.26589
## -> class 1\|2 [0.936]
##
## Rule 39/175: (13.5, lift 15.6)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > 0.9959877
## PC38 > 0.2086927
## PC48 <= 0.2129405
## -> class 1\|2 [0.935]
##
## Rule 39/176: (188/13.3, lift 15.4)
## PC2 > 2.55875
## PC3 > 1.640775
## PC10 > 0.1327414
## PC16 > 0.9959877
## PC33 <= 1.439952
## PC38 <= 0.2086927
## -> class 1\|2 [0.925]
##
## Rule 39/177: (11.6, lift 15.3)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC16 > -0.9735159
## PC38 > 0.0478257
## PC93 > 0.5140907
## -> class 1\|2 [0.921]
##
## Rule 39/178: (21.3/1.1, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC12 <= 2.986485
## PC16 > -0.9735159
## PC38 <= 0.2273717
## PC58 <= -1.441871
## PC100 > -0.004760643
## -> class 1\|2 [0.910]
##
## Rule 39/179: (42.8/3.2, lift 15.1)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > -0.8879908
## PC23 <= -1.586939
## PC63 > -1.308011
## -> class 1\|2 [0.906]
##
## Rule 39/180: (80.1/10.2, lift 14.4)
## PC1 > -0.430681
## PC8 <= -1.538053
## PC10 <= -0.7764253
## PC50 <= -0.5103108
## -> class 1\|2 [0.864]
##
## Rule 39/181: (71.4/13, lift 13.5)
## PC1 > -0.430681
## PC10 > -0.7764253
## PC11 > 2.110574
## PC16 <= -0.9735159
## -> class 1\|2 [0.810]
##
## Rule 39/182: (74.9/15.6, lift 13.1)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > -0.8879908
## PC63 > -1.308011
## PC83 <= -0.4227733
## -> class 1\|2 [0.784]
##
## Rule 39/183: (92/1.9, lift 14.6)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > 0.9959877
## PC38 > 0.2086927
## PC48 > 0.2129405
## PC82 > -0.5865082
## -> class 1\|3 [0.969]
##
## Rule 39/184: (14.9, lift 14.1)
## PC3 > 1.640775
## PC16 > 0.9959877
## PC33 > 1.439952
## -> class 1\|3 [0.941]
##
## Rule 39/185: (22.8/2.7, lift 12.8)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC8 <= -1.538053
## PC10 <= -0.7764253
## PC14 <= 2.085181
## PC17 <= 0.5405993
## -> class 1\|3 [0.852]
##
## Rule 39/186: (29.8/5.5, lift 11.9)
## PC2 > 2.55875
## PC3 > 1.640775
## PC10 <= 0.1327414
## PC16 > 0.9959877
## -> class 1\|3 [0.795]
##
## Rule 39/187: (4950.5/3736.1, lift 3.7)
## PC1 > -0.430681
## PC2 <= 2.55875
## -> class 1\|3 [0.245]
##
## Rule 39/188: (253.3/1.4, lift 15.4)
## PC8 > 1.287458
## PC9 <= 3.152035
## PC11 > -0.4132314
## PC19 <= -0.6428509
## PC21 > -0.2469342
## PC30 <= 0.4536246
## PC41 <= 1.821309
## PC63 <= 0.1867689
## PC70 <= -0.04271099
## PC94 <= 0.5735939
## PC99 <= 1.25083
## -> class 2\|0 [0.991]
##
## Rule 39/189: (85.8, lift 15.3)
## PC6 <= 3.138718
## PC8 > 1.287458
## PC9 <= 3.152035
## PC11 > -0.4132314
## PC19 > -0.6428509
## PC21 > 1.506912
## PC41 <= 1.821309
## PC63 <= 0.1867689
## PC94 <= 0.5735939
## -> class 2\|0 [0.988]
##
## Rule 39/190: (204/4, lift 15.1)
## PC6 <= 3.138718
## PC8 > -0.2273773
## PC9 <= 3.152035
## PC11 > -0.4132314
## PC16 <= 0.5878427
## PC19 <= -0.6428509
## PC30 <= 0.4536246
## PC39 <= -0.08457202
## PC41 <= 1.821309
## PC63 <= 0.1867689
## PC66 > -0.3077406
## PC82 <= 0.1603428
## -> class 2\|0 [0.976]
##
## Rule 39/191: (9.5, lift 14.1)
## PC1 <= -0.430681
## PC2 > -1.242138
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC21 <= -0.2469342
## -> class 2\|0 [0.913]
##
## Rule 39/192: (5.6, lift 13.5)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC2 <= 2.55875
## PC3 <= 0.6922847
## PC8 > -0.3459052
## PC16 > -0.9735159
## PC35 <= -0.448942
## -> class 2\|0 [0.868]
##
## Rule 39/193: (35.5/6.1, lift 12.6)
## PC1 > -0.430681
## PC2 <= 0.01692233
## PC3 <= 0.6922847
## PC8 > -0.3459052
## PC12 > 1.105177
## PC16 > -0.9735159
## PC43 > -0.6060647
## -> class 2\|0 [0.811]
##
## Rule 39/194: (1646/821.9, lift 7.8)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC21 > -0.2469342
## -> class 2\|0 [0.501]
##
## Rule 39/195: (75.6, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC30 > 0.4536246
## -> class 2\|1 [0.987]
##
## Rule 39/196: (100.8/0.5, lift 11.1)
## PC2 <= 2.55875
## PC3 <= 0.5599917
## PC7 <= 0.6465146
## PC8 > -0.2273773
## PC8 <= 1.274948
## PC22 > -0.7614354
## PC26 > -2.54387
## PC55 <= 0.6366886
## PC85 > -0.8085726
## PC94 > 0.3240114
## -> class 2\|1 [0.986]
##
## Rule 39/197: (60.7, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC41 > 1.821309
## PC63 <= 0.1867689
## -> class 2\|1 [0.984]
##
## Rule 39/198: (55.9, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC16 <= 0.5878427
## PC39 > -0.08457202
## PC99 <= -0.6272287
## -> class 2\|1 [0.983]
##
## Rule 39/199: (56.5, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC9 > 3.152035
## PC41 <= 1.821309
## -> class 2\|1 [0.983]
##
## Rule 39/200: (52.7, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC21 > -0.2469342
## PC46 > -0.6365138
## PC94 > 0.5735939
## -> class 2\|1 [0.982]
##
## Rule 39/201: (62.1/0.3, lift 11.0)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC16 <= 0.5878427
## PC39 > -0.08457202
## PC70 > -0.04271099
## PC77 > 0.1208393
## -> class 2\|1 [0.980]
##
## Rule 39/202: (205.1/3.6, lift 11.0)
## PC1 <= -0.430681
## PC4 > -0.4299588
## PC6 <= 3.138718
## PC8 > 1.287458
## PC19 > -0.6428509
## PC21 > -0.2469342
## PC21 <= 1.506912
## PC46 > -0.6365138
## PC73 <= 0.8158047
## PC82 > -0.4945431
## PC82 <= 0.1603428
## -> class 2\|1 [0.978]
##
## Rule 39/203: (36.7, lift 11.0)
## PC1 <= -0.430681
## PC6 <= 3.138718
## PC8 > 1.287458
## PC11 <= -0.9482124
## PC46 <= -0.6365138
## -> class 2\|1 [0.974]
##
## Rule 39/204: (30.3, lift 10.9)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC19 <= -0.6428509
## PC46 > -0.6365138
## PC66 <= -0.3077406
## PC70 > -0.04271099
## -> class 2\|1 [0.969]
##
## Rule 39/205: (29.9, lift 10.9)
## PC1 <= -0.430681
## PC6 > 3.138718
## PC8 > 1.287458
## PC63 <= 0.1867689
## -> class 2\|1 [0.969]
##
## Rule 39/206: (28.2, lift 10.9)
## PC2 <= 2.55875
## PC8 > 1.287458
## PC46 <= -0.6365138
## PC57 <= -0.758083
## -> class 2\|1 [0.967]
##
## Rule 39/207: (128.5/3.4, lift 10.9)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC11 <= -0.4132314
## PC20 > -0.1632929
## PC21 > -0.2469342
## PC46 > -0.6365138
## PC63 <= 0.1867689
## -> class 2\|1 [0.966]
##
## Rule 39/208: (26.9, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC12 > 5.358043
## -> class 2\|1 [0.965]
##
## Rule 39/209: (25.5, lift 10.9)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC21 <= -0.2469342
## PC28 <= -0.05422229
## -> class 2\|1 [0.964]
##
## Rule 39/210: (25.6, lift 10.9)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC66 <= -0.8837565
## -> class 2\|1 [0.964]
##
## Rule 39/211: (221.7/7.8, lift 10.8)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC21 > -0.2469342
## PC33 <= 0.4938559
## PC51 <= 0.5668929
## PC62 > -0.8582608
## PC63 > 0.1867689
## PC100 <= 2.978919
## -> class 2\|1 [0.961]
##
## Rule 39/212: (103.3/3.4, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC6 <= 1.470308
## PC7 <= 0.6465146
## PC8 > -0.2273773
## PC8 <= 1.274948
## PC19 > 0.2757997
## PC22 > -0.7614354
## PC26 > -2.54387
## PC31 > -1.176966
## PC35 <= 0.523963
## PC44 <= 0.6021686
## PC55 <= 0.6366886
## PC61 <= 1.509585
## PC66 <= 0.661222
## PC85 > -0.8085726
## PC93 > -0.400843
## -> class 2\|1 [0.959]
##
## Rule 39/213: (20.6, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC16 <= 0.5878427
## PC39 > -0.08457202
## PC40 > 0.4594479
## -> class 2\|1 [0.956]
##
## Rule 39/214: (104.4/4.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC6 <= 1.470308
## PC8 > -0.2273773
## PC8 <= 1.274948
## PC22 > -0.7614354
## PC26 > -2.54387
## PC31 > -1.176966
## PC35 <= 0.523963
## PC44 <= 0.6021686
## PC55 <= 0.6366886
## PC61 <= 1.509585
## PC66 <= 0.661222
## PC68 <= 1.793477
## PC80 > -0.1200641
## PC85 > -0.8085726
## PC93 > -0.400843
## PC97 <= 0.1705244
## -> class 2\|1 [0.949]
##
## Rule 39/215: (15.3, lift 10.6)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC19 <= -2.317307
## PC22 <= -0.7614354
## -> class 2\|1 [0.942]
##
## Rule 39/216: (14.5, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC22 <= -0.7614354
## PC58 <= -0.5089615
## -> class 2\|1 [0.940]
##
## Rule 39/217: (12.1, lift 10.5)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC19 <= -0.6428509
## PC21 > -0.2469342
## PC40 <= -0.9540211
## PC70 > -0.04271099
## -> class 2\|1 [0.929]
##
## Rule 39/218: (101.5/6.7, lift 10.4)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC21 > -0.2469342
## PC46 > -0.6365138
## PC63 <= 0.1867689
## PC82 > 0.1603428
## -> class 2\|1 [0.925]
##
## Rule 39/219: (77.2/5, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC6 > -3.270056
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC22 > -0.7614354
## PC55 <= 0.6366886
## PC97 > 0.1705244
## -> class 2\|1 [0.924]
##
## Rule 39/220: (200/16.5, lift 10.3)
## PC1 <= -0.430681
## PC2 <= -1.242138
## PC7 > 0.1065531
## PC8 > 1.287458
## PC21 <= -0.2469342
## PC22 > -1.207938
## PC68 > -2.154415
## PC100 <= 2.978919
## -> class 2\|1 [0.913]
##
## Rule 39/221: (13.6/0.4, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC22 <= -0.7614354
## PC63 <= 0.317041
## PC64 > 0.4881098
## PC77 > -0.3573841
## PC84 > 0.1066182
## -> class 2\|1 [0.912]
##
## Rule 39/222: (9.1, lift 10.3)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC22 <= -0.7614354
## PC77 > -0.3573841
## -> class 2\|1 [0.910]
##
## Rule 39/223: (9.4/0.1, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC22 <= -0.7614354
## PC29 > 0.277492
## PC63 <= 0.317041
## -> class 2\|1 [0.903]
##
## Rule 39/224: (42.3/3.4, lift 10.1)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.2273773
## PC22 <= -0.7614354
## PC32 <= 1.080204
## PC46 <= -0.7793728
## PC63 <= 0.317041
## PC77 > -0.3573841
## -> class 2\|1 [0.900]
##
## Rule 39/225: (123.8/11.8, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC6 <= 0.2609354
## PC8 > -2.62821
## PC17 > -1.418713
## PC24 <= 0.3559697
## PC32 <= 1.590739
## PC99 > 1.25466
## -> class 2\|1 [0.898]
##
## Rule 39/226: (7.6, lift 10.1)
## PC2 <= -9.096021
## PC8 <= -0.2273773
## PC57 <= -0.07739355
## PC99 <= 1.25466
## -> class 2\|1 [0.896]
##
## Rule 39/227: (9.8/0.3, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC29 <= 0.277492
## PC63 <= 0.317041
## PC77 > -0.3573841
## PC86 <= -0.6032382
## -> class 2\|1 [0.894]
##
## Rule 39/228: (6.7, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC22 <= -0.7614354
## PC32 > 1.080204
## -> class 2\|1 [0.885]
##
## Rule 39/229: (20.9/1.9, lift 9.9)
## PC2 <= -1.025067
## PC8 > -0.2273773
## PC20 <= -0.09974828
## PC22 <= -0.7614354
## PC32 <= 1.080204
## PC63 <= 0.317041
## PC77 > -0.3573841
## -> class 2\|1 [0.875]
##
## Rule 39/230: (79.3/11.6, lift 9.5)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC11 > -0.4132314
## PC16 > 0.5878427
## PC21 > -0.2469342
## -> class 2\|1 [0.845]
##
## Rule 39/231: (70.4/12, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC9 <= 3.152035
## PC11 > -0.4132314
## PC16 <= 0.5878427
## PC46 > -0.6365138
## PC66 > -0.8837565
## PC70 > -0.04271099
## PC99 > 0.6244007
## -> class 2\|1 [0.820]
##
## Rule 39/232: (106.9/21.4, lift 8.9)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC2 <= 0.01692233
## PC3 <= 0.6922847
## PC8 > -0.3459052
## PC12 <= 1.105177
## PC43 > -0.6060647
## -> class 2\|1 [0.794]
##
## Rule 39/233: (50.1/17.4, lift 7.3)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC32 > 1.590739
## PC41 <= 4.386878
## -> class 2\|1 [0.647]
##
## Rule 39/234: (245.7/135, lift 5.1)
## PC2 <= 2.55875
## PC38 > 0.7644677
## PC47 > -0.7832964
## -> class 2\|1 [0.451]
##
## Rule 39/235: (120.1, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC19 > -3.158902
## PC28 > 0.0412527
## PC40 <= -0.1899481
## PC42 > -0.7118903
## PC47 > -0.7832964
## PC49 <= 0.2432707
## PC99 <= 1.25466
## -> class 2\|2 [0.992]
##
## Rule 39/236: (98.2, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC3 <= 0.5599917
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC22 <= -0.7614354
## PC32 <= 1.080204
## PC58 > -0.5089615
## PC77 <= -0.3573841
## -> class 2\|2 [0.990]
##
## Rule 39/237: (58.9, lift 11.5)
## PC1 <= -0.430681
## PC2 > -9.096021
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC30 > 0.2510994
## PC57 <= -0.07739355
## PC99 <= 1.25466
## -> class 2\|2 [0.984]
##
## Rule 39/238: (59.5, lift 11.5)
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC40 <= -0.1899481
## PC47 > -0.7832964
## PC49 <= 0.2432707
## PC57 > -0.07739355
## PC77 <= -0.626523
## PC99 <= 1.25466
## -> class 2\|2 [0.984]
##
## Rule 39/239: (42.4, lift 11.4)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC19 > -3.158902
## PC22 <= -1.940235
## PC57 <= -0.07739355
## -> class 2\|2 [0.977]
##
## Rule 39/240: (60.9/0.8, lift 11.3)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC29 > -0.09083584
## PC38 > 0.1810578
## PC44 <= -0.1750468
## PC64 > -0.2974173
## -> class 2\|2 [0.972]
##
## Rule 39/241: (32.2, lift 11.3)
## PC1 <= -0.430681
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC26 > -2.54387
## PC31 <= -1.176966
## PC44 <= 0.6021686
## PC97 <= 0.1705244
## -> class 2\|2 [0.971]
##
## Rule 39/242: (303.4/8.1, lift 11.3)
## PC1 <= -0.430681
## PC2 > -9.096021
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC15 > -2.471447
## PC32 <= 1.590739
## PC57 <= -0.07739355
## PC64 > -0.1138732
## PC100 <= 1.58743
## -> class 2\|2 [0.970]
##
## Rule 39/243: (92.6/2.2, lift 11.3)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -1.285739
## PC8 <= -0.2273773
## PC41 <= 0.1692249
## PC47 > -0.7832964
## PC56 <= 0.3285091
## PC63 > 0.05145318
## PC99 <= 1.25466
## -> class 2\|2 [0.967]
##
## Rule 39/244: (22.5, lift 11.2)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC2 <= 2.55875
## PC3 <= 0.6922847
## PC8 <= -0.3459052
## PC10 > -0.7764253
## PC43 > -0.6060647
## PC56 <= 2.073715
## PC70 > 0.1453745
## -> class 2\|2 [0.958]
##
## Rule 39/245: (28.5/0.6, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC19 <= 0.2757997
## PC44 <= 0.6021686
## PC66 <= 0.661222
## PC68 <= 1.793477
## PC80 <= -0.1200641
## PC94 <= 0.3240114
## PC97 <= 0.1705244
## -> class 2\|2 [0.948]
##
## Rule 39/246: (28/0.7, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -1.285739
## PC8 <= -0.2273773
## PC32 <= 1.590739
## PC40 > -0.1899481
## PC56 <= 0.3285091
## PC84 <= -0.2374118
## PC99 <= 1.25466
## -> class 2\|2 [0.944]
##
## Rule 39/247: (15.8, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 <= -0.2273773
## PC20 > 0.8294119
## -> class 2\|2 [0.943]
##
## Rule 39/248: (252.2/14.7, lift 10.9)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC19 > -2.317307
## PC20 > -0.09974828
## PC22 <= -0.7614354
## PC29 <= 0.277492
## PC46 > -0.7793728
## PC58 > -0.5089615
## PC64 <= 0.4881098
## PC86 > -0.6032382
## -> class 2\|2 [0.938]
##
## Rule 39/249: (75.1/3.8, lift 10.9)
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC32 <= 1.590739
## PC38 <= 0.7644677
## PC47 > -0.7832964
## PC88 > 0.5616017
## PC99 <= 1.25466
## -> class 2\|2 [0.937]
##
## Rule 39/250: (243.8/15.4, lift 10.9)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC19 > -2.317307
## PC22 <= -0.7614354
## PC29 <= 0.277492
## PC32 <= 1.080204
## PC58 > -0.5089615
## PC84 <= 0.1066182
## PC86 > -0.6032382
## -> class 2\|2 [0.933]
##
## Rule 39/251: (45.2/2.3, lift 10.9)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC21 <= -0.2469342
## PC22 <= -1.207938
## PC28 > -0.05422229
## -> class 2\|2 [0.931]
##
## Rule 39/252: (17.3/0.7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC26 <= -2.54387
## PC44 <= 0.6021686
## PC68 <= 1.793477
## PC97 <= 0.1705244
## -> class 2\|2 [0.911]
##
## Rule 39/253: (150.2/13, lift 10.6)
## PC1 <= -0.430681
## PC3 <= 0.5599917
## PC6 > 1.470308
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC97 <= 0.1705244
## -> class 2\|2 [0.908]
##
## Rule 39/254: (8.7, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC38 <= 0.1810578
## PC92 <= 0.1141436
## PC96 > 1.184819
## -> class 2\|2 [0.907]
##
## Rule 39/255: (8.5, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC21 > -0.2469342
## PC62 <= -0.8582608
## PC63 > 0.1867689
## -> class 2\|2 [0.902]
##
## Rule 39/256: (7.8, lift 10.5)
## PC1 > -0.430681
## PC1 <= 13.49866
## PC2 <= 2.55875
## PC3 <= 0.6922847
## PC8 > -0.3459052
## PC16 > -0.9735159
## PC21 <= -0.2623605
## PC43 > -0.6060647
## -> class 2\|2 [0.897]
##
## Rule 39/257: (25.7/1.9, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -1.285739
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC32 <= 1.590739
## PC40 > -0.1899481
## PC56 > 0.3285091
## PC57 > -0.07739355
## PC88 <= 0.5616017
## PC92 <= 1.721657
## -> class 2\|2 [0.897]
##
## Rule 39/258: (7.6, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC17 > -0.1166614
## PC47 <= -0.7832964
## PC90 > 0.2148222
## -> class 2\|2 [0.896]
##
## Rule 39/259: (316.9/34.7, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.336766
## PC8 <= -0.2273773
## PC15 > -0.9110194
## PC19 > -3.158902
## PC29 <= 0.2325281
## PC39 > -0.2864337
## PC40 <= -0.1899481
## PC47 > -0.7832964
## PC49 <= 0.2432707
## PC60 <= 0.843891
## PC93 > -0.547581
## -> class 2\|2 [0.888]
##
## Rule 39/260: (6.1, lift 10.2)
## PC1 <= -0.430681
## PC7 <= 0.1065531
## PC8 > 1.287458
## PC21 <= -0.2469342
## -> class 2\|2 [0.876]
##
## Rule 39/261: (8.8/0.3, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC47 <= -0.7832964
## PC67 > 0.4644364
## PC90 <= 0.2148222
## -> class 2\|2 [0.875]
##
## Rule 39/262: (7.5/0.3, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC21 <= -0.2469342
## PC68 <= -2.154415
## PC100 <= 2.978919
## -> class 2\|2 [0.863]
##
## Rule 39/263: (19/1.9, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -1.285739
## PC8 <= -0.2273773
## PC32 <= 1.590739
## PC34 <= -0.2755883
## PC40 > -0.1899481
## -> class 2\|2 [0.862]
##
## Rule 39/264: (15.9/1.6, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC44 <= 0.6021686
## PC61 > 1.509585
## PC97 <= 0.1705244
## -> class 2\|2 [0.852]
##
## Rule 39/265: (7.3/0.4, lift 9.9)
## PC1 <= -0.430681
## PC6 > -3.270056
## PC8 > 1.274948
## PC8 <= 1.287458
## PC22 > -0.7614354
## PC97 <= 0.1705244
## -> class 2\|2 [0.850]
##
## Rule 39/266: (22.8/2.9, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC61 <= 1.509585
## PC68 <= 1.793477
## PC93 <= -0.400843
## PC94 <= 0.3240114
## PC97 <= 0.1705244
## -> class 2\|2 [0.841]
##
## Rule 39/267: (62.2/10.5, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC6 > -3.270056
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC35 > 0.523963
## PC44 <= 0.6021686
## PC61 <= 1.509585
## PC66 <= 0.661222
## PC68 <= 1.793477
## PC94 <= 0.3240114
## -> class 2\|2 [0.821]
##
## Rule 39/268: (47.9/8.1, lift 9.5)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC21 > -0.2469342
## PC51 > 0.5668929
## PC63 > 0.1867689
## -> class 2\|2 [0.817]
##
## Rule 39/269: (95.2/19.1, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -0.2273773
## PC8 <= 1.287458
## PC44 <= 0.6021686
## PC68 <= 1.793477
## PC85 <= -0.8085726
## PC97 <= 0.1705244
## -> class 2\|2 [0.793]
##
## Rule 39/270: (7.8/1.3, lift 8.9)
## PC1 <= -0.430681
## PC8 > 1.287458
## PC21 > -0.2469342
## PC33 > 0.4938559
## PC63 > 0.1867689
## -> class 2\|2 [0.763]
##
## Rule 39/271: (98.1/27.3, lift 8.4)
## PC1 <= -0.430681
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC41 > 4.386878
## -> class 2\|2 [0.718]
##
## Rule 39/272: (35.5/11.2, lift 7.9)
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC39 <= -0.2864337
## PC40 <= -0.1899481
## PC47 > -0.7832964
## -> class 2\|2 [0.675]
##
## Rule 39/273: (73.3/32.7, lift 6.5)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC6 <= 0.2609354
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC17 > -1.418713
## PC99 > 1.25466
## -> class 2\|2 [0.553]
##
## Rule 39/274: (420.3/287.8, lift 3.7)
## PC2 <= 2.55875
## PC3 <= 0.6922847
## PC10 > -0.7764253
## PC43 > -0.6060647
## PC48 > 0.3987271
## PC56 <= 2.073715
## -> class 2\|2 [0.316]
##
## Rule 39/275: (157.8, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC16 > 0.3730076
## PC38 <= 0.1810578
## PC69 > -0.275814
## PC96 <= 0.2890086
## -> class 2\|3 [0.994]
##
## Rule 39/276: (171.7, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC38 <= 0.1810578
## PC92 <= 0.1141436
## PC96 > 0.2890086
## PC96 <= 1.184819
## -> class 2\|3 [0.994]
##
## Rule 39/277: (147.3, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC38 <= 0.1810578
## PC40 <= 0.5148097
## PC41 > 0.003631286
## PC92 <= 0.1141436
## -> class 2\|3 [0.993]
##
## Rule 39/278: (132.6, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC20 <= 0.8294119
## PC22 <= -1.900676
## PC38 <= 0.1810578
## -> class 2\|3 [0.993]
##
## Rule 39/279: (315.8/1.7, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC15 > 0.5518562
## PC38 <= 0.1810578
## PC40 <= 0.5148097
## -> class 2\|3 [0.991]
##
## Rule 39/280: (112.1, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC38 <= 0.1810578
## PC40 <= 0.5148097
## PC52 > -0.2141742
## PC70 > 0.1558924
## PC92 <= 0.1141436
## -> class 2\|3 [0.991]
##
## Rule 39/281: (113/0.1, lift 8.2)
## PC2 <= 2.55875
## PC8 <= -2.62821
## PC11 > -4.440385
## PC16 <= 0.3730076
## PC40 <= 0.5148097
## PC49 > 0.1237005
## PC61 <= 0.7489235
## PC69 > -0.275814
## PC70 <= 0.1558924
## PC92 <= 0.1141436
## PC98 <= 0.4949355
## -> class 2\|3 [0.990]
##
## Rule 39/282: (100.2, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC52 <= -0.2141742
## PC69 > -0.275814
## PC95 <= 0.6538091
## -> class 2\|3 [0.990]
##
## Rule 39/283: (99.7, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC29 <= -0.09083584
## PC38 > 0.1810578
## -> class 2\|3 [0.990]
##
## Rule 39/284: (141.3/0.5, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC69 > -0.275814
## PC86 <= -0.5655568
## -> class 2\|3 [0.989]
##
## Rule 39/285: (67.7, lift 8.2)
## PC1 > -0.430681
## PC1 <= 7.978601
## PC3 <= 0.6922847
## PC8 <= -0.3459052
## PC10 > -0.7764253
## PC16 > -0.9735159
## PC43 > -0.6060647
## PC48 <= 0.3987271
## PC60 <= 0.6620334
## PC63 > -0.6186758
## PC70 <= 0.1453745
## -> class 2\|3 [0.986]
##
## Rule 39/286: (67.9, lift 8.2)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC11 > -4.440385
## PC40 <= 0.5148097
## PC61 <= -0.3522285
## PC92 <= 0.1141436
## -> class 2\|3 [0.986]
##
## Rule 39/287: (53.9, lift 8.1)
## PC2 <= 2.55875
## PC10 <= -0.7764253
## PC65 <= -2.456367
## -> class 2\|3 [0.982]
##
## Rule 39/288: (53.4, lift 8.1)
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -2.336766
## PC19 > -3.158902
## PC32 <= 1.590739
## PC39 > -0.2864337
## PC47 > -0.7832964
## PC57 > -0.07739355
## PC77 > -0.626523
## PC93 > -0.547581
## PC99 <= 1.25466
## -> class 2\|3 [0.982]
##
## Rule 39/289: (48.9, lift 8.1)
## PC8 <= -0.2273773
## PC15 <= 0.5518562
## PC26 > 3.239936
## PC69 > -0.275814
## PC70 <= 0.1558924
## PC95 <= 0.6538091
## -> class 2\|3 [0.980]
##
## Rule 39/290: (248/4, lift 8.1)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC11 > -4.440385
## PC16 > -0.2225345
## PC38 <= 0.1810578
## PC40 <= 0.5148097
## PC61 <= 0.7489235
## PC92 <= 0.1141436
## -> class 2\|3 [0.980]
##
## Rule 39/291: (103.4/1.3, lift 8.1)
## PC1 > -0.430681
## PC8 <= -1.538053
## PC10 <= -0.7764253
## PC17 > 0.5405993
## PC36 > -4.764976
## PC50 > -0.5103108
## PC79 > -0.3699443
## -> class 2\|3 [0.978]
##
## Rule 39/292: (90.5/1.3, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -1.285739
## PC8 <= -0.2273773
## PC34 > -0.2755883
## PC40 > -0.1899481
## PC47 > -0.7832964
## PC56 <= 0.3285091
## PC57 > -0.07739355
## PC63 <= 0.05145318
## PC84 > -0.2374118
## PC88 <= 0.5616017
## PC92 <= 1.721657
## PC99 <= 1.25466
## -> class 2\|3 [0.975]
##
## Rule 39/293: (36, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC28 <= 0.0412527
## PC39 > -0.2864337
## PC40 <= -0.1899481
## PC57 > -0.07739355
## PC77 > -0.626523
## PC93 <= -0.547581
## -> class 2\|3 [0.974]
##
## Rule 39/294: (36.4, lift 8.1)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.336766
## PC8 <= -0.2273773
## PC28 <= 0.0412527
## PC29 > 0.2325281
## PC47 > -0.7832964
## PC57 > -0.07739355
## PC77 > -0.626523
## PC93 > -0.547581
## -> class 2\|3 [0.973]
##
## Rule 39/295: (99.7/1.9, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 <= -0.2273773
## PC15 <= 0.5518562
## PC40 <= 0.5148097
## PC64 <= -1.235846
## PC69 > -0.275814
## PC95 <= 0.6538091
## PC98 <= 0.4949355
## -> class 2\|3 [0.972]
##
## Rule 39/296: (27.6, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 <= -0.2273773
## PC47 <= -0.7832964
## PC60 > -0.261863
## PC67 <= 0.4644364
## PC71 <= -0.3139012
## -> class 2\|3 [0.966]
##
## Rule 39/297: (169.5/4.8, lift 8.0)
## PC8 <= -2.62821
## PC9 > -5.08159
## PC11 <= 2.651124
## PC16 <= -0.2225345
## PC22 > -1.900676
## PC24 > 0.01583149
## PC40 <= 0.5148097
## PC41 <= 0.003631286
## PC61 <= 0.7489235
## PC68 <= 1.7271
## PC74 <= 0.2941982
## PC88 > -0.2028688
## PC91 > -0.249226
## PC96 <= 0.2890086
## PC98 <= 0.4949355
## -> class 2\|3 [0.966]
##
## Rule 39/298: (273.2/8.2, lift 8.0)
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC19 > -3.158902
## PC32 <= 1.590739
## PC40 > -0.1899481
## PC41 > 0.1692249
## PC47 > -0.7832964
## PC56 <= 0.3285091
## PC57 > -0.07739355
## PC84 > -0.2374118
## PC99 <= 1.25466
## -> class 2\|3 [0.966]
##
## Rule 39/299: (23.6, lift 7.9)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC38 > 0.1810578
## PC44 > -0.1750468
## PC64 > -0.2974173
## -> class 2\|3 [0.961]
##
## Rule 39/300: (22.5, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 <= -0.2273773
## PC47 <= -0.7832964
## PC67 <= 0.4644364
## PC87 > 0.4466424
## PC90 <= 0.2148222
## -> class 2\|3 [0.959]
##
## Rule 39/301: (60.2/1.6, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 <= -0.2273773
## PC16 <= -0.2225345
## PC26 <= 3.239936
## PC52 > -0.2141742
## PC69 > -0.275814
## PC80 <= -0.7659971
## PC92 <= 0.1141436
## PC95 <= 0.6538091
## PC98 <= 0.4949355
## -> class 2\|3 [0.959]
##
## Rule 39/302: (21.8, lift 7.9)
## PC1 <= -0.430681
## PC6 > 0.2609354
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC99 > 1.25466
## -> class 2\|3 [0.958]
##
## Rule 39/303: (88.3/2.8, lift 7.9)
## PC2 <= 2.55875
## PC8 <= -2.62821
## PC38 <= 0.1810578
## PC95 > 0.6538091
## PC96 <= 0.2890086
## -> class 2\|3 [0.958]
##
## Rule 39/304: (360.4/16.4, lift 7.9)
## PC1 <= -0.430681
## PC8 > -2.62821
## PC8 <= -1.285739
## PC19 > -3.158902
## PC20 <= 0.5067332
## PC32 <= 1.590739
## PC33 > -0.8428777
## PC40 > -0.1899481
## PC47 > -0.7832964
## PC57 > -0.07739355
## PC71 <= 12.00661
## PC88 <= 0.5616017
## PC92 <= 1.721657
## PC99 <= 1.25466
## -> class 2\|3 [0.952]
##
## Rule 39/305: (37.2/0.9, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC19 > -3.158902
## PC28 <= 0.0412527
## PC40 <= -0.1899481
## PC47 > -0.7832964
## PC57 > -0.07739355
## PC60 > 0.843891
## PC77 > -0.626523
## -> class 2\|3 [0.951]
##
## Rule 39/306: (50.7/1.7, lift 7.8)
## PC1 <= -0.430681
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC19 <= -3.158902
## PC95 <= 0.09751627
## -> class 2\|3 [0.949]
##
## Rule 39/307: (385.4/21.5, lift 7.8)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC20 <= 0.8294119
## PC38 <= 0.1810578
## PC60 > -1.235199
## PC69 > -0.275814
## PC92 > 0.1141436
## -> class 2\|3 [0.942]
##
## Rule 39/308: (87.8/4.5, lift 7.8)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC8 <= -1.538053
## PC17 > 0.5405993
## PC31 <= -0.2692264
## -> class 2\|3 [0.939]
##
## Rule 39/309: (84.8/5, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 <= -0.2273773
## PC17 <= -0.1166614
## PC32 <= 1.590739
## PC47 <= -0.7832964
## PC60 > -0.261863
## PC90 > 0.2148222
## PC99 <= 1.25466
## -> class 2\|3 [0.931]
##
## Rule 39/310: (93.1/5.9, lift 7.7)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC40 <= 0.5148097
## PC86 > -0.5655568
## PC92 <= 0.1141436
## PC95 <= 0.6538091
## PC98 > 0.4949355
## -> class 2\|3 [0.928]
##
## Rule 39/311: (11.6, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC12 <= 5.358043
## PC17 <= -1.418713
## PC99 > 1.25466
## -> class 2\|3 [0.927]
##
## Rule 39/312: (97.9/8.7, lift 7.5)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC11 <= 0.7563304
## PC22 > -1.940235
## PC30 <= 0.2510994
## PC57 <= -0.07739355
## PC64 <= -0.1138732
## -> class 2\|3 [0.903]
##
## Rule 39/313: (5, lift 7.1)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC25 > 0.2722737
## PC69 <= -0.275814
## -> class 2\|3 [0.858]
##
## Rule 39/314: (12194.2/9783.9, lift 1.6)
## PC2 <= 2.55875
## -> class 2\|3 [0.198]
##
## Rule 39/315: (70.2, lift 16.3)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC15 <= 2.047283
## PC25 <= 0.2722737
## PC38 <= 0.1810578
## PC69 <= -0.275814
## -> class 2\|4 [0.986]
##
## Rule 39/316: (60.2, lift 16.3)
## PC1 <= -0.430681
## PC2 <= 2.55875
## PC8 > -2.62821
## PC8 <= -0.2273773
## PC47 <= -0.7832964
## PC71 > -0.3139012
## PC87 <= 0.4466424
## PC90 <= 0.2148222
## -> class 2\|4 [0.984]
##
## Rule 39/317: (16.1, lift 15.6)
## PC1 > -0.430681
## PC2 <= 2.55875
## PC36 <= -4.764976
## -> class 2\|4 [0.945]
##
## Rule 39/318: (9.4, lift 15.1)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC38 <= 0.1810578
## PC60 <= -1.235199
## PC69 > -0.275814
## PC92 > 0.1141436
## -> class 2\|4 [0.912]
##
## Rule 39/319: (121/21.8, lift 13.5)
## PC1 <= -0.430681
## PC8 <= -0.2273773
## PC19 <= -3.158902
## PC95 > 0.09751627
## -> class 2\|4 [0.815]
##
## Rule 39/320: (1342.3/377.5, lift 11.9)
## PC1 <= -0.430681
## PC8 <= -2.62821
## PC16 <= 0.3730076
## PC22 > -1.900676
## PC38 <= 0.1810578
## PC92 <= 0.1141436
## PC96 <= 0.2890086
## -> class 2\|4 [0.718]
##
## Rule 39/321: (4066.3/2920.1, lift 4.7)
## PC1 <= 13.49866
## PC3 <= 0.6922847
## PC8 <= -0.3459052
## PC43 > -0.6060647
## -> class 2\|4 [0.282]
##
## Default class: 2\|3
##
## ----- Trial 40: -----
##
## Rules:
##
## Rule 40/1: (139.9, lift 15.3)
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC26 <= 0.4101508
## PC55 > -0.4299491
## PC58 <= 1.271381
## PC62 <= -1.128852
## PC91 <= 2.739873
## -> class 0\|0 [0.993]
##
## Rule 40/2: (132.1/0.6, lift 15.3)
## PC9 > 0.3695618
## PC13 > -2.659486
## PC15 <= 1.107655
## PC18 > 1.10851
## PC25 <= 0.3504735
## PC26 <= 0.6631289
## PC90 > 0.01038056
## PC97 <= 0.4528768
## -> class 0\|0 [0.988]
##
## Rule 40/3: (77.6, lift 15.3)
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC25 <= 0.3504735
## PC26 <= 0.6631289
## PC46 > -0.9628707
## PC51 <= 0.4514077
## PC63 <= -0.6654019
## PC87 > -0.3462511
## PC91 <= 2.739873
## -> class 0\|0 [0.987]
##
## Rule 40/4: (58.2, lift 15.2)
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC46 > -0.9628707
## PC57 > 1.704421
## PC87 > -0.3462511
## -> class 0\|0 [0.983]
##
## Rule 40/5: (58.1, lift 15.2)
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC26 <= 0.6631289
## PC40 > 2.846748
## -> class 0\|0 [0.983]
##
## Rule 40/6: (47.4, lift 15.1)
## PC2 > 2.55875
## PC10 <= 0.3210255
## PC18 > -0.4683644
## PC26 <= 0.6631289
## PC45 <= 1.476614
## PC61 <= -1.017493
## PC62 > -1.128852
## -> class 0\|0 [0.980]
##
## Rule 40/7: (367.7/6.9, lift 15.1)
## PC10 <= 0.3210255
## PC13 > -2.659486
## PC13 <= 0.8594266
## PC15 > -0.3381051
## PC15 <= 1.107655
## PC17 > -0.2672459
## PC18 > 1.10851
## PC25 <= 0.3504735
## PC26 <= 0.6631289
## PC29 <= 0.7184581
## PC40 > -1.098295
## PC41 <= 0.1680759
## PC45 <= 1.476614
## PC51 <= 0.4514077
## PC54 <= 1.148667
## PC55 > -0.1637216
## PC63 <= 0.8754896
## PC87 > -0.3462511
## PC95 <= 0.878783
## PC97 <= 0.4528768
## PC99 > -0.4938342
## -> class 0\|0 [0.979]
##
## Rule 40/8: (41.8, lift 15.1)
## PC2 > 2.55875
## PC10 <= 0.3210255
## PC18 > -0.4683644
## PC18 <= 1.10851
## PC31 > 0.1222497
## PC48 > 0.360111
## -> class 0\|0 [0.977]
##
## Rule 40/9: (41.2, lift 15.1)
## PC2 > 2.55875
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC26 <= 0.6631289
## PC73 > 1.594248
## PC91 <= 2.739873
## -> class 0\|0 [0.977]
##
## Rule 40/10: (22.9, lift 14.8)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC10 <= 0.3210255
## PC18 > -0.4683644
## PC18 <= 1.10851
## PC31 > 0.1222497
## PC60 <= -1.01961
## -> class 0\|0 [0.960]
##
## Rule 40/11: (205.8/8.3, lift 14.8)
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC26 <= 0.6631289
## PC53 <= -0.8872005
## PC56 <= 1.233425
## PC81 <= 0.9786295
## PC91 <= 2.739873
## PC99 > -0.4938342
## -> class 0\|0 [0.955]
##
## Rule 40/12: (20.4, lift 14.8)
## PC10 <= 0.3210255
## PC13 <= -1.609587
## PC18 > 1.10851
## PC25 <= 0.3504735
## PC26 <= 0.6631289
## PC51 <= 0.4514077
## PC87 > -0.3462511
## PC97 > 0.4528768
## PC99 > -0.4938342
## -> class 0\|0 [0.955]
##
## Rule 40/13: (18, lift 14.7)
## PC2 > 2.55875
## PC10 <= 0.3210255
## PC18 > -0.4683644
## PC18 <= 1.10851
## PC100 > 1.445354
## -> class 0\|0 [0.950]
##
## Rule 40/14: (15.5, lift 14.6)
## PC6 > 0.2363138
## PC18 > 1.10851
## PC99 <= -0.4938342
## -> class 0\|0 [0.943]
##
## Rule 40/15: (7.1, lift 13.8)
## PC10 <= -3.437637
## PC18 > 1.10851
## PC51 > 0.4514077
## -> class 0\|0 [0.890]
##
## Rule 40/16: (25/3.3, lift 13.0)
## PC13 <= 11.79328
## PC18 > 2.837034
## PC29 <= -2.842779
## -> class 0\|0 [0.840]
##
## Rule 40/17: (837.3/244, lift 10.9)
## PC2 > 2.55875
## PC2 <= 6.645036
## PC18 > 2.837034
## -> class 0\|0 [0.708]
##
## Rule 40/18: (89.8/32, lift 9.9)
## PC2 > 2.55875
## PC3 > -1.949545
## PC3 <= 1.640775
## PC10 <= 0.3210255
## PC18 > -0.4683644
## PC68 <= -0.3045403
## -> class 0\|0 [0.641]
##
## Rule 40/19: (89.3, lift 12.9)
## PC2 > 2.55875
## PC13 <= 1.379111
## PC15 > -0.06283547
## PC17 > -2.118566
## PC18 <= -0.4683644
## PC55 > 0.1656174
## PC59 <= 1.299831
## PC71 > -0.2379222
## PC92 <= 0.06742436
## PC94 > -0.03310882
## -> class 0\|1 [0.989]
##
## Rule 40/20: (70.5, lift 12.8)
## PC2 > 2.55875
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC32 <= 0.4816558
## PC55 <= -0.4299491
## -> class 0\|1 [0.986]
##
## Rule 40/21: (55.1, lift 12.8)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC17 > -2.435324
## PC18 <= -0.4683644
## PC31 <= 0.2440178
## PC59 > 0.05683263
## PC99 > -0.05028043
## -> class 0\|1 [0.982]
##
## Rule 40/22: (44.3, lift 12.7)
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC56 > 1.233425
## -> class 0\|1 [0.978]
##
## Rule 40/23: (38.6, lift 12.7)
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC40 <= 2.846748
## PC51 <= 0.4514077
## PC53 > -0.8872005
## PC62 > -1.128852
## PC87 <= -0.3462511
## PC99 > -0.4938342
## -> class 0\|1 [0.975]
##
## Rule 40/24: (49.9/0.3, lift 12.7)
## PC3 <= 1.640775
## PC9 <= 0.3695618
## PC10 <= 0.3210255
## PC13 > -2.659486
## PC17 > -0.2672459
## PC29 > 0.7184581
## PC40 <= 2.846748
## PC53 > -0.8872005
## PC63 <= 0.8754896
## PC99 > -0.4938342
## -> class 0\|1 [0.975]
##
## Rule 40/25: (124.7/2.5, lift 12.6)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC10 > -7.303295
## PC10 <= 0.3210255
## PC13 > -1.609587
## PC18 > -0.4683644
## PC25 <= 0.3504735
## PC26 <= 0.6631289
## PC51 <= 0.4514077
## PC53 > -0.8872005
## PC57 <= 1.704421
## PC63 > -0.6654019
## PC97 > 0.4528768
## -> class 0\|1 [0.972]
##
## Rule 40/26: (32.9, lift 12.6)
## PC2 > 2.55875
## PC18 > 1.10851
## PC45 <= 1.476614
## PC51 <= 0.4514077
## PC53 > -0.8872005
## PC54 > 1.148667
## PC73 <= 1.594248
## PC81 <= 0.9786295
## -> class 0\|1 [0.971]
##
## Rule 40/27: (101.2/2.3, lift 12.6)
## PC6 <= 0.2363138
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC40 <= 2.846748
## PC62 > -1.128852
## PC73 <= 1.594248
## PC99 <= -0.4938342
## -> class 0\|1 [0.968]
##
## Rule 40/28: (25.1, lift 12.5)
## PC10 <= -3.705888
## PC11 <= 0.08476353
## PC18 > -0.4683644
## PC18 <= 1.10851
## PC32 <= -0.1293325
## PC44 <= 0.7506639
## -> class 0\|1 [0.963]
##
## Rule 40/29: (131.4/5.8, lift 12.3)
## PC2 > 6.645036
## PC10 > 0.3210255
## PC13 <= 11.79328
## PC14 > -1.463531
## PC18 > 2.837034
## PC18 <= 9.219208
## PC29 > -2.842779
## PC73 > -4.510653
## -> class 0\|1 [0.949]
##
## Rule 40/30: (24.8/0.5, lift 12.3)
## PC2 > 2.55875
## PC10 <= 0.3210255
## PC18 > 1.10851
## PC91 > 2.739873
## -> class 0\|1 [0.945]
##
## Rule 40/31: (13.8, lift 12.2)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC18 <= -0.4683644
## PC31 <= 0.2440178
## PC94 > 1.092788
## -> class 0\|1 [0.937]
##
## Rule 40/32: (96.3/6.5, lift 12.0)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC8 > 0.07870036
## PC10 > 0.3210255
## PC18 > -0.4683644
## PC18 <= 2.837034
## PC43 <= 0.5513489
## -> class 0\|1 [0.924]
##
## Rule 40/33: (10.6, lift 12.0)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC17 <= -2.435324
## PC31 <= 0.2440178
## PC55 > 0.8615937
## PC93 <= 5.160933
## -> class 0\|1 [0.920]
##
## Rule 40/34: (177.8/14.9, lift 11.9)
## PC1 <= -0.5375264
## PC10 > 0.3210255
## PC13 <= 11.79328
## PC14 > -1.463531
## PC18 > 2.837034
## PC29 > -1.321826
## PC39 > -2.411151
## PC73 > -2.006046
## PC84 > -1.120172
## PC90 > -4.016418
## PC90 <= 2.000473
## -> class 0\|1 [0.911]
##
## Rule 40/35: (32.2/2.6, lift 11.6)
## PC8 <= 0.07870036
## PC18 > -0.4683644
## PC18 <= 2.837034
## PC30 > 4.67459
## -> class 0\|1 [0.894]
##
## Rule 40/36: (160.6/30.3, lift 10.5)
## PC2 > 2.55875
## PC13 <= 0.8594266
## PC18 > 1.10851
## PC40 <= -1.098295
## PC62 > -1.128852
## PC63 > -0.6654019
## PC87 > -0.3462511
## -> class 0\|1 [0.808]
##
## Rule 40/37: (2245/1199.9, lift 6.1)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC10 <= 0.3210255
## PC18 > -0.4683644
## -> class 0\|1 [0.466]
##
## Rule 40/38: (130.7/0.8, lift 10.9)
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC15 > -1.133783
## PC17 <= -2.435324
## PC18 <= -0.4683644
## PC19 <= 0.6091614
## PC34 > -1.631326
## PC55 <= 0.8615937
## PC90 > -1.23898
## PC93 <= 5.160933
## PC94 <= 1.092788
## -> class 0\|2 [0.987]
##
## Rule 40/39: (70.6, lift 10.9)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC15 <= -0.06283547
## PC18 <= -0.4683644
## PC21 <= -0.5166969
## PC39 > -1.323409
## PC68 > -0.7868206
## PC73 > -0.1856315
## PC91 > -1.701883
## -> class 0\|2 [0.986]
##
## Rule 40/40: (63, lift 10.8)
## PC4 <= -7.600563
## PC7 > -0.7224794
## PC9 <= 0.1460268
## PC30 <= 0.3090181
## PC60 > -0.06275523
## PC82 > -0.5339634
## -> class 0\|2 [0.985]
##
## Rule 40/41: (65.6, lift 10.8)
## PC5 <= 2.657567
## PC15 <= -0.06283547
## PC18 <= -0.4683644
## PC21 > -0.5166969
## PC28 <= 0.2431758
## PC37 <= 1.744585
## PC40 <= 0.6709194
## PC85 <= 1.419576
## PC91 <= -1.349176
## -> class 0\|2 [0.984]
##
## Rule 40/42: (136/1.4, lift 10.8)
## PC4 <= -7.600563
## PC7 > -0.7224794
## PC18 <= -0.4683644
## PC60 <= -0.06275523
## -> class 0\|2 [0.983]
##
## Rule 40/43: (57.3, lift 10.8)
## PC4 <= -3.807837
## PC8 <= 0.07870036
## PC10 > 0.3210255
## PC16 <= 0.9105746
## PC18 > -0.4683644
## PC18 <= 2.837034
## PC42 > -2.565637
## -> class 0\|2 [0.983]
##
## Rule 40/44: (90.3/0.8, lift 10.8)
## PC1 <= -0.5771424
## PC10 > -7.05502
## PC15 > -0.06283547
## PC18 <= -0.4683644
## PC47 <= 2.154524
## PC55 <= 0.1656174
## PC71 > -0.5840223
## PC72 > -1.353595
## PC98 > 0.6952597
## -> class 0\|2 [0.980]
##
## Rule 40/45: (44.8, lift 10.8)
## PC3 <= 1.640775
## PC15 <= -0.06283547
## PC16 > 0.3789839
## PC18 <= -0.4683644
## PC28 <= -1.436036
## PC37 <= 1.744585
## PC51 > -0.09238394
## PC54 <= 0.8391724
## PC61 > -0.3986972
## PC83 <= 0.3728145
## -> class 0\|2 [0.979]
##
## Rule 40/46: (39, lift 10.7)
## PC2 > 2.55875
## PC7 > -0.7224794
## PC15 > -0.06283547
## PC18 <= -0.4683644
## PC37 > 1.119512
## PC55 > 0.1656174
## -> class 0\|2 [0.976]
##
## Rule 40/47: (32.5, lift 10.7)
## PC2 > 2.55875
## PC15 <= -0.06283547
## PC18 <= -0.4683644
## PC28 <= 0.2431758
## PC37 <= -0.801118
## PC51 > -0.09238394
## PC52 > -2.076772
## PC54 <= 0.8391724
## -> class 0\|2 [0.971]
##
## Rule 40/48: (28.6, lift 10.6)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC8 > 0.07870036
## PC10 > 0.3210255
## PC18 <= 2.837034
## PC43 > 0.5513489
## -> class 0\|2 [0.966]
##
## Rule 40/49: (25.5, lift 10.6)
## PC3 <= 1.640775
## PC15 <= -0.06283547
## PC16 > 0.3789839
## PC18 <= -0.4683644
## PC21 > -0.5166969
## PC22 <= 0.6899561
## PC28 <= 0.2431758
## PC40 <= 0.6709194
## PC61 <= -0.3986972
## PC76 > -1.858976
## PC90 <= 0.3736668
## -> class 0\|2 [0.964]
##
## Rule 40/50: (24, lift 10.6)
## PC2 > 2.55875
## PC39 > -1.323409
## PC52 > -2.076772
## PC56 <= -5.526268
## PC76 > -1.858976
## -> class 0\|2 [0.962]
##
## Rule 40/51: (77.9/2.1, lift 10.6)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC11 > 0.09857389
## PC15 > -0.06283547
## PC18 <= -0.4683644
## PC55 <= 0.1656174
## PC72 > -1.353595
## PC98 <= 0.6952597
## -> class 0\|2 [0.961]
##
## Rule 40/52: (47.6/1, lift 10.6)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC9 <= 0.6222456
## PC15 > -0.06283547
## PC18 > -2.283772
## PC18 <= -0.4683644
## PC31 <= -0.1971016
## PC55 <= 0.1656174
## PC72 > -1.353595
## -> class 0\|2 [0.960]
##
## Rule 40/53: (34.9/0.5, lift 10.6)
## PC2 > 2.55875
## PC18 <= -0.4683644
## PC22 <= 0.6899561
## PC28 <= 0.2431758
## PC40 <= 0.6709194
## PC47 <= -0.1833746
## PC54 <= 0.8391724
## PC68 > -0.7868206
## PC76 > -1.858976
## PC80 > -0.7678832
## PC83 > 0.3728145
## PC90 <= 0.3736668
## -> class 0\|2 [0.959]
##
## Rule 40/54: (22.1, lift 10.6)
## PC3 <= 1.640775
## PC16 > 0.3789839
## PC18 <= -0.4683644
## PC22 <= 0.6899561
## PC28 <= 0.2431758
## PC52 > -2.076772
## PC57 > 1.499413
## PC68 > -0.7868206
## PC76 > -1.858976
## -> class 0\|2 [0.959]
##
## Rule 40/55: (21.2, lift 10.5)
## PC3 <= 1.640775
## PC15 <= -0.06283547
## PC18 <= -0.4683644
## PC21 > -0.5166969
## PC22 <= 0.6899561
## PC28 <= 0.2431758
## PC47 <= -0.2070107
## PC68 > -0.7868206
## PC70 > 0.8964675
## PC76 > -1.858976
## PC85 <= 1.419576
## -> class 0\|2 [0.957]
##
## Rule 40/56: (26.1/0.2, lift 10.5)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC5 <= 2.657567
## PC15 <= -0.06283547
## PC37 > 1.744585
## PC68 > -0.7868206
## PC91 > -1.701883
## -> class 0\|2 [0.956]
##
## Rule 40/57: (20.6, lift 10.5)
## PC16 > 0.3789839
## PC18 <= -0.4683644
## PC21 > -0.5166969
## PC28 <= 0.131404
## PC40 > 0.5111127
## PC40 <= 0.6709194
## PC51 > -0.09238394
## PC76 > -1.858976
## PC90 <= 0.3736668
## -> class 0\|2 [0.954]
##
## Rule 40/58: (24.8/0.2, lift 10.5)
## PC2 > 2.55875
## PC11 <= 0.09857389
## PC18 > -2.283772
## PC18 <= -0.4683644
## PC25 > 1.543821
## -> class 0\|2 [0.954]
##
## Rule 40/59: (47.9/1.4, lift 10.5)
## PC2 > 2.55875
## PC15 <= -0.06283547
## PC18 <= -0.4683644
## PC21 > -0.5166969
## PC22 <= 0.6899561
## PC28 <= 0.2431758
## PC40 <= 0.6709194
## PC47 > -0.1833746
## PC51 > -0.09238394
## PC54 <= 0.8391724
## PC68 > -0.7868206
## PC76 > -1.858976
## PC90 <= 0.3736668
## -> class 0\|2 [0.953]
##
## Rule 40/60: (27.2/0.4, lift 10.5)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 > -0.7224794
## PC15 > -0.06283547
## PC18 <= -0.4683644
## PC55 > 0.1656174
## PC71 <= -0.2379222
## PC92 <= 0.06742436
## -> class 0\|2 [0.953]
##
## Rule 40/61: (26.8/0.5, lift 10.4)
## PC2 > 2.55875
## PC4 > -7.600563
## PC15 <= -0.06283547
## PC18 <= -0.4683644
## PC22 <= 0.6899561
## PC28 <= 0.131404
## PC51 > -0.09238394
## PC52 > -2.076772
## PC76 > -1.858976
## PC83 <= 0.3728145
## PC94 > 0.7120857
## -> class 0\|2 [0.949]
##
## Rule 40/62: (260.7/12.5, lift 10.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 > 0.2243292
## PC10 > 0.3210255
## PC16 <= 0.9105746
## PC18 > -0.4683644
## PC18 <= 2.837034
## PC30 <= 4.67459
## PC42 > -2.565637
## -> class 0\|2 [0.949]
##
## Rule 40/63: (39.8/1.4, lift 10.4)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC15 <= -0.06283547
## PC18 <= -0.4683644
## PC22 <= 0.6899561
## PC28 <= 0.2431758
## PC45 > -2.283498
## PC52 > -2.076772
## PC68 > -0.7868206
## PC76 > -1.858976
## PC78 > 0.6725616
## PC80 > -0.7678832
## PC85 <= 1.419576
## -> class 0\|2 [0.943]
##
## Rule 40/64: (15.4, lift 10.4)
## PC2 > 2.55875
## PC15 > -0.06283547
## PC18 <= -0.4683644
## PC25 <= 1.543821
## PC55 <= 0.1656174
## PC61 > -0.4428779
## PC65 <= -0.9833199
## PC98 <= 0.6952597
## -> class 0\|2 [0.943]
##
## Rule 40/65: (14.9, lift 10.4)
## PC2 > 2.55875
## PC7 > -0.7224794
## PC18 <= -0.4683644
## PC62 > 0.7603374
## PC71 > -0.2379222
## PC92 <= 0.06742436
## PC94 > -0.03310882
## -> class 0\|2 [0.941]
##
## Rule 40/66: (14.6, lift 10.3)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC15 <= -0.06283547
## PC17 > -1.075521
## PC18 <= -0.4683644
## PC22 <= 0.6899561
## PC28 <= 0.2431758
## PC51 > -0.09238394
## PC68 > -0.7868206
## PC91 > -1.701883
## -> class 0\|2 [0.940]
##
## Rule 40/67: (14.5, lift 10.3)
## PC15 <= -0.06283547
## PC16 > 0.3789839
## PC21 > -0.5166969
## PC38 > 1.450197
## PC52 > -2.076772
## PC54 <= 0.8391724
## PC68 > -0.7868206
## -> class 0\|2 [0.939]
##
## Rule 40/68: (14.2, lift 10.3)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 <= -0.7224794
## PC17 > -2.435324
## PC18 <= -0.4683644
## PC31 <= 0.2440178
## PC99 <= -0.05028043
## -> class 0\|2 [0.938]
##
## Rule 40/69: (17.3/0.3, lift 10.2)
## PC2 > 2.55875
## PC10 > 0.3210255
## PC14 <= -1.463531
## PC18 > 2.837034
## -> class 0\|2 [0.931]
##
## Rule 40/70: (42.6/2.2, lift 10.2)
## PC2 > 2.55875
## PC15 <= -0.06283547
## PC18 <= -0.4683644
## PC21 > -0.5166969
## PC22 <= 0.6899561
## PC28 <= 0.131404
## PC37 > -0.801118
## PC40 <= 0.6709194
## PC47 > -0.2070107
## PC51 > -0.09238394
## PC68 > -0.7868206
## PC76 > -1.858976
## PC90 <= 0.3736668
## -> class 0\|2 [0.928]
##
## Rule 40/71: (11.3, lift 10.2)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC5 <= -0.4751543
## PC7 > -0.7224794
## PC16 > 0.3789839
## PC47 <= -0.1833746
## -> class 0\|2 [0.924]
##
## Rule 40/72: (10.4, lift 10.1)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC5 <= 2.657567
## PC11 > 0.3076571
## PC15 <= -0.06283547
## PC76 > -1.858976
## -> class 0\|2 [0.919]
##
## Rule 40/73: (21.4/1, lift 10.1)
## PC16 > 0.3789839
## PC18 <= -0.4683644
## PC21 > -0.5166969
## PC22 <= 0.6899561
## PC28 <= -1.949466
## PC51 > -0.09238394
## -> class 0\|2 [0.915]
##
## Rule 40/74: (43.3/3.2, lift 10.0)
## PC4 > -7.600563
## PC4 <= -6.574867
## PC18 <= -0.4683644
## PC37 > -0.08754099
## PC46 > -0.229776
## PC56 <= 0.6521698
## -> class 0\|2 [0.908]
##
## Rule 40/75: (105.4/8.9, lift 10.0)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC5 > 2.657567
## PC18 <= -0.4683644
## PC39 > -1.323409
## -> class 0\|2 [0.907]
##
## Rule 40/76: (66/6.1, lift 9.9)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC15 > -0.06283547
## PC18 <= -0.4683644
## PC55 <= 0.1656174
## PC61 <= -0.4428779
## PC98 <= 0.6952597
## -> class 0\|2 [0.896]
##
## Rule 40/77: (18.2/1.3, lift 9.8)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC15 <= -0.06283547
## PC17 > -0.7806586
## PC18 <= -0.4683644
## PC28 > 0.2431758
## PC45 > -2.283498
## PC85 <= 1.419576
## -> class 0\|2 [0.887]
##
## Rule 40/78: (6.6, lift 9.7)
## PC18 > 2.837034
## PC73 <= -4.510653
## -> class 0\|2 [0.883]
##
## Rule 40/79: (68.9/8.6, lift 9.5)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC7 > -0.7224794
## PC15 > -0.06283547
## PC18 <= -0.4683644
## PC55 > 0.1656174
## PC94 <= -0.03310882
## -> class 0\|2 [0.864]
##
## Rule 40/80: (39.8/4.9, lift 9.5)
## PC2 > 2.55875
## PC9 > 0.6222456
## PC18 <= -0.4683644
## PC55 <= 0.1656174
## PC98 <= 0.6952597
## -> class 0\|2 [0.860]
##
## Rule 40/81: (178.3/25.4, lift 9.4)
## PC2 > 2.55875
## PC3 <= -1.949545
## PC4 > -10.11412
## PC5 > -0.6956649
## PC10 <= 0.3210255
## PC17 <= 1.610517
## PC18 > -0.4683644
## PC18 <= 1.10851
## PC32 <= -0.1293325
## PC44 <= 0.7506639
## PC67 > -0.2188148
## -> class 0\|2 [0.854]
##
## Rule 40/82: (22.2/3.3, lift 9.1)
## PC10 <= -7.05502
## PC18 <= -0.4683644
## PC55 <= 0.1656174
## -> class 0\|2 [0.823]
##
## Rule 40/83: (103.4/18.9, lift 8.9)
## PC2 > 2.55875
## PC3 <= 1.640775
## PC8 <= 0.07870036
## PC11 <= -0.1574323
## PC18 > -0.4683644
## PC18 <= 2.837034
## PC42 > -2.565637
## -> class 0\|2 [0.811]
##
## Rule 40/84: (68.5/12.9, lift 8.8)
## PC13 > 11.79328
## PC18 > -0.4683644
## -> class 0\|2 [0.803]
##
## Rule 40/85: (32.5, lift 10.6)
## PC7 > -0.7224794
## PC15 > -0.06283547
## PC17 <= -2.118566
## PC37 <= 1.119512
## PC55 > 0.1656174
## PC62 <= 0.7603374
## -> class 0\|3 [0.971]
##
## Rule 40/86: (565.6/26.3, lift 10.4)
## PC4 > -6.574867
## PC5 <= 2.657567
## PC7 > -0.7224794
## PC11 <= 0.3076571
## PC15 <= -0.06283547
## PC17 <= -0.7806586
## PC18 <= -0.4683644
## PC21 > -0.5166969
## PC28 > 0.2431758
## PC37 <= 1.744585
## -> class 0\|3 [0.952]
##
## Rule 40/87: (180.5/12.4, lift 10.1)
## PC4 > -7.600563
## PC15 <= -0.06283547
## PC17 <= -0.7806586
## PC21 > -0.5166969
## PC28 > 0.2431758
## PC45 > -2.283498
## PC56 > 0.6521698
## PC91 > -1.701883
## -> class 0\|3 [0.926]
##
## Rule 40/88: (427.4/190.3, lift 6.1)
## PC2 > 2.55875
## PC3 <= -1.949545
## PC18 <= 1.10851
## PC67 <= -0.2188148
## -> class 0\|3 [0.554]
##
## Rule 40/89: (7707/5889.8, lift 2.6)
## PC2 > 2.55875
## -> class 0\|3 [0.236]
##
## Rule 40/90: (140.5, lift 22.7)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC5 <= 12.1829
## PC10 > -0.7514341
## PC16 <= -1.9052
## PC51 <= -0.7378237
## PC55 > -1.986646
## -> class 1\|0 [0.993]
##
## Rule 40/91: (94.3, lift 22.6)
## PC2 <= 2.55875
## PC3 > 0.5328193
## PC3 <= 0.6536878
## PC14 <= -0.02545058
## PC16 > -1.9052
## PC80 <= -0.05575211
## -> class 1\|0 [0.990]
##
## Rule 40/92: (91, lift 22.6)
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC20 > -0.2538115
## PC22 > 0.1960181
## PC65 > 0.002032522
## PC96 > 0.5281888
## -> class 1\|0 [0.989]
##
## Rule 40/93: (84.2, lift 22.5)
## PC1 > -0.3062993
## PC6 <= -2.720929
## PC11 <= -2.309642
## -> class 1\|0 [0.988]
##
## Rule 40/94: (80, lift 22.5)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC18 > 0.1217525
## PC37 > 0.3320616
## PC70 <= 1.215388
## PC80 > -0.5794703
## PC86 > -2.270193
## -> class 1\|0 [0.988]
##
## Rule 40/95: (45.4, lift 22.3)
## PC2 <= 2.55875
## PC5 <= 12.1829
## PC13 <= 0.2095596
## PC16 <= -1.9052
## PC17 <= -1.030349
## PC19 <= 1.379118
## PC28 <= 0.2567424
## PC55 > -1.986646
## PC59 <= 0.2448767
## PC86 > -2.373453
## -> class 1\|0 [0.979]
##
## Rule 40/96: (76.9/4.1, lift 21.3)
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC22 > 0.1960181
## PC52 > 0.5853952
## PC96 <= 0.5281888
## -> class 1\|0 [0.936]
##
## Rule 40/97: (11.1, lift 21.1)
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC24 > 3.029221
## PC37 <= 0.3320616
## -> class 1\|0 [0.924]
##
## Rule 40/98: (24.4/1.3, lift 20.8)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC60 > 0.8443592
## PC96 <= 0.5281888
## -> class 1\|0 [0.912]
##
## Rule 40/99: (209.2/18.3, lift 20.7)
## PC1 > -0.3062993
## PC10 <= 1.023987
## PC16 <= -1.9052
## PC19 > 1.379118
## PC47 <= 2.192351
## PC59 <= 0.2448767
## PC91 > -0.4964139
## -> class 1\|0 [0.909]
##
## Rule 40/100: (8.7, lift 20.7)
## PC1 > -0.3062993
## PC6 <= -2.720929
## PC49 <= -1.834075
## -> class 1\|0 [0.906]
##
## Rule 40/101: (114.6/12.7, lift 20.1)
## PC2 <= 2.55875
## PC3 > 0.5328193
## PC12 > 0.8543217
## PC16 > -1.9052
## PC16 <= 0.8572028
## PC19 > -1.359134
## PC68 > -1.778123
## PC77 > -0.1097197
## -> class 1\|0 [0.883]
##
## Rule 40/102: (85.3/13, lift 19.1)
## PC2 <= 2.55875
## PC6 <= -6.495093
## PC71 > -0.5082814
## -> class 1\|0 [0.839]
##
## Rule 40/103: (112.3, lift 12.7)
## PC1 > -0.3062993
## PC12 > 3.053814
## PC16 > -1.9052
## PC64 <= -0.3901878
## -> class 1\|1 [0.991]
##
## Rule 40/104: (90.6/0.4, lift 12.6)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC6 > -6.495093
## PC6 <= -2.720929
## PC10 > -0.7514341
## PC11 > -2.309642
## PC16 > -1.9052
## PC17 <= 1.976648
## PC49 > -1.834075
## PC53 > -2.128394
## PC71 > -0.5082814
## -> class 1\|1 [0.985]
##
## Rule 40/105: (180.9/3.8, lift 12.4)
## PC2 > 2.55875
## PC3 > 1.640775
## PC51 > -0.7704938
## PC97 > 1.842136
## -> class 1\|1 [0.974]
##
## Rule 40/106: (31.6, lift 12.4)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC18 <= 0.1217525
## PC37 > 0.3320616
## PC96 <= 0.5281888
## -> class 1\|1 [0.970]
##
## Rule 40/107: (26.6, lift 12.3)
## PC1 > -0.3062993
## PC3 <= 0.5328193
## PC6 > -2.720929
## PC10 > -0.7514341
## PC16 > -1.9052
## PC19 > -1.701964
## PC49 <= -0.333919
## -> class 1\|1 [0.965]
##
## Rule 40/108: (61/1.5, lift 12.3)
## PC3 > 0.6536878
## PC12 > 0.8543217
## PC16 > -1.9052
## PC16 <= 0.8572028
## PC77 <= -0.1097197
## PC90 <= 0.5809461
## -> class 1\|1 [0.960]
##
## Rule 40/109: (35.3/1, lift 12.1)
## PC1 > -0.3062993
## PC3 <= 0.5328193
## PC6 > -2.720929
## PC8 <= 0.3146408
## PC9 > 0.2791091
## PC10 > -0.7514341
## PC12 <= 3.053814
## PC19 > -1.701964
## -> class 1\|1 [0.947]
##
## Rule 40/110: (309.7/15.4, lift 12.1)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC22 <= 0.1960181
## PC81 > -0.6189995
## -> class 1\|1 [0.947]
##
## Rule 40/111: (210.6/10.3, lift 12.1)
## PC2 > 2.55875
## PC3 > 1.640775
## PC38 > -0.05721955
## PC51 > 0.5926122
## -> class 1\|1 [0.947]
##
## Rule 40/112: (55.2/2.5, lift 12.0)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > -0.02323213
## PC16 <= 1.458506
## PC38 <= -0.05721955
## PC51 > -0.7704938
## -> class 1\|1 [0.938]
##
## Rule 40/113: (14.9/0.1, lift 11.9)
## PC3 > 0.6536878
## PC12 <= 0.8543217
## PC16 <= 0.8572028
## PC66 > -0.06003783
## PC81 <= -0.9443878
## -> class 1\|1 [0.934]
##
## Rule 40/114: (12.7, lift 11.9)
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC20 <= -0.2538115
## PC96 > 0.5281888
## -> class 1\|1 [0.932]
##
## Rule 40/115: (153.4/10.4, lift 11.8)
## PC1 > -0.3062993
## PC16 <= 0.8572028
## PC63 <= -2.120183
## PC66 <= -0.06003783
## -> class 1\|1 [0.927]
##
## Rule 40/116: (436.2/47.7, lift 11.4)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 <= -0.02323213
## PC24 <= 3.029221
## PC37 <= 0.3320616
## PC52 <= 0.5853952
## PC60 <= 0.8443592
## PC96 <= 0.5281888
## -> class 1\|1 [0.889]
##
## Rule 40/117: (5.5, lift 11.1)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC10 <= -0.7514341
## PC18 > 0.2041752
## PC50 <= -0.5380409
## -> class 1\|1 [0.867]
##
## Rule 40/118: (93.8/12.9, lift 10.9)
## PC3 > 0.6536878
## PC10 > -0.7514341
## PC12 <= 0.8543217
## PC16 > -1.9052
## PC16 <= 0.8572028
## PC38 <= -0.07009736
## PC66 > -0.06003783
## -> class 1\|1 [0.854]
##
## Rule 40/119: (1561.9/654.3, lift 7.4)
## PC1 > -0.3062993
## PC16 <= -1.9052
## -> class 1\|1 [0.581]
##
## Rule 40/120: (92, lift 16.3)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > -0.02323213
## PC38 > -0.05721955
## PC51 > -0.7704938
## PC51 <= 0.5926122
## PC97 <= 1.842136
## -> class 1\|2 [0.989]
##
## Rule 40/121: (97.7/0.3, lift 16.3)
## PC3 > 0.5328193
## PC8 > 2.168117
## PC12 <= 3.053814
## PC16 > 0.8572028
## PC57 > -1.608453
## PC80 > -0.8133302
## -> class 1\|2 [0.987]
##
## Rule 40/122: (144.6/0.9, lift 16.3)
## PC3 > 0.5328193
## PC5 <= 2.600602
## PC16 > 0.8572028
## PC18 <= 0.2204432
## PC22 <= 4.472173
## PC34 > -0.7192637
## PC43 > -0.5683967
## PC59 <= 0.5621021
## PC100 > 0.4936143
## -> class 1\|2 [0.987]
##
## Rule 40/123: (56.5, lift 16.2)
## PC2 > 2.55875
## PC3 > 1.640775
## PC16 > 1.458506
## PC51 > -0.7704938
## -> class 1\|2 [0.983]
##
## Rule 40/124: (54.4, lift 16.2)
## PC2 <= 2.55875
## PC3 > 0.5328193
## PC12 > 0.8543217
## PC16 > -1.9052
## PC57 > -1.608453
## PC90 > 0.5809461
## -> class 1\|2 [0.982]
##
## Rule 40/125: (36.8, lift 16.1)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC91 <= -2.336851
## -> class 1\|2 [0.974]
##
## Rule 40/126: (30.3, lift 16.0)
## PC5 > 12.1829
## PC28 <= 0.2567424
## PC95 <= -0.0869053
## -> class 1\|2 [0.969]
##
## Rule 40/127: (164.6/5, lift 15.9)
## PC2 <= 2.55875
## PC5 > 2.600602
## PC6 > -2.720929
## PC12 <= 3.053814
## PC16 > 0.8572028
## PC65 <= 1.003645
## -> class 1\|2 [0.964]
##
## Rule 40/128: (22.3, lift 15.8)
## PC2 <= 2.55875
## PC4 > 0.8657938
## PC6 > -2.720929
## PC16 > 0.8572028
## -> class 1\|2 [0.959]
##
## Rule 40/129: (23.8, lift 15.8)
## PC1 > -0.3062993
## PC3 > 0.5328193
## PC6 > -2.720929
## PC12 <= 0.8543217
## PC16 <= 0.8572028
## PC38 > -0.07009736
## PC66 > -0.06003783
## PC82 > 0.265467
## -> class 1\|2 [0.958]
##
## Rule 40/130: (21.7, lift 15.8)
## PC2 <= 2.55875
## PC3 > 0.5328193
## PC6 > -1.776048
## PC100 > -0.004760643
## PC100 <= 0.003668455
## -> class 1\|2 [0.958]
##
## Rule 40/131: (55.8/1.8, lift 15.7)
## PC8 <= -1.538053
## PC10 <= -0.7514341
## PC18 <= 0.2041752
## PC50 <= -0.5380409
## -> class 1\|2 [0.951]
##
## Rule 40/132: (30.2/1, lift 15.5)
## PC1 > -0.3062993
## PC6 > 9.515741
## PC16 > 0.8572028
## PC16 <= 1.936407
## PC100 <= -0.004760643
## -> class 1\|2 [0.938]
##
## Rule 40/133: (130.8/7.9, lift 15.4)
## PC3 > 1.640775
## PC6 <= -1.562697
## PC15 > -1.554214
## PC16 > -0.02323213
## PC46 <= 0.5105799
## PC51 <= -0.7704938
## PC96 <= 3.152575
## -> class 1\|2 [0.933]
##
## Rule 40/134: (13.8/0.6, lift 14.8)
## PC2 <= 2.55875
## PC16 <= -1.9052
## PC28 > 0.2567424
## -> class 1\|2 [0.896]
##
## Rule 40/135: (18.7/1.3, lift 14.7)
## PC2 <= 2.55875
## PC17 > 4.380939
## PC57 > -1.608453
## -> class 1\|2 [0.889]
##
## Rule 40/136: (219.6/28.1, lift 14.3)
## PC2 <= 2.55875
## PC3 > 0.5328193
## PC4 > -0.257257
## PC6 > -1.776048
## PC12 <= 3.053814
## PC16 > 0.8572028
## PC18 <= 0.2204432
## PC34 > -0.7192637
## PC43 > -0.5683967
## PC59 <= 0.5621021
## PC80 > -0.8133302
## PC100 > -0.004760643
## -> class 1\|2 [0.869]
##
## Rule 40/137: (5.1, lift 14.2)
## PC3 > 0.5328193
## PC12 > 0.8543217
## PC19 <= -1.359134
## -> class 1\|2 [0.860]
##
## Rule 40/138: (16.7/4.3, lift 11.8)
## PC1 > -0.3062993
## PC10 > -0.7514341
## PC12 > 0.8543217
## PC16 > -1.9052
## PC16 <= 0.8572028
## PC68 <= -1.778123
## -> class 1\|2 [0.716]
##
## Rule 40/139: (651.5/286.6, lift 9.2)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC6 > -2.720929
## PC10 > -0.7514341
## PC12 <= 0.8543217
## PC16 > -1.9052
## PC16 <= 0.8572028
## -> class 1\|2 [0.560]
##
## Rule 40/140: (96.4, lift 16.7)
## PC1 > -0.3062993
## PC3 > 0.5328193
## PC4 <= 0.8657938
## PC5 <= 2.600602
## PC6 > -2.720929
## PC6 <= -1.776048
## PC16 > 0.8572028
## -> class 1\|3 [0.990]
##
## Rule 40/141: (93.5/2, lift 16.3)
## PC2 > 2.55875
## PC3 > 1.640775
## PC15 <= -1.554214
## PC51 <= -0.7704938
## -> class 1\|3 [0.968]
##
## Rule 40/142: (115.9/3.1, lift 16.3)
## PC2 <= 2.55875
## PC3 > 0.6536878
## PC6 > -2.720929
## PC12 <= 0.8543217
## PC16 > -1.9052
## PC16 <= 0.8572028
## PC38 > -0.07009736
## PC66 > -0.06003783
## PC77 > -0.2581331
## PC81 > -0.9443878
## PC82 > -0.3944701
## PC82 <= 0.265467
## PC94 > -0.3893894
## -> class 1\|3 [0.965]
##
## Rule 40/143: (18, lift 16.0)
## PC1 > -0.3062993
## PC8 > -1.538053
## PC10 <= -0.7514341
## PC11 > 2.674987
## PC45 > -0.3381426
## -> class 1\|3 [0.950]
##
## Rule 40/144: (17.1, lift 16.0)
## PC1 > -0.3062993
## PC4 <= 0.8657938
## PC5 <= 2.600602
## PC16 > 0.8572028
## PC43 <= 0.1280135
## PC100 > 0.3962946
## PC100 <= 0.4936143
## -> class 1\|3 [0.948]
##
## Rule 40/145: (14.8, lift 15.9)
## PC2 > 2.55875
## PC3 > 1.640775
## PC46 > 0.5105799
## PC51 <= -0.7704938
## -> class 1\|3 [0.940]
##
## Rule 40/146: (12.5, lift 15.6)
## PC2 > 2.55875
## PC3 > 1.640775
## PC6 > -1.562697
## PC15 > -1.554214
## PC51 <= -0.7704938
## -> class 1\|3 [0.927]
##
## Rule 40/147: (10.7, lift 15.5)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC3 > 0.5328193
## PC3 <= 0.6536878
## PC10 > -0.7514341
## PC14 > -0.02545058
## PC80 <= -0.05575211
## -> class 1\|3 [0.921]
##
## Rule 40/148: (5.5, lift 14.6)
## PC1 > -0.3062993
## PC3 <= 0.5328193
## PC6 > -1.063813
## PC10 > -0.7514341
## PC19 <= -1.701964
## PC29 <= -0.09325928
## -> class 1\|3 [0.867]
##
## Rule 40/149: (38.9/6.3, lift 13.8)
## PC2 <= 2.55875
## PC10 <= -0.7514341
## PC25 <= -0.2443843
## PC50 > -0.5380409
## -> class 1\|3 [0.821]
##
## Rule 40/150: (8.4/2.6, lift 11.0)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC10 > -0.7514341
## PC13 > 0.2095596
## PC16 <= -1.9052
## -> class 1\|3 [0.652]
##
## Rule 40/151: (4808.8/3760, lift 3.7)
## PC1 > -0.3062993
## PC2 <= 2.55875
## -> class 1\|3 [0.218]
##
## Rule 40/152: (201, lift 13.4)
## PC6 <= 2.972452
## PC8 > 1.988585
## PC11 > -0.9337804
## PC21 > -0.2479957
## PC28 <= 0.1391531
## PC40 > -0.7027203
## PC64 <= -0.6965929
## -> class 2\|0 [0.995]
##
## Rule 40/153: (55.4, lift 13.3)
## PC8 > 1.988585
## PC11 > -0.9337804
## PC20 <= 0.06215784
## PC21 > 1.246778
## PC62 <= 1.076832
## PC74 > -0.451249
## PC92 <= -0.1002846
## PC94 <= 0.6989768
## PC98 > -0.6009077
## -> class 2\|0 [0.983]
##
## Rule 40/154: (325.9/5.4, lift 13.2)
## PC2 <= 2.55875
## PC8 > 1.988585
## PC11 > -0.9337804
## PC21 > -0.2479957
## PC26 <= 2.820314
## PC28 <= 0.1391531
## PC56 <= 0.003246585
## PC59 <= 0.3052286
## PC62 > -1.254039
## PC70 <= 0.007379178
## PC95 > -0.3872508
## -> class 2\|0 [0.980]
##
## Rule 40/155: (502.4/12.6, lift 13.1)
## PC8 > 1.988585
## PC11 > -0.9337804
## PC12 > -2.039887
## PC20 <= 0.06215784
## PC21 > 0.8012937
## PC28 <= 0.1391531
## PC46 <= 1.247979
## PC62 <= 1.076832
## PC74 > -0.451249
## PC92 > -0.1002846
## PC94 <= 0.6989768
## PC98 > -0.6009077
## -> class 2\|0 [0.973]
##
## Rule 40/156: (79.1/1.4, lift 13.1)
## PC8 > 1.988585
## PC11 > -0.3755941
## PC21 > 0.1438013
## PC21 <= 0.8012937
## PC23 > -0.8198137
## PC56 <= 0.003246585
## PC59 <= 0.3052286
## PC63 <= 0.002657995
## PC70 > 0.007379178
## PC95 > -0.3872508
## -> class 2\|0 [0.971]
##
## Rule 40/157: (32.5/0.3, lift 13.0)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC25 <= -0.1151094
## PC28 > -0.1586925
## PC32 > 1.071236
## -> class 2\|0 [0.963]
##
## Rule 40/158: (24.4, lift 13.0)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC6 <= -2.720929
## PC43 > 0.7139086
## PC63 <= 0.01857104
## PC71 <= -0.5082814
## -> class 2\|0 [0.962]
##
## Rule 40/159: (21.7, lift 12.9)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC28 > -0.1586925
## PC32 > 1.071236
## PC49 <= 0.3436811
## PC57 > 0.5347337
## -> class 2\|0 [0.958]
##
## Rule 40/160: (14.9, lift 12.7)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC6 <= -2.720929
## PC53 <= -2.128394
## PC71 > -0.5082814
## -> class 2\|0 [0.941]
##
## Rule 40/161: (455.8/32.7, lift 12.5)
## PC1 <= -0.3062993
## PC6 <= 2.972452
## PC8 > 1.988585
## PC11 > -0.9337804
## PC12 > -2.039887
## PC20 <= 0.06215784
## PC21 > 0.8012937
## PC26 <= 2.820314
## PC28 <= 0.1391531
## PC45 <= 0.4387002
## PC46 <= 1.247979
## PC79 <= 0.08947609
## PC94 <= 0.6989768
## PC98 > -0.6009077
## -> class 2\|0 [0.926]
##
## Rule 40/162: (19.1/1.3, lift 12.0)
## PC1 > -0.3062993
## PC3 <= 0.5328193
## PC6 > -2.720929
## PC8 > 0.3146408
## PC16 > -1.9052
## PC19 > -1.701964
## PC49 > -0.333919
## PC59 <= 0.02899233
## -> class 2\|0 [0.893]
##
## Rule 40/163: (29/11, lift 8.3)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC42 > -1.070304
## PC47 <= -1.078867
## -> class 2\|0 [0.613]
##
## Rule 40/164: (1424.2/885.2, lift 5.1)
## PC2 <= 2.55875
## PC8 > -1.538053
## PC10 <= -0.7514341
## -> class 2\|0 [0.379]
##
## Rule 40/165: (191.2/0.7, lift 10.4)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC11 > -0.9337804
## PC21 <= 0.8012937
## PC56 > 0.003246585
## PC100 <= 0.5877429
## -> class 2\|1 [0.991]
##
## Rule 40/166: (86.1, lift 10.4)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC21 <= -0.2479957
## PC41 > -0.4702227
## -> class 2\|1 [0.989]
##
## Rule 40/167: (91.8, lift 10.4)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC11 <= -0.9337804
## PC21 > -0.2479957
## -> class 2\|1 [0.989]
##
## Rule 40/168: (95.3, lift 10.4)
## PC6 <= 2.972452
## PC8 > 1.988585
## PC11 > -0.9337804
## PC21 > -0.2479957
## PC21 <= 0.8012937
## PC63 > 0.002657995
## PC70 > 0.007379178
## PC98 > -0.6009077
## -> class 2\|1 [0.989]
##
## Rule 40/169: (76.1, lift 10.4)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC12 <= -2.039887
## PC21 > -0.2479957
## -> class 2\|1 [0.987]
##
## Rule 40/170: (60.3, lift 10.3)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC6 <= -2.720929
## PC10 > -0.7514341
## PC43 > 0.7139086
## PC63 > 0.01857104
## PC71 <= -0.5082814
## -> class 2\|1 [0.984]
##
## Rule 40/171: (56.7, lift 10.3)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC45 <= 0.4387002
## PC64 > -0.6965929
## PC74 <= -0.451249
## PC79 > 0.08947609
## -> class 2\|1 [0.982]
##
## Rule 40/172: (53.2, lift 10.3)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC20 > 0.06215784
## PC21 > 0.8012937
## PC64 > -0.6965929
## -> class 2\|1 [0.982]
##
## Rule 40/173: (50.7, lift 10.3)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC11 <= -0.3755941
## PC21 > -0.2479957
## PC21 <= 0.8012937
## PC98 > -0.6009077
## -> class 2\|1 [0.981]
##
## Rule 40/174: (50.6, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC20 <= -0.5594636
## -> class 2\|1 [0.981]
##
## Rule 40/175: (156.6/2.2, lift 10.3)
## PC1 <= -0.3062993
## PC8 > 0.4582416
## PC11 <= -0.746653
## PC28 > -0.1586925
## PC40 > -1.036586
## PC70 <= 0.3621499
## PC98 > 0.1374995
## -> class 2\|1 [0.980]
##
## Rule 40/176: (181.8/2.8, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC11 > -3.149428
## PC22 > -1.11229
## PC28 > -0.1586925
## PC32 <= 1.071236
## PC47 > -1.078867
## PC54 <= 0.1664367
## PC57 > -0.01176258
## PC63 > -0.01101676
## PC77 > -0.997831
## PC88 <= 0.4998176
## -> class 2\|1 [0.979]
##
## Rule 40/177: (191.5/3.4, lift 10.3)
## PC1 <= -0.3062993
## PC8 > 0.4582416
## PC8 <= 1.988585
## PC11 > -0.746653
## PC16 > -0.7537116
## PC32 <= 1.071236
## PC37 > -0.5020879
## PC40 > -1.036586
## PC50 > -0.3606323
## PC54 > -1.416522
## PC57 <= -0.01176258
## PC69 <= 0.3414271
## PC70 <= 0.3621499
## PC74 > -1.380646
## -> class 2\|1 [0.977]
##
## Rule 40/178: (67.3/0.7, lift 10.3)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC21 <= -0.2479957
## PC22 > -0.6593103
## PC97 <= 1.213763
## -> class 2\|1 [0.976]
##
## Rule 40/179: (40, lift 10.3)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC21 <= 0.8012937
## PC95 <= -0.3872508
## -> class 2\|1 [0.976]
##
## Rule 40/180: (74/0.8, lift 10.3)
## PC1 <= -0.3062993
## PC8 > -0.2387235
## PC12 > -2.039887
## PC21 > 0.8012937
## PC46 > 1.247979
## PC94 <= 0.6989768
## PC98 > -0.6009077
## -> class 2\|1 [0.976]
##
## Rule 40/181: (37.6, lift 10.2)
## PC1 <= -0.3062993
## PC8 > 0.4582416
## PC32 <= 1.071236
## PC57 <= -0.01176258
## PC81 <= -0.2378326
## PC98 <= 0.1374995
## -> class 2\|1 [0.975]
##
## Rule 40/182: (38.1, lift 10.3)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC21 > -0.2479957
## PC26 > 2.820314
## PC64 > -0.6965929
## -> class 2\|1 [0.975]
##
## Rule 40/183: (58.1/0.6, lift 10.2)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC21 > -0.2479957
## PC21 <= 0.1438013
## PC64 > -0.6965929
## PC70 > 0.007379178
## -> class 2\|1 [0.974]
##
## Rule 40/184: (105.7/1.9, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC11 > -3.149428
## PC17 <= 0.4120866
## PC44 > 0.4090476
## PC47 > -1.078867
## PC57 > -0.01176258
## PC65 <= 0.6440118
## PC83 > -0.3396877
## -> class 2\|1 [0.973]
##
## Rule 40/185: (33.6, lift 10.2)
## PC1 <= -0.3062993
## PC6 > 2.972452
## PC8 > 1.988585
## -> class 2\|1 [0.972]
##
## Rule 40/186: (34.6/0.2, lift 10.2)
## PC1 > -0.3062993
## PC3 <= 0.5328193
## PC6 > -2.720929
## PC8 > 0.3146408
## PC10 > -0.7514341
## PC16 > -1.9052
## PC19 > -1.701964
## PC49 > -0.333919
## PC59 > 0.02899233
## -> class 2\|1 [0.968]
##
## Rule 40/187: (48.5/0.6, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 0.4582416
## PC32 <= 1.071236
## PC34 > 0.8183829
## -> class 2\|1 [0.967]
##
## Rule 40/188: (23.9, lift 10.1)
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC57 <= -0.01176258
## PC64 <= -1.353724
## PC69 <= 0.3414271
## -> class 2\|1 [0.961]
##
## Rule 40/189: (124.6/4.2, lift 10.1)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC11 > -0.9337804
## PC21 > -0.2479957
## PC28 > 0.1391531
## -> class 2\|1 [0.959]
##
## Rule 40/190: (23.1/0.1, lift 10.0)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC21 > 0.1438013
## PC21 <= 0.8012937
## PC23 <= -0.8198137
## PC26 <= 2.820314
## PC28 <= 0.1391531
## PC56 <= 0.003246585
## PC64 > -0.6965929
## PC70 > 0.007379178
## PC98 > -0.6009077
## -> class 2\|1 [0.955]
##
## Rule 40/191: (100.2/4, lift 10.0)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC21 > -0.2479957
## PC21 <= 0.8012937
## PC59 > 0.3052286
## -> class 2\|1 [0.951]
##
## Rule 40/192: (86.2/3.8, lift 9.9)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC62 > 1.076832
## -> class 2\|1 [0.946]
##
## Rule 40/193: (15, lift 9.9)
## PC1 <= -0.3062993
## PC5 > 1.537898
## PC8 > 0.4582416
## PC8 <= 1.988585
## PC40 <= -1.036586
## -> class 2\|1 [0.941]
##
## Rule 40/194: (33.2/1.1, lift 9.9)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC21 > 0.8012937
## PC45 > 0.4387002
## -> class 2\|1 [0.941]
##
## Rule 40/195: (13.6, lift 9.8)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 <= -0.2387235
## PC56 <= 0.184236
## PC57 > -0.100883
## PC69 <= -0.2731649
## PC76 > -0.1890164
## PC77 <= 2.041648
## -> class 2\|1 [0.936]
##
## Rule 40/196: (120.5/7.2, lift 9.8)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC22 > -1.11229
## PC32 <= 1.071236
## PC42 > -1.070304
## PC44 <= 0.4090476
## PC49 > -0.5749342
## PC57 > -0.01176258
## PC62 > -1.651388
## PC77 > -0.997831
## PC88 <= 0.4998176
## PC97 > -0.09843639
## -> class 2\|1 [0.933]
##
## Rule 40/197: (12, lift 9.8)
## PC2 <= -9.299492
## PC8 > -0.2387235
## PC57 <= -0.01176258
## -> class 2\|1 [0.929]
##
## Rule 40/198: (84.7/6.1, lift 9.7)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC25 > -0.1151094
## PC32 > 1.071236
## PC49 <= 0.3436811
## PC57 <= 0.5347337
## -> class 2\|1 [0.918]
##
## Rule 40/199: (10.2, lift 9.6)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC54 <= -2.676949
## PC57 <= -0.100883
## -> class 2\|1 [0.918]
##
## Rule 40/200: (103.6/8, lift 9.6)
## PC1 <= -0.3062993
## PC8 > 0.4582416
## PC8 <= 1.988585
## PC10 <= -0.06631039
## PC32 <= 1.071236
## PC57 <= -0.01176258
## PC69 <= 0.3414271
## -> class 2\|1 [0.915]
##
## Rule 40/201: (9.1, lift 9.6)
## PC1 > -0.3062993
## PC3 <= 0.5328193
## PC10 > -0.7514341
## PC94 > 0.7497886
## -> class 2\|1 [0.910]
##
## Rule 40/202: (102.4/8.7, lift 9.5)
## PC1 <= -0.3062993
## PC8 > 0.4582416
## PC11 <= -0.746653
## PC37 > -0.5020879
## PC40 > -1.036586
## PC57 <= -0.01176258
## PC58 <= 0.05655083
## PC95 <= 0.1178917
## -> class 2\|1 [0.907]
##
## Rule 40/203: (78.8/6.7, lift 9.5)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC94 > 0.6989768
## -> class 2\|1 [0.905]
##
## Rule 40/204: (132.2/14.3, lift 9.3)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > 1.277736
## PC8 <= 1.988585
## PC32 <= 1.071236
## PC47 > -1.078867
## PC57 > -0.01176258
## PC62 > -1.651388
## -> class 2\|1 [0.886]
##
## Rule 40/205: (6.4, lift 9.3)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC21 <= 0.8012937
## PC26 <= 2.820314
## PC62 <= -1.254039
## PC64 > -0.6965929
## PC70 <= 0.007379178
## -> class 2\|1 [0.881]
##
## Rule 40/206: (28.9/3.7, lift 8.9)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC32 > 1.590739
## PC56 > 0.1648983
## -> class 2\|1 [0.848]
##
## Rule 40/207: (36.6/5.3, lift 8.8)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC98 <= -0.6009077
## -> class 2\|1 [0.837]
##
## Rule 40/208: (8.8/1, lift 8.6)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 0.4582416
## PC28 > -0.1586925
## PC28 <= -0.127678
## -> class 2\|1 [0.817]
##
## Rule 40/209: (33.2/6.3, lift 8.3)
## PC8 > 1.988585
## PC21 > 0.8012937
## PC21 <= 1.246778
## PC26 <= 2.820314
## PC46 <= 1.247979
## PC92 <= -0.1002846
## -> class 2\|1 [0.792]
##
## Rule 40/210: (16.3/3.8, lift 7.7)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 <= -0.2387235
## PC34 > 0.4770484
## PC57 <= -0.100883
## PC60 <= -0.02762962
## PC64 <= -0.1138732
## PC90 > -0.6439952
## -> class 2\|1 [0.736]
##
## Rule 40/211: (29.6/9.3, lift 7.1)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC38 > 0.8448499
## PC57 > -0.100883
## PC77 <= 2.041648
## PC94 <= -0.6976095
## -> class 2\|1 [0.676]
##
## Rule 40/212: (20.5/7.4, lift 6.6)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC28 <= -0.1586925
## -> class 2\|1 [0.627]
##
## Rule 40/213: (148.9/55.7, lift 6.6)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > 0.4582416
## PC8 <= 1.988585
## PC34 <= -0.3117416
## -> class 2\|1 [0.624]
##
## Rule 40/214: (76.6, lift 10.7)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC11 <= 2.193121
## PC57 <= -0.100883
## PC59 <= 0.1036584
## PC64 > 0.07111408
## -> class 2\|2 [0.987]
##
## Rule 40/215: (68.6, lift 10.7)
## PC1 <= -0.3062993
## PC4 <= 0.06614472
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC16 > -0.6118394
## PC28 > 0.05333866
## PC29 <= 0.2788967
## PC30 <= 0.4858133
## PC47 > -0.8951707
## PC57 > -0.100883
## PC69 > -0.2731649
## PC91 <= 0.5310939
## PC94 > -0.6976095
## -> class 2\|2 [0.986]
##
## Rule 40/216: (238.4/2.5, lift 10.7)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC3 > -1.661317
## PC6 <= 7.141766
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC32 <= 1.590739
## PC47 <= 0.3486455
## PC57 <= -0.100883
## PC60 <= -0.02762962
## PC64 > -0.1138732
## PC77 > -2.478437
## -> class 2\|2 [0.985]
##
## Rule 40/217: (140.3/1.6, lift 10.7)
## PC1 <= -0.3062993
## PC8 > 0.4582416
## PC8 <= 1.988585
## PC11 <= -0.746653
## PC28 > -0.1586925
## PC50 <= 0.2063677
## PC57 <= -0.01176258
## PC58 > 0.05655083
## PC81 > -0.2378326
## PC98 <= 0.1374995
## -> class 2\|2 [0.982]
##
## Rule 40/218: (47.1, lift 10.6)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC3 <= 0.5328193
## PC6 > -2.720929
## PC8 <= 0.3146408
## PC9 <= 0.2791091
## PC10 > -0.7514341
## PC19 > -1.701964
## PC63 <= 0.1939764
## PC83 <= -0.1399133
## -> class 2\|2 [0.980]
##
## Rule 40/219: (25.5, lift 10.5)
## PC1 <= -0.3062993
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC11 > 2.193121
## PC54 > -2.676949
## PC57 <= -0.100883
## PC60 > -0.02762962
## PC100 <= 3.153183
## -> class 2\|2 [0.964]
##
## Rule 40/220: (27.1/0.2, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC16 > -0.6118394
## PC23 > 2.320096
## -> class 2\|2 [0.960]
##
## Rule 40/221: (284.4/11.3, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC3 > -1.661317
## PC6 <= 7.141766
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC32 <= 1.590739
## PC34 <= 0.4770484
## PC47 <= 0.3486455
## PC57 <= -0.100883
## PC60 <= -0.02762962
## PC77 > -2.478437
## PC90 > -0.6439952
## -> class 2\|2 [0.957]
##
## Rule 40/222: (89.4/3.6, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC16 > -0.6118394
## PC20 > 0.1418101
## PC57 > -0.100883
## PC60 <= 1.053021
## PC63 > 0.0702319
## PC88 > -0.2710973
## PC94 > -0.6976095
## -> class 2\|2 [0.949]
##
## Rule 40/223: (32.5/0.9, lift 10.2)
## PC1 <= -0.3062993
## PC2 > -8.261213
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC57 > -0.100883
## PC77 > 2.041648
## PC100 <= 3.153183
## -> class 2\|2 [0.944]
##
## Rule 40/224: (13.4, lift 10.1)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.277736
## PC17 <= 0.4120866
## PC44 <= 0.4090476
## PC54 > 0.1664367
## PC57 > -0.01176258
## PC63 > -0.01101676
## -> class 2\|2 [0.935]
##
## Rule 40/225: (12.7, lift 10.1)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC57 <= -0.100883
## PC59 > 0.1036584
## PC60 > -0.02762962
## PC100 <= 3.153183
## -> class 2\|2 [0.932]
##
## Rule 40/226: (21.4/0.6, lift 10.1)
## PC8 <= -2.966951
## PC21 <= -1.391175
## PC43 <= -0.1303304
## PC64 > 0.5843346
## -> class 2\|2 [0.930]
##
## Rule 40/227: (10.3, lift 10.0)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC22 <= -1.11229
## PC44 <= 0.4090476
## PC57 > -0.01176258
## -> class 2\|2 [0.919]
##
## Rule 40/228: (51.1/3.9, lift 9.8)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC27 > -0.1723154
## PC32 <= 1.590739
## PC40 <= -0.7405077
## PC45 <= 0.4482573
## PC63 <= 0.0702319
## PC69 > -0.2731649
## PC77 <= 2.041648
## -> class 2\|2 [0.908]
##
## Rule 40/229: (159.5/14.2, lift 9.8)
## PC1 <= -0.3062993
## PC2 > -8.261213
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC15 <= 3.351273
## PC32 <= 1.590739
## PC33 <= 0.01153639
## PC38 <= 0.8448499
## PC69 > -0.2731649
## PC80 > -1.912223
## PC94 <= -0.6976095
## PC100 <= 3.153183
## -> class 2\|2 [0.906]
##
## Rule 40/230: (109/9.9, lift 9.8)
## PC1 <= -2.033402
## PC2 > -8.261213
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC9 > -3.237231
## PC16 > -0.6118394
## PC27 <= -0.1723154
## PC28 <= 0.05333866
## PC29 <= 0.2788967
## PC40 <= 0.1265613
## PC45 <= 0.4482573
## PC56 > -0.9202267
## PC59 > -0.6748875
## PC63 <= 0.0702319
## PC68 > -0.3091801
## PC78 > -0.379254
## PC94 > -0.6976095
## -> class 2\|2 [0.901]
##
## Rule 40/231: (22/1.8, lift 9.6)
## PC1 <= -0.3062993
## PC8 > -0.2387235
## PC11 <= -3.149428
## -> class 2\|2 [0.885]
##
## Rule 40/232: (156.7/21.3, lift 9.3)
## PC1 <= -0.3062993
## PC2 > -8.261213
## PC2 <= -2.423063
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC16 > -0.6118394
## PC32 <= 1.590739
## PC57 > -0.100883
## PC60 <= 1.053021
## PC63 > 0.0702319
## PC88 > -0.2710973
## -> class 2\|2 [0.859]
##
## Rule 40/233: (12.2/1, lift 9.3)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.277736
## PC44 <= 0.4090476
## PC57 > -0.01176258
## PC77 <= -0.997831
## -> class 2\|2 [0.856]
##
## Rule 40/234: (18.8/2.3, lift 9.1)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC32 <= 1.590739
## PC56 > 0.184236
## PC57 > -0.100883
## PC69 <= -0.2731649
## PC100 <= 3.153183
## -> class 2\|2 [0.840]
##
## Rule 40/235: (14.4/2.2, lift 8.7)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 <= -0.2387235
## PC20 > 0.8068646
## -> class 2\|2 [0.807]
##
## Rule 40/236: (15.1/2.7, lift 8.5)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.277736
## PC28 > -0.1586925
## PC32 <= 1.071236
## PC44 <= 0.4090476
## PC57 > -0.01176258
## PC88 > 0.4998176
## -> class 2\|2 [0.787]
##
## Rule 40/237: (48.9/11.7, lift 8.1)
## PC1 <= -0.3062993
## PC8 > 1.988585
## PC21 <= -0.2479957
## PC22 <= -0.6593103
## PC41 <= -0.4702227
## -> class 2\|2 [0.750]
##
## Rule 40/238: (10.5/2.6, lift 7.7)
## PC1 <= -0.3062993
## PC3 <= -1.510694
## PC8 <= -2.966951
## PC43 > -0.1303304
## -> class 2\|2 [0.714]
##
## Rule 40/239: (32.1/9.3, lift 7.6)
## PC1 > -4.508612
## PC1 <= -0.3062993
## PC8 <= -2.966951
## PC11 > -4.440385
## PC27 <= -0.360985
## PC43 <= -0.1303304
## -> class 2\|2 [0.697]
##
## Rule 40/240: (19.5/5.8, lift 7.4)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC6 <= -2.720929
## PC43 <= 0.7139086
## PC71 <= -0.5082814
## -> class 2\|2 [0.684]
##
## Rule 40/241: (52.4/21.6, lift 6.3)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.277736
## PC17 <= 0.4120866
## PC44 <= 0.4090476
## PC57 > -0.01176258
## PC63 <= -0.01101676
## PC97 <= -0.09843639
## -> class 2\|2 [0.585]
##
## Rule 40/242: (956.7/406, lift 6.2)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -0.2387235
## PC8 <= 1.988585
## PC28 > -0.1586925
## PC32 <= 1.071236
## PC42 > -1.070304
## PC57 <= -0.01176258
## -> class 2\|2 [0.575]
##
## Rule 40/243: (92.2/0.2, lift 8.6)
## PC2 <= 2.55875
## PC8 <= -0.2387235
## PC16 > -0.6118394
## PC27 <= -0.1723154
## PC40 <= 0.1265613
## PC57 > -0.100883
## PC63 <= 0.0702319
## PC77 <= 2.041648
## PC78 <= -0.379254
## PC94 > -0.6976095
## -> class 2\|3 [0.988]
##
## Rule 40/244: (65.4, lift 8.5)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC10 <= -0.7514341
## PC31 <= -0.02151442
## PC89 > -0.4082418
## -> class 2\|3 [0.985]
##
## Rule 40/245: (41.7, lift 8.5)
## PC1 > -0.3062993
## PC2 <= 2.55875
## PC6 > -2.720929
## PC8 <= 0.3146408
## PC12 <= 3.053814
## PC19 > -1.701964
## PC49 > -0.333919
## PC63 > 0.1939764
## PC83 <= -0.1399133
## PC94 <= 0.7497886
## -> class 2\|3 [0.977]
##
## Rule 40/246: (32.8, lift 8.4)
## PC1 > -0.3062993
## PC3 <= 0.5328193
## PC6 > -2.720929
## PC8 <= 0.3146408
## PC9 <= 0.2791091
## PC10 > -0.7514341
## PC19 > -1.701964
## PC43 <= 0.514162
## PC49 > -0.333919
## PC83 > -0.1399133
## -> class 2\|3 [0.971]
##
## Rule 40/247: (65.1/1.3, lift 8.4)
## PC2 <= 2.55875
## PC10 <= -0.7514341
## PC14 > 1.441053
## PC25 > -0.2443843
## PC50 > -0.5380409
## -> class 2\|3 [0.966]
##
## Rule 40/248: (123.8/3.6, lift 8.4)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 <= -0.2387235
## PC11 > -4.440385
## PC11 <= 2.193121
## PC57 <= -0.100883
## PC59 <= 0.1036584
## PC60 > -0.02762962
## PC64 <= 0.07111408
## -> class 2\|3 [0.963]
##
## Rule 40/249: (223.1/8.2, lift 8.3)
## PC2 <= 2.55875
## PC8 <= -2.966951
## PC39 <= 0.1307474
## PC43 <= 1.32201
## PC85 <= 0.7335082
## PC93 > 0.334274
## -> class 2\|3 [0.959]
##
## Rule 40/250: (56.5/5.4, lift 7.7)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 <= -0.2387235
## PC32 <= 1.590739
## PC57 > -0.100883
## PC69 > -0.2731649
## PC77 <= 2.041648
## PC91 > 0.5310939
## PC94 > -0.6976095
## -> class 2\|3 [0.890]
##
## Rule 40/251: (57.2/19.3, lift 5.7)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC3 > -1.661317
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC32 <= 1.590739
## PC47 > 0.3486455
## PC60 <= -0.02762962
## -> class 2\|3 [0.657]
##
## Rule 40/252: (7422.1/5279.6, lift 2.5)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## -> class 2\|3 [0.289]
##
## Rule 40/253: (12230.9/9931.6, lift 1.6)
## PC2 <= 2.55875
## -> class 2\|3 [0.188]
##
## Rule 40/254: (360.9, lift 17.4)
## PC1 <= -0.3062993
## PC11 <= -4.440385
## -> class 2\|4 [0.997]
##
## Rule 40/255: (124/0.8, lift 17.2)
## PC1 <= -0.3062993
## PC8 <= -2.966951
## PC12 > -2.124217
## PC34 <= 0.3580198
## PC35 > -1.782501
## PC39 <= 0.1307474
## PC43 > 1.32201
## -> class 2\|4 [0.986]
##
## Rule 40/256: (155.5/1.7, lift 17.1)
## PC8 <= -2.966951
## PC40 > -0.1783453
## PC43 > -0.1303304
## PC85 > 0.7335082
## PC94 <= 0.7948714
## -> class 2\|4 [0.983]
##
## Rule 40/257: (147.5/3.8, lift 16.9)
## PC8 <= -1.538053
## PC10 <= -0.7514341
## PC14 <= 1.441053
## PC25 > -0.2443843
## PC31 > -0.02151442
## -> class 2\|4 [0.968]
##
## Rule 40/258: (298.8/17.5, lift 16.4)
## PC1 <= -0.3062993
## PC8 <= -3.147213
## PC12 <= 2.750173
## PC31 <= 0.7411414
## PC39 <= 0.1307474
## PC40 > -0.1783453
## PC43 > -0.1303304
## PC49 <= 0.1726008
## PC81 <= 0.3263331
## PC85 > 0.06922596
## PC93 <= 0.334274
## PC94 <= 0.7948714
## PC96 <= 0.2911013
## -> class 2\|4 [0.938]
##
## Rule 40/259: (33.1/1.4, lift 16.3)
## PC1 > -0.3062993
## PC8 <= -1.538053
## PC10 <= -0.7514341
## PC50 > -0.5380409
## PC89 <= -0.4082418
## -> class 2\|4 [0.932]
##
## Rule 40/260: (12.4, lift 16.2)
## PC1 <= -4.508612
## PC8 <= -2.966951
## PC43 <= -0.1303304
## -> class 2\|4 [0.931]
##
## Rule 40/261: (92.8/6.2, lift 16.1)
## PC1 <= -2.802627
## PC8 <= -3.147213
## PC12 <= 2.750173
## PC31 <= 0.7411414
## PC35 > -1.782501
## PC40 > -0.1783453
## PC43 > -0.1303304
## PC49 <= 0.1726008
## PC93 <= 0.334274
## PC96 <= 0.2911013
## -> class 2\|4 [0.924]
##
## Rule 40/262: (37.3/2.1, lift 16.1)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC16 <= -0.6118394
## PC57 > -0.100883
## PC73 > 0.2724714
## PC77 <= 2.041648
## -> class 2\|4 [0.922]
##
## Rule 40/263: (30.1/3, lift 15.2)
## PC1 <= -0.3062993
## PC2 > -8.261213
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC12 > 0.2889674
## PC29 > 0.2788967
## PC69 > -0.2731649
## -> class 2\|4 [0.874]
##
## Rule 40/264: (5.5, lift 15.1)
## PC1 <= -0.3062993
## PC8 <= -2.966951
## PC45 <= -0.3740209
## PC64 > 0.5843346
## PC71 <= 5.215353
## -> class 2\|4 [0.866]
##
## Rule 40/265: (51.5/7.3, lift 14.7)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC32 > 1.590739
## PC56 <= 0.1648983
## PC65 > 0.2430443
## -> class 2\|4 [0.845]
##
## Rule 40/266: (24.6/4.5, lift 13.8)
## PC1 <= -0.3062993
## PC2 <= 2.55875
## PC8 > -2.966951
## PC8 <= -0.2387235
## PC28 <= 0.05333866
## PC45 > 0.4482573
## PC57 > -0.100883
## PC77 <= 2.041648
## -> class 2\|4 [0.792]
##
## Rule 40/267: (7.9/2.4, lift 11.5)
## PC8 <= -2.966951
## PC43 <= -0.1303304
## PC71 > 5.215353
## -> class 2\|4 [0.658]
##
## Default class: 2\|3
##
## ----- Trial 41: -----
##
## Rules:
##
## Rule 41/1: (78.6, lift 15.8)
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC17 > 3.811852
## PC21 <= 0.4994113
## PC22 > -0.3179235
## PC43 <= 1.800024
## -> class 0\|0 [0.988]
##
## Rule 41/2: (64.6, lift 15.8)
## PC13 <= 7.236558
## PC18 > 2.885629
## PC22 > -0.3179235
## PC26 <= 0.6631289
## PC33 <= 3.205309
## PC47 > -1.610874
## PC69 > -1.772592
## PC71 > -1.088033
## PC91 <= -0.6636472
## -> class 0\|0 [0.984]
##
## Rule 41/3: (46.9, lift 15.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.876515
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC21 <= 0.4994113
## PC26 <= 0.6631289
## PC71 <= -1.088033
## PC91 <= 2.682686
## -> class 0\|0 [0.980]
##
## Rule 41/4: (61.6/0.4, lift 15.7)
## PC12 > -1.876515
## PC13 <= 7.236558
## PC18 > 1.22969
## PC21 <= 0.4994113
## PC26 <= 0.6631289
## PC33 <= 3.205309
## PC91 <= 2.682686
## PC100 <= -0.788757
## -> class 0\|0 [0.978]
##
## Rule 41/5: (140.4/5.6, lift 15.3)
## PC4 > -9.220832
## PC5 <= -0.4980008
## PC18 > 1.22969
## PC22 > -0.3179235
## PC49 <= 0.4706789
## PC55 > -0.2042117
## PC81 <= 0.7577374
## PC90 <= 0.55565
## PC97 <= 0.1312201
## PC99 > -0.2696401
## -> class 0\|0 [0.954]
##
## Rule 41/6: (431.6/19.2, lift 15.3)
## PC4 > -9.220832
## PC4 <= 8.464436
## PC5 > -0.4980008
## PC18 > 1.22969
## PC21 <= 0.4994113
## PC22 > -0.3179235
## PC26 <= 0.6631289
## PC41 > -0.1601339
## PC51 <= 0.4232272
## PC54 <= 1.492335
## PC69 > -1.772592
## PC91 > -0.6636472
## PC91 <= 2.682686
## PC97 <= 0.1312201
## PC98 > -2.16219
## PC99 > -0.4938342
## -> class 0\|0 [0.953]
##
## Rule 41/7: (13.5, lift 15.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.464436
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC22 <= -0.3179235
## PC33 <= 3.205309
## PC80 <= -0.6234325
## -> class 0\|0 [0.936]
##
## Rule 41/8: (22.6/1.1, lift 14.7)
## PC13 <= 7.236558
## PC18 > 1.22969
## PC22 > -0.3179235
## PC26 <= 0.6631289
## PC33 <= 3.205309
## PC43 <= 1.063675
## PC48 <= 0.2160237
## PC51 > 0.4232272
## PC91 <= 2.682686
## PC98 > -2.16219
## -> class 0\|0 [0.916]
##
## Rule 41/9: (48.8/3.6, lift 14.6)
## PC12 > -1.876515
## PC18 > 1.22969
## PC18 <= 5.215645
## PC22 > -0.3179235
## PC26 <= 0.6631289
## PC43 <= 1.063675
## PC47 > -1.610874
## PC51 > 0.4232272
## PC52 > 0.1271512
## PC91 <= 2.682686
## PC98 > -2.16219
## PC99 > -0.4938342
## -> class 0\|0 [0.910]
##
## Rule 41/10: (170.8/15.7, lift 14.5)
## PC18 > 1.22969
## PC22 > -0.3179235
## PC25 <= 0.02453667
## PC26 <= 0.6631289
## PC31 > -0.2654943
## PC33 <= 3.205309
## PC38 <= 0.5265351
## PC51 <= 0.4232272
## PC64 <= 1.618402
## PC80 <= 0.182734
## PC91 > -0.6636472
## PC95 <= 0.8596638
## PC97 > 0.1312201
## PC99 > -0.09683761
## -> class 0\|0 [0.903]
##
## Rule 41/11: (4.4, lift 13.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= 1.443925
## PC20 > 1.50364
## -> class 0\|0 [0.845]
##
## Rule 41/12: (5.6/0.4, lift 13.1)
## PC4 <= 8.464436
## PC13 <= 7.236558
## PC18 > 1.22969
## PC22 <= -0.3179235
## PC26 <= 0.6631289
## PC60 <= -0.6918343
## -> class 0\|0 [0.819]
##
## Rule 41/13: (36.8/8, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC18 <= 1.22969
## PC43 <= 1.800024
## PC47 <= -0.9079783
## PC69 > -3.315864
## -> class 0\|0 [0.769]
##
## Rule 41/14: (309.8/76.7, lift 12.0)
## PC2 > 2.5099
## PC2 <= 4.127379
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.7342479
## PC28 <= 0.1064185
## PC92 <= 0.6937239
## -> class 0\|0 [0.751]
##
## Rule 41/15: (8.7/2.1, lift 11.4)
## PC13 > 7.236558
## PC31 > 0.1474187
## PC47 > -1.610874
## PC51 > -2.976097
## PC83 > -4.32544
## PC93 <= -0.2532751
## -> class 0\|0 [0.715]
##
## Rule 41/16: (140.5, lift 13.5)
## PC2 > 4.127379
## PC3 <= 1.640775
## PC11 > -0.118402
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC18 <= 1.22969
## PC43 <= 1.800024
## PC47 > -0.9079783
## PC69 > -3.315864
## PC80 <= 0.5635673
## PC92 <= 0.6937239
## PC93 > 0.2544298
## -> class 0\|1 [0.993]
##
## Rule 41/17: (79, lift 13.4)
## PC4 <= 8.464436
## PC13 <= 7.236558
## PC18 > 1.22969
## PC18 <= 2.885629
## PC21 <= 0.4994113
## PC65 > -2.560152
## PC69 > -3.315864
## PC91 <= -0.6636472
## -> class 0\|1 [0.988]
##
## Rule 41/18: (82, lift 13.4)
## PC12 > -1.876515
## PC13 <= 7.236558
## PC18 > 1.22969
## PC43 <= 1.800024
## PC48 > 0.2160237
## PC51 > 0.4232272
## PC52 <= 0.1271512
## PC71 > -1.088033
## PC100 > -0.788757
## -> class 0\|1 [0.988]
##
## Rule 41/19: (177.8/1.9, lift 13.4)
## PC2 > 4.127379
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC18 <= 1.22969
## PC27 <= 0.3639117
## PC30 > -1.905065
## PC42 <= 1.576162
## PC47 > -0.9079783
## PC49 > -0.8104146
## PC60 <= 0.2884501
## PC80 <= 0.5635673
## PC92 <= 0.6937239
## -> class 0\|1 [0.984]
##
## Rule 41/20: (76.9/0.3, lift 13.4)
## PC4 <= 8.464436
## PC13 <= 7.236558
## PC18 > 1.22969
## PC22 <= -0.3179235
## PC31 > -0.2662473
## PC43 <= 1.800024
## PC47 > -1.02013
## PC60 > -0.6918343
## PC65 <= 2.525243
## PC80 > -0.6234325
## PC91 <= 2.682686
## PC100 > -0.788757
## -> class 0\|1 [0.983]
##
## Rule 41/21: (50.6, lift 13.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.464436
## PC18 > -0.1703712
## PC31 <= -0.2654943
## PC33 <= 3.205309
## PC43 <= 1.800024
## PC71 > -1.088033
## PC97 > 0.1312201
## -> class 0\|1 [0.981]
##
## Rule 41/22: (44, lift 13.3)
## PC2 > 2.5099
## PC2 <= 4.127379
## PC3 <= 1.640775
## PC11 > -0.118402
## PC18 > -0.1703712
## PC18 <= 0.7342479
## PC28 <= 0.1064185
## PC47 > -0.9079783
## -> class 0\|1 [0.978]
##
## Rule 41/23: (42.9, lift 13.3)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 1.22969
## PC43 > 1.063675
## PC43 <= 1.800024
## PC71 > -1.088033
## PC100 > -0.788757
## -> class 0\|1 [0.978]
##
## Rule 41/24: (40.7, lift 13.3)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 1.22969
## PC51 <= 0.4232272
## PC69 > -3.315864
## PC71 > -1.088033
## PC80 > 0.182734
## PC97 > 0.1312201
## PC99 > -0.4938342
## -> class 0\|1 [0.977]
##
## Rule 41/25: (36.5, lift 13.2)
## PC17 <= 3.811852
## PC18 > 5.215645
## PC22 > -0.3179235
## PC26 <= 0.6631289
## PC71 > -1.088033
## PC91 > -0.6636472
## -> class 0\|1 [0.974]
##
## Rule 41/26: (47.1/0.3, lift 13.2)
## PC4 <= 8.464436
## PC13 <= 7.236558
## PC17 <= 3.811852
## PC18 > 1.22969
## PC21 <= 0.4994113
## PC69 > -3.315864
## PC69 <= -1.772592
## PC71 > -1.088033
## PC100 > -0.788757
## -> class 0\|1 [0.973]
##
## Rule 41/27: (35.4, lift 13.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -9.220832
## PC5 <= -0.4980008
## PC18 > -0.1703712
## PC26 <= 0.6631289
## PC47 > -1.610874
## PC81 > 0.7577374
## PC91 > -0.6636472
## -> class 0\|1 [0.973]
##
## Rule 41/28: (126.1/2.9, lift 13.2)
## PC2 > 4.127379
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC15 > -0.9988995
## PC18 > -0.1703712
## PC18 <= 1.22969
## PC19 > -0.2388923
## PC42 <= 1.576162
## PC69 > -3.315864
## PC74 <= 0.6271786
## PC80 <= 0.5635673
## PC83 > -4.32544
## PC88 > 0.128831
## PC92 <= 0.6937239
## -> class 0\|1 [0.970]
##
## Rule 41/29: (25.6, lift 13.1)
## PC2 > 2.5099
## PC5 <= -0.4980008
## PC18 > 1.22969
## PC55 <= -0.2042117
## PC71 > -1.088033
## -> class 0\|1 [0.964]
##
## Rule 41/30: (90.3/2.5, lift 13.1)
## PC12 > -1.876515
## PC17 <= 3.811852
## PC18 > 1.22969
## PC21 <= 0.4994113
## PC22 > -0.3179235
## PC50 > -0.4981221
## PC69 > -3.315864
## PC71 > -1.088033
## PC99 <= -0.4938342
## PC100 > -0.788757
## -> class 0\|1 [0.962]
##
## Rule 41/31: (22.1, lift 13.0)
## PC7 <= -0.7458541
## PC18 <= -0.1703712
## PC41 <= 0.4318216
## PC42 <= -2.253533
## PC85 <= 1.414839
## -> class 0\|1 [0.959]
##
## Rule 41/32: (22.2, lift 13.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.4980008
## PC21 <= 0.4994113
## PC49 > 0.4706789
## PC51 <= 0.4232272
## -> class 0\|1 [0.959]
##
## Rule 41/33: (25.9/0.2, lift 13.0)
## PC5 <= -0.4980008
## PC18 > 1.22969
## PC22 > -0.3179235
## PC99 <= -0.2696401
## -> class 0\|1 [0.958]
##
## Rule 41/34: (21.7, lift 13.0)
## PC2 > 2.5099
## PC12 > -1.876515
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC69 > -1.772592
## PC91 > -0.6636472
## PC95 > 0.8596638
## PC100 > -0.788757
## -> class 0\|1 [0.958]
##
## Rule 41/35: (55.7/1.5, lift 13.0)
## PC12 > -1.876515
## PC13 <= 7.236558
## PC18 > 1.22969
## PC21 <= 0.4994113
## PC47 > -1.610874
## PC91 > 2.682686
## -> class 0\|1 [0.957]
##
## Rule 41/36: (20.5, lift 13.0)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC21 <= 0.4994113
## PC22 > -0.3179235
## PC26 <= 0.6631289
## PC47 > -1.610874
## PC71 > -1.088033
## PC98 <= -2.16219
## PC100 > -0.788757
## -> class 0\|1 [0.956]
##
## Rule 41/37: (69.6/2.2, lift 13.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 8.464436
## PC13 <= 7.236558
## PC17 <= 3.811852
## PC18 > -0.1703712
## PC38 > 0.5265351
## PC64 <= 1.618402
## PC69 > -1.772592
## PC91 > -0.6636472
## PC97 > 0.1312201
## PC100 > -0.788757
## -> class 0\|1 [0.956]
##
## Rule 41/38: (84.5/3.1, lift 12.9)
## PC13 > 7.236558
## PC13 <= 12.55908
## PC18 > -0.1703712
## PC30 <= 1.6136
## PC31 <= 0.1474187
## PC37 > -0.2538081
## PC47 > -1.610874
## PC83 > -4.32544
## PC93 <= -0.2532751
## -> class 0\|1 [0.952]
##
## Rule 41/39: (21.6/0.2, lift 12.9)
## PC2 > 2.5099
## PC4 <= 8.464436
## PC17 <= 3.811852
## PC18 > -0.1703712
## PC22 > -0.3179235
## PC54 > 1.492335
## PC97 <= 0.1312201
## PC100 > -0.788757
## -> class 0\|1 [0.948]
##
## Rule 41/40: (103.1/5, lift 12.8)
## PC2 > 2.5099
## PC12 > -1.876515
## PC18 > -0.1703712
## PC26 <= 0.6631289
## PC33 > 3.205309
## PC47 > -1.610874
## -> class 0\|1 [0.943]
##
## Rule 41/41: (15.4, lift 12.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC18 <= 1.22969
## PC19 > -0.2388923
## PC42 <= 1.576162
## PC49 <= -0.5205081
## PC65 > -1.556631
## PC80 <= 0.5635673
## PC92 > 0.6937239
## -> class 0\|1 [0.942]
##
## Rule 41/42: (72/3.7, lift 12.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.876515
## PC17 <= 3.811852
## PC18 > -0.1703712
## PC22 > -0.3179235
## PC25 > 0.02453667
## PC41 > -0.1601339
## PC51 <= 0.4232272
## PC71 > -1.088033
## PC97 > 0.1312201
## PC100 > -0.788757
## -> class 0\|1 [0.937]
##
## Rule 41/43: (60.3/3.4, lift 12.6)
## PC4 <= -9.220832
## PC18 > 1.22969
## PC71 > -1.088033
## -> class 0\|1 [0.930]
##
## Rule 41/44: (150.5/12.8, lift 12.4)
## PC12 > -1.876515
## PC13 <= 7.236558
## PC18 > 1.22969
## PC26 > 0.6631289
## PC43 <= 1.800024
## PC65 > -2.560152
## PC69 > -3.315864
## -> class 0\|1 [0.909]
##
## Rule 41/45: (53.7/4.1, lift 12.3)
## PC2 > 2.5099
## PC12 > -1.876515
## PC13 <= 7.236558
## PC18 > 1.22969
## PC25 <= 0.02453667
## PC80 <= 0.182734
## PC97 > 0.1312201
## PC99 <= -0.09683761
## PC100 > -0.788757
## -> class 0\|1 [0.908]
##
## Rule 41/46: (66/8.3, lift 11.7)
## PC4 > 8.464436
## PC12 > -1.876515
## PC18 > 1.22969
## PC65 > -2.560152
## -> class 0\|1 [0.863]
##
## Rule 41/47: (37.5/4.8, lift 11.6)
## PC6 <= 0.2081154
## PC7 > -0.7458541
## PC10 <= -0.9147598
## PC18 > -1.752927
## PC18 <= -0.1703712
## PC78 > 0.2914205
## -> class 0\|1 [0.853]
##
## Rule 41/48: (62.3/9.4, lift 11.4)
## PC2 > 2.5099
## PC5 <= -0.4980008
## PC18 > -0.1703712
## PC26 <= 0.6631289
## PC54 <= 1.492335
## PC90 > 0.55565
## PC91 > -0.6636472
## PC97 <= 0.1312201
## -> class 0\|1 [0.838]
##
## Rule 41/49: (16.6/2.4, lift 11.1)
## PC10 <= -0.9147598
## PC18 > -1.752927
## PC18 <= -0.1703712
## PC41 <= 0.2131675
## PC78 <= 0.2914205
## PC95 > 0.5666559
## -> class 0\|1 [0.816]
##
## Rule 41/50: (27.3/4.5, lift 11.0)
## PC2 > 2.5099
## PC18 > -0.1703712
## PC22 > -0.3179235
## PC43 <= 1.800024
## PC47 > -1.610874
## PC64 > 1.618402
## PC97 > 0.1312201
## PC99 > -0.4938342
## -> class 0\|1 [0.812]
##
## Rule 41/51: (86.8/16.9, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.876515
## PC18 > -0.1703712
## PC26 <= 0.6631289
## PC41 <= -0.1601339
## PC51 > -2.976097
## PC65 > -2.560152
## PC69 > -3.315864
## PC95 <= 0.8596638
## PC99 > -0.4938342
## PC100 > -0.788757
## -> class 0\|1 [0.799]
##
## Rule 41/52: (50.2/10.3, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC17 > -1.922281
## PC18 <= -0.1703712
## PC41 <= 0.4318216
## -> class 0\|1 [0.783]
##
## Rule 41/53: (84.9/18.4, lift 10.6)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC10 <= -0.9147598
## PC18 > -1.752927
## PC41 > 0.2131675
## -> class 0\|1 [0.776]
##
## Rule 41/54: (43.4/9.5, lift 10.5)
## PC2 > 2.5099
## PC7 > -0.7458541
## PC54 > 0.3475626
## PC54 <= 3.096431
## PC78 > 2.492486
## -> class 0\|1 [0.769]
##
## Rule 41/55: (43.7/11, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= 0.3432908
## PC18 <= -0.1703712
## PC41 > 0.4318216
## -> class 0\|1 [0.737]
##
## Rule 41/56: (54.1, lift 10.6)
## PC2 > 2.5099
## PC7 > -0.7458541
## PC18 > -1.752927
## PC18 <= -0.1703712
## PC49 <= 1.328311
## PC54 <= 3.096431
## PC65 > 1.13128
## PC88 > -1.609503
## -> class 0\|2 [0.982]
##
## Rule 41/57: (70.8/1.1, lift 10.5)
## PC18 <= -1.752927
## PC41 <= 0.4318216
## PC52 > -0.9378876
## PC54 <= 3.096431
## PC71 > 0.3651414
## PC78 <= 2.492486
## PC96 > -0.7313746
## PC97 > -0.6475182
## -> class 0\|2 [0.971]
##
## Rule 41/58: (29.7, lift 10.4)
## PC2 > 2.5099
## PC6 <= 0.2081154
## PC7 > -0.7458541
## PC9 > 0.6433303
## PC18 <= -1.752927
## -> class 0\|2 [0.968]
##
## Rule 41/59: (53.3/0.9, lift 10.4)
## PC2 > 2.5099
## PC3 <= -0.9301829
## PC7 > -0.7458541
## PC8 > 0.04067648
## PC18 <= -1.752927
## PC71 <= 0.3651414
## PC97 > -0.6475182
## -> class 0\|2 [0.965]
##
## Rule 41/60: (140.1/6, lift 10.2)
## PC2 > 2.5099
## PC3 <= -0.1589118
## PC4 > -7.600563
## PC6 <= 0.2081154
## PC18 <= -1.752927
## PC37 <= 1.507442
## PC38 <= 1.336192
## PC54 <= 3.096431
## PC78 <= 0.69841
## PC86 > -1.586472
## PC94 > 0.5052416
## PC97 > -0.6475182
## -> class 0\|2 [0.951]
##
## Rule 41/61: (16, lift 10.2)
## PC2 > 2.5099
## PC7 > -0.7458541
## PC18 <= -0.1703712
## PC32 > 2.677861
## -> class 0\|2 [0.944]
##
## Rule 41/62: (16.2, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -0.1703712
## PC54 <= 3.096431
## PC75 <= -0.5846856
## PC87 > -0.02454088
## PC92 > -0.1252594
## PC96 > -0.7313746
## -> class 0\|2 [0.942]
##
## Rule 41/63: (18/0.2, lift 10.1)
## PC3 <= -0.9301829
## PC18 <= -1.752927
## PC20 > -3.77979
## PC25 > -1.233701
## PC57 <= 1.570043
## PC71 <= 0.3651414
## PC87 <= 0.3689643
## PC95 > 0.6131012
## PC96 > -0.7313746
## PC97 > -0.6475182
## -> class 0\|2 [0.940]
##
## Rule 41/64: (13.8, lift 10.1)
## PC18 <= -0.1703712
## PC20 > -3.77979
## PC36 <= -3.213822
## PC71 <= 0.3651414
## PC87 <= 0.3689643
## PC94 <= 0.5052416
## PC97 > -0.6475182
## -> class 0\|2 [0.937]
##
## Rule 41/65: (64.9/3.7, lift 10.0)
## PC2 > 3.619425
## PC3 > -0.9301829
## PC3 <= 1.640775
## PC18 <= -1.752927
## PC20 > -3.77979
## PC41 <= 0.4318216
## PC78 <= 2.492486
## PC97 > -0.6475182
## -> class 0\|2 [0.930]
##
## Rule 41/66: (14.9/0.3, lift 9.9)
## PC7 > -0.7458541
## PC18 <= -1.752927
## PC38 <= -4.201078
## -> class 0\|2 [0.923]
##
## Rule 41/67: (121.2/9.7, lift 9.8)
## PC4 <= -7.600563
## PC6 <= -0.576553
## PC18 <= -1.752927
## -> class 0\|2 [0.913]
##
## Rule 41/68: (51.5/4, lift 9.8)
## PC2 > 2.5099
## PC3 > -0.9301829
## PC7 > -0.7458541
## PC18 <= -0.1703712
## PC45 > 1.176643
## PC54 <= 3.096431
## PC94 <= 0.5052416
## -> class 0\|2 [0.907]
##
## Rule 41/69: (50.7/4.2, lift 9.7)
## PC2 > 2.5099
## PC4 <= 8.081225
## PC7 > -0.7458541
## PC18 <= -1.752927
## PC37 <= -0.7699763
## PC54 <= 3.096431
## PC87 <= 0.3689643
## PC94 <= 0.5052416
## PC96 > -0.7313746
## PC97 > -0.6475182
## -> class 0\|2 [0.901]
##
## Rule 41/70: (25.3/1.7, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC41 <= 0.4318216
## PC54 <= 3.096431
## PC67 > 0.6210548
## PC97 > -0.6475182
## -> class 0\|2 [0.901]
##
## Rule 41/71: (7.8, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC41 <= 0.4318216
## PC78 <= 2.492486
## PC99 > 5.057907
## -> class 0\|2 [0.898]
##
## Rule 41/72: (10.5/0.3, lift 9.7)
## PC6 > 0.1831254
## PC6 <= 0.2081154
## PC18 <= -1.752927
## PC97 > -0.6475182
## -> class 0\|2 [0.898]
##
## Rule 41/73: (39/3.4, lift 9.6)
## PC3 <= -0.9301829
## PC20 > -3.77979
## PC25 <= -1.233701
## PC37 > -0.7699763
## PC54 <= 3.096431
## PC57 <= 1.570043
## PC71 <= 0.3651414
## PC78 <= 2.492486
## PC94 <= 0.5052416
## PC96 > -0.7313746
## -> class 0\|2 [0.893]
##
## Rule 41/74: (101.2/11.8, lift 9.4)
## PC4 > 8.081225
## PC9 <= 0.6433303
## PC18 <= -0.1703712
## PC36 <= 2.499663
## PC38 > -4.201078
## PC95 <= 0.01620561
## PC97 > -0.6475182
## -> class 0\|2 [0.876]
##
## Rule 41/75: (16.8/1.8, lift 9.2)
## PC15 > 0.9703637
## PC18 <= -1.752927
## PC49 <= 1.328311
## PC97 <= -0.6475182
## -> class 0\|2 [0.850]
##
## Rule 41/76: (78.8/11.8, lift 9.1)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -1.752927
## PC54 <= 3.096431
## PC67 <= 0.6210548
## PC75 <= -0.2615614
## PC87 <= 0.3689643
## PC96 > -0.7313746
## PC97 > 0.6117411
## -> class 0\|2 [0.842]
##
## Rule 41/77: (20.2/2.7, lift 9.0)
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -0.1703712
## PC49 <= 1.328311
## PC54 <= 3.096431
## PC57 > 1.570043
## PC94 <= 0.5052416
## PC96 > -0.7313746
## PC97 > -0.6475182
## -> class 0\|2 [0.834]
##
## Rule 41/78: (67.2/12.3, lift 8.7)
## PC2 > 2.5099
## PC3 <= -0.9301829
## PC4 <= 8.081225
## PC18 <= -0.1703712
## PC20 > -3.77979
## PC25 > -1.233701
## PC40 > 0.6729327
## PC57 <= 1.570043
## PC87 > -0.02454088
## PC92 > -0.1252594
## PC95 <= 0.6131012
## PC96 > -0.7313746
## PC97 > -0.6475182
## -> class 0\|2 [0.808]
##
## Rule 41/79: (7704.6/5854.7, lift 2.6)
## PC2 > 2.5099
## -> class 0\|2 [0.240]
##
## Rule 41/80: (155.1, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -0.9147598
## PC18 <= -0.1703712
## PC31 > 0.05722724
## PC34 <= 4.448333
## PC36 > -0.06267281
## -> class 0\|3 [0.994]
##
## Rule 41/81: (127.1, lift 11.1)
## PC4 <= 8.081225
## PC18 <= -0.1703712
## PC20 <= -3.77979
## PC32 <= 2.677861
## PC37 > -0.7699763
## PC41 <= 0.4318216
## PC71 <= 0.3651414
## PC78 <= 2.492486
## PC94 <= 0.5052416
## -> class 0\|3 [0.992]
##
## Rule 41/82: (123.7, lift 11.1)
## PC34 <= -2.857085
## PC36 > -0.06267281
## -> class 0\|3 [0.992]
##
## Rule 41/83: (76.3, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC51 <= -2.976097
## -> class 0\|3 [0.987]
##
## Rule 41/84: (71.2, lift 11.0)
## PC2 > 2.5099
## PC20 <= -2.074707
## PC83 <= -4.32544
## -> class 0\|3 [0.986]
##
## Rule 41/85: (56.5, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC10 > -0.9147598
## PC18 <= -0.1703712
## PC20 > -2.725438
## PC21 <= 0.242607
## PC36 > -0.06267281
## PC65 <= 1.13128
## PC79 <= -0.09076373
## PC88 > -1.609503
## PC96 > -0.6222262
## -> class 0\|3 [0.983]
##
## Rule 41/86: (90.2/1.4, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -0.9147598
## PC18 <= -0.1703712
## PC36 > -0.06267281
## PC88 > 1.561454
## -> class 0\|3 [0.974]
##
## Rule 41/87: (44.3/0.9, lift 10.7)
## PC13 > 7.236558
## PC18 > -0.1703712
## PC47 > -1.610874
## PC69 > -0.6675636
## PC93 > -0.2532751
## -> class 0\|3 [0.958]
##
## Rule 41/88: (75.5/2.5, lift 10.7)
## PC2 > 2.5099
## PC10 > -0.9147598
## PC18 > -1.752927
## PC18 <= -0.1703712
## PC20 <= -2.725438
## -> class 0\|3 [0.954]
##
## Rule 41/89: (30.4/0.5, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -0.9147598
## PC18 > -1.752927
## PC18 <= -0.1703712
## PC31 > 0.2372069
## -> class 0\|3 [0.954]
##
## Rule 41/90: (28.1/0.8, lift 10.5)
## PC7 > -0.7458541
## PC18 <= -0.1703712
## PC26 <= 0.05602082
## PC54 <= 0.3475626
## PC78 > 2.492486
## -> class 0\|3 [0.940]
##
## Rule 41/91: (14.1, lift 10.5)
## PC2 > 2.5099
## PC3 <= -6.889543
## PC7 > -0.7458541
## PC18 <= -0.1703712
## -> class 0\|3 [0.938]
##
## Rule 41/92: (19.8/0.4, lift 10.5)
## PC7 > -0.7458541
## PC18 > -1.752927
## PC18 <= -0.1703712
## PC34 > 4.448333
## PC41 <= 0.4318216
## -> class 0\|3 [0.934]
##
## Rule 41/93: (9.3, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7458541
## PC18 <= -0.1703712
## PC22 > 2.272664
## PC41 <= 0.4318216
## PC42 > -2.253533
## -> class 0\|3 [0.912]
##
## Rule 41/94: (55.4/5.6, lift 9.9)
## PC2 > 2.5099
## PC7 > -0.7458541
## PC10 > -0.9147598
## PC18 > -1.752927
## PC18 <= -0.1703712
## PC36 > -0.06267281
## PC88 <= -1.609503
## -> class 0\|3 [0.886]
##
## Rule 41/95: (14.7/0.9, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 <= -0.118402
## PC13 <= 7.236558
## PC18 > -0.1703712
## PC18 <= 1.22969
## -> class 0\|3 [0.886]
##
## Rule 41/96: (48/5.4, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2081154
## PC18 <= -0.1703712
## -> class 0\|3 [0.873]
##
## Rule 41/97: (4.4/0.3, lift 9.0)
## PC10 <= -0.9147598
## PC18 > -1.752927
## PC18 <= -0.1703712
## PC80 <= -0.9811946
## -> class 0\|3 [0.800]
##
## Rule 41/98: (32.1/6.4, lift 8.8)
## PC13 > 7.236558
## PC18 > -0.1703712
## PC47 > -1.610874
## PC68 <= -0.1930173
## PC93 > -0.2532751
## -> class 0\|3 [0.785]
##
## Rule 41/99: (1846.7/672, lift 7.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7458541
## PC18 <= -1.752927
## PC78 <= 2.492486
## -> class 0\|3 [0.636]
##
## Rule 41/100: (109.1/0.7, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC7 <= 10.40916
## PC18 <= 0.7419922
## PC20 > -0.4276623
## PC62 <= -1.092129
## PC77 <= 0.6996027
## -> class 1\|0 [0.985]
##
## Rule 41/101: (223.6/3, lift 16.1)
## PC2 > 2.5099
## PC8 <= 1.683145
## PC16 <= -5.244119
## PC34 > -0.2918666
## -> class 1\|0 [0.982]
##
## Rule 41/102: (305/7, lift 15.9)
## PC1 > -0.3062993
## PC2 > -6.720232
## PC4 > -1.703869
## PC9 > 0.5940633
## PC11 <= 0.1796822
## PC16 <= 2.764433
## PC44 > -1.434638
## PC65 <= 0.1165469
## PC68 > -1.782571
## PC79 > -0.2093506
## PC85 > -0.05598481
## PC90 <= 0.530219
## -> class 1\|0 [0.974]
##
## Rule 41/103: (32, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC62 > -1.092129
## PC63 <= 0.3149383
## PC100 <= -0.6490231
## -> class 1\|0 [0.971]
##
## Rule 41/104: (647/26.5, lift 15.7)
## PC1 > -0.3062993
## PC4 > -1.703869
## PC6 <= 8.137499
## PC8 > -1.150936
## PC9 > 0.5940633
## PC11 <= 1.243502
## PC16 <= 2.764433
## PC19 > 0.1806264
## PC45 <= 0.3152105
## PC62 <= 0.004686286
## PC68 > -1.782571
## PC79 > -0.1200572
## PC90 <= 0.530219
## -> class 1\|0 [0.958]
##
## Rule 41/105: (67.9/2, lift 15.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC24 <= 3.045341
## PC52 <= -0.5906264
## PC62 > -1.092129
## -> class 1\|0 [0.957]
##
## Rule 41/106: (16.8, lift 15.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC39 > 0.6386379
## PC52 > -0.5906264
## -> class 1\|0 [0.947]
##
## Rule 41/107: (12, lift 15.2)
## PC1 > -0.3062993
## PC3 <= -0.01609154
## PC10 > -0.9925902
## PC50 > 0.5827398
## -> class 1\|0 [0.928]
##
## Rule 41/108: (9.5, lift 14.9)
## PC1 <= -0.1729272
## PC2 <= 2.5099
## PC4 > 0.8676775
## PC38 > -2.545321
## PC51 > 0.5906922
## -> class 1\|0 [0.913]
##
## Rule 41/109: (161.4/26.6, lift 13.6)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC4 > -1.703869
## PC10 > -0.9925902
## PC34 <= -1.236938
## PC82 <= 0.5379106
## PC90 <= 0.530219
## -> class 1\|0 [0.831]
##
## Rule 41/110: (515.4/116.7, lift 12.6)
## PC1 > -0.1729272
## PC11 <= 2.038316
## PC15 <= -1.23413
## PC16 <= 0.1010376
## PC27 > -0.3543069
## -> class 1\|0 [0.772]
##
## Rule 41/111: (17.5/3.5, lift 12.6)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC24 > 3.045341
## PC100 > -0.6490231
## -> class 1\|0 [0.769]
##
## Rule 41/112: (14.2/3.7, lift 11.6)
## PC1 > -0.1729272
## PC2 <= 2.5099
## PC9 <= 0.5940633
## PC10 > -0.9925902
## PC72 > 1.172356
## -> class 1\|0 [0.710]
##
## Rule 41/113: (98.1, lift 14.0)
## PC1 > -0.1729272
## PC2 <= 2.5099
## PC5 <= 8.069122
## PC9 <= 0.5940633
## PC11 <= 2.038316
## PC15 > -1.23413
## PC16 <= 0.1010376
## PC26 <= 0.7002807
## PC44 <= 1.405561
## PC72 <= 1.172356
## -> class 1\|1 [0.990]
##
## Rule 41/114: (81.5, lift 14.0)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC16 <= 3.149442
## PC17 > 2.268457
## -> class 1\|1 [0.988]
##
## Rule 41/115: (103.3/0.4, lift 14.0)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC11 > 0.1796822
## PC45 <= 0.3152105
## PC62 > 0.004686286
## PC90 <= 0.530219
## -> class 1\|1 [0.987]
##
## Rule 41/116: (127.3/1.1, lift 13.9)
## PC4 <= -1.703869
## PC9 > 0.5940633
## PC46 > 0.09251482
## PC90 <= 0.530219
## -> class 1\|1 [0.984]
##
## Rule 41/117: (47.8, lift 13.9)
## PC1 > -0.3062993
## PC1 <= -0.1729272
## PC2 <= 2.5099
## PC4 > 0.8676775
## PC51 <= 0.5906922
## -> class 1\|1 [0.980]
##
## Rule 41/118: (77.4/0.7, lift 13.9)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC11 > 1.243502
## PC45 <= 0.3152105
## PC90 <= 0.530219
## -> class 1\|1 [0.979]
##
## Rule 41/119: (29.2, lift 13.7)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC45 <= 0.3152105
## PC62 <= 0.004686286
## PC79 <= -0.1200572
## -> class 1\|1 [0.966]
##
## Rule 41/120: (107.6/3.1, lift 13.6)
## PC1 > 5.665487
## PC6 <= -1.020954
## PC9 <= 0.5940633
## PC10 > -0.9925902
## PC44 <= 1.405561
## PC50 <= 0.5827398
## -> class 1\|1 [0.962]
##
## Rule 41/121: (23.5, lift 13.6)
## PC1 > -0.1729272
## PC2 <= 2.5099
## PC4 > -1.703869
## PC11 <= 1.243502
## PC16 <= 3.149442
## PC45 <= 0.3152105
## PC62 > 0.004686286
## PC68 > -1.782571
## PC79 <= -0.2093506
## PC85 > -0.05598481
## PC90 <= 0.530219
## -> class 1\|1 [0.960]
##
## Rule 41/122: (20.1, lift 13.5)
## PC1 > -0.3062993
## PC2 <= -6.720232
## PC11 <= 1.243502
## PC62 > 0.004686286
## -> class 1\|1 [0.955]
##
## Rule 41/123: (17.1, lift 13.4)
## PC1 > 16.45006
## PC9 <= 0.5940633
## PC10 > -0.9925902
## PC44 > 1.405561
## -> class 1\|1 [0.948]
##
## Rule 41/124: (55/4.1, lift 12.9)
## PC1 > -0.3062993
## PC4 > -1.703869
## PC9 > 0.5940633
## PC11 <= 1.243502
## PC16 <= 2.764433
## PC62 > 0.004686286
## PC68 > -1.782571
## PC82 <= 0.5379106
## PC85 <= -0.05598481
## -> class 1\|1 [0.911]
##
## Rule 41/125: (7.7, lift 12.7)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC44 <= -1.434638
## PC45 <= 0.3152105
## PC68 > -1.782571
## PC90 <= 0.530219
## -> class 1\|1 [0.897]
##
## Rule 41/126: (136.4/14.3, lift 12.6)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC16 <= 2.764433
## PC19 <= 0.1806264
## PC45 <= 0.3152105
## PC68 > -1.782571
## PC90 <= 0.530219
## -> class 1\|1 [0.889]
##
## Rule 41/127: (46.4/6.9, lift 11.9)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC16 <= 2.764433
## PC45 <= 0.3152105
## PC59 <= 1.013144
## PC62 > 0.004686286
## PC65 > 0.1165469
## PC68 > -1.782571
## PC82 <= 0.5379106
## -> class 1\|1 [0.837]
##
## Rule 41/128: (10.2/1.2, lift 11.6)
## PC2 <= 2.5099
## PC9 > 0.5940633
## PC16 <= -2.441489
## PC45 > 0.3152105
## -> class 1\|1 [0.822]
##
## Rule 41/129: (2.9, lift 11.3)
## PC1 > -0.3062993
## PC27 <= -0.3543069
## PC99 <= -4.223274
## -> class 1\|1 [0.795]
##
## Rule 41/130: (45.1/11, lift 10.6)
## PC2 > 2.5099
## PC15 > -0.4466875
## PC19 <= -0.9169485
## -> class 1\|1 [0.745]
##
## Rule 41/131: (14.1/3.5, lift 10.2)
## PC1 > -0.3062993
## PC8 <= -1.150936
## PC9 > 0.5940633
## PC16 <= 2.764433
## PC62 <= 0.004686286
## -> class 1\|1 [0.722]
##
## Rule 41/132: (1512.3/898.5, lift 5.8)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.406]
##
## Rule 41/133: (77.6, lift 15.7)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC16 > 3.149442
## PC55 > 0.6811348
## -> class 1\|2 [0.987]
##
## Rule 41/134: (110.4/1, lift 15.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 <= 1.846783
## PC15 <= -0.4466875
## PC38 <= 0.2591586
## PC65 <= 0.09297178
## PC93 > -0.6975209
## -> class 1\|2 [0.983]
##
## Rule 41/135: (54.2, lift 15.6)
## PC1 > -0.1729272
## PC2 <= 2.5099
## PC4 <= -1.703869
## PC46 <= 0.09251482
## -> class 1\|2 [0.982]
##
## Rule 41/136: (27.7, lift 15.3)
## PC1 > -0.3062993
## PC2 <= -3.018054
## PC3 > -0.01609154
## PC10 > -0.9925902
## -> class 1\|2 [0.966]
##
## Rule 41/137: (36.4/1.4, lift 14.9)
## PC6 > 8.432528
## PC8 <= -0.6680527
## PC47 <= -0.779565
## -> class 1\|2 [0.938]
##
## Rule 41/138: (208.7/15.4, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -0.4466875
## PC16 > -0.8879908
## PC19 > -0.9169485
## PC23 <= 0.7439958
## PC29 > -0.74414
## PC49 <= 0.2039088
## PC93 > -0.9696231
## -> class 1\|2 [0.922]
##
## Rule 41/139: (10.4, lift 14.6)
## PC2 <= 2.5099
## PC4 > 0.8676775
## PC38 <= -2.545321
## -> class 1\|2 [0.919]
##
## Rule 41/140: (24.6/1.6, lift 14.3)
## PC3 > 1.640775
## PC16 > -0.8879908
## PC18 <= -1.035297
## PC65 > 0.09297178
## -> class 1\|2 [0.903]
##
## Rule 41/141: (3402.6/2486.7, lift 4.3)
## PC1 > -0.1729272
## PC2 <= 2.5099
## -> class 1\|2 [0.269]
##
## Rule 41/142: (162.6/0.7, lift 14.9)
## PC1 > -0.1729272
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC11 > -0.35632
## PC16 > 0.1010376
## PC27 > -0.3543069
## PC42 > -0.03663865
## PC69 <= -0.04183514
## PC77 > -0.4219849
## -> class 1\|3 [0.990]
##
## Rule 41/143: (66.7, lift 14.8)
## PC1 > -0.3062993
## PC2 > -3.018054
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC9 <= -1.497579
## PC10 > -0.9925902
## PC16 <= 0.1010376
## PC27 > -0.3543069
## PC83 > -0.4486144
## -> class 1\|3 [0.985]
##
## Rule 41/144: (181/2.8, lift 14.7)
## PC1 > -0.1729272
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC11 > -0.35632
## PC16 > 0.1010376
## PC16 <= 8.685221
## PC42 > -0.03663865
## PC46 <= 0.4973331
## PC49 <= 1.199867
## PC53 <= 1.054723
## PC77 > -0.4219849
## PC99 <= 1.23182
## PC100 > -1.181732
## -> class 1\|3 [0.979]
##
## Rule 41/145: (137.4/2.3, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -0.4466875
## PC18 > -1.035297
## PC65 > 0.09297178
## -> class 1\|3 [0.976]
##
## Rule 41/146: (27.6, lift 14.5)
## PC10 <= -0.9925902
## PC13 <= 0.6137227
## PC19 <= -1.342918
## PC97 <= 0.845985
## -> class 1\|3 [0.966]
##
## Rule 41/147: (59.8/1.1, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -0.4466875
## PC38 <= 0.2591586
## PC93 <= -0.6975209
## -> class 1\|3 [0.966]
##
## Rule 41/148: (94.3/2.4, lift 14.5)
## PC1 > -0.3062993
## PC1 <= 1.807106
## PC2 <= 2.5099
## PC16 > 3.149442
## PC55 <= 0.6811348
## PC80 > -0.7853009
## PC87 <= -0.06414759
## -> class 1\|3 [0.965]
##
## Rule 41/149: (25.7, lift 14.4)
## PC1 > -0.3062993
## PC1 <= 1.807106
## PC9 > 0.5940633
## PC11 > -1.715926
## PC16 > 3.149442
## PC55 <= 0.6811348
## PC57 > 0.06403611
## PC75 <= 0.7924587
## -> class 1\|3 [0.961]
##
## Rule 41/150: (32/0.5, lift 14.4)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC16 <= 3.149442
## PC45 > 0.3152105
## PC70 <= -0.1935682
## -> class 1\|3 [0.955]
##
## Rule 41/151: (38.8/0.9, lift 14.3)
## PC1 > -0.3062993
## PC1 <= 1.807106
## PC9 > 0.5940633
## PC11 > -1.715926
## PC16 > 3.149442
## PC55 <= 0.6811348
## PC57 > 0.06403611
## PC80 <= -0.7853009
## -> class 1\|3 [0.954]
##
## Rule 41/152: (18.3, lift 14.3)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC16 <= 3.149442
## PC87 > 1.368058
## -> class 1\|3 [0.951]
##
## Rule 41/153: (35.3/1, lift 14.2)
## PC1 > -0.3062993
## PC3 > -0.01609154
## PC11 > -0.35632
## PC12 <= -1.844667
## PC16 > 0.1010376
## PC27 > -0.3543069
## PC42 <= -0.03663865
## PC53 <= 1.054723
## PC77 > -0.4219849
## -> class 1\|3 [0.947]
##
## Rule 41/154: (7.9, lift 13.5)
## PC2 <= 2.5099
## PC10 <= -0.9925902
## PC19 <= -1.342918
## PC50 > -0.1041523
## -> class 1\|3 [0.899]
##
## Rule 41/155: (7.7, lift 13.3)
## PC2 > 2.5099
## PC8 > 1.846783
## PC15 <= -0.4466875
## -> class 1\|3 [0.887]
##
## Rule 41/156: (5.7, lift 13.1)
## PC1 > -0.1729272
## PC1 <= 0.2613656
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC27 <= -0.3543069
## -> class 1\|3 [0.870]
##
## Rule 41/157: (32.9/3.9, lift 12.9)
## PC1 > -0.3062993
## PC9 > 0.5940633
## PC16 <= 2.764433
## PC34 > -1.236938
## PC45 <= 0.3152105
## PC68 <= -1.782571
## PC82 <= 0.5379106
## -> class 1\|3 [0.860]
##
## Rule 41/158: (121.2/22.7, lift 12.1)
## PC3 > 1.640775
## PC15 <= -0.4466875
## PC38 > 0.2591586
## -> class 1\|3 [0.807]
##
## Rule 41/159: (4916.4/3757.7, lift 3.5)
## PC1 > -0.3062993
## PC2 <= 2.5099
## -> class 1\|3 [0.236]
##
## Rule 41/160: (248.8, lift 14.8)
## PC7 > 1.286718
## PC8 > 1.443925
## PC19 <= 0.1093912
## PC20 <= 0.1357512
## PC25 <= 0.2204622
## PC28 <= 0.1510907
## PC60 > -0.4652371
## PC62 <= 0.5573667
## PC99 > -0.8897412
## -> class 2\|0 [0.996]
##
## Rule 41/161: (291.4/1.1, lift 14.8)
## PC3 <= 0.5160947
## PC8 > 1.443925
## PC19 <= 0.1093912
## PC20 <= 0.1357512
## PC42 > -0.02571257
## PC46 <= 1.610984
## PC60 > -0.4652371
## PC62 <= 0.5573667
## PC99 > -0.8897412
## -> class 2\|0 [0.993]
##
## Rule 41/162: (136, lift 14.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC19 <= 0.1093912
## PC20 <= 0.1357512
## PC45 <= -0.2255869
## PC84 > -0.6124915
## -> class 2\|0 [0.992]
##
## Rule 41/163: (335.9/2.4, lift 14.7)
## PC3 <= 0.5160947
## PC8 > 1.443925
## PC19 <= 0.1093912
## PC20 <= 0.1357512
## PC21 > -0.4187899
## PC28 <= 0.009307127
## PC46 <= 1.610984
## PC60 > -0.4652371
## PC62 <= 0.5573667
## PC99 > -0.8897412
## -> class 2\|0 [0.990]
##
## Rule 41/164: (165.3/1.2, lift 14.7)
## PC3 <= 0.5160947
## PC8 > 1.443925
## PC10 <= 0.3130941
## PC18 <= 0.58932
## PC20 <= 0.1357512
## PC28 <= 0.1510907
## PC64 <= -0.7024811
## -> class 2\|0 [0.987]
##
## Rule 41/165: (63.3/0.4, lift 14.6)
## PC1 > -0.3062993
## PC1 <= 16.45006
## PC2 <= 2.5099
## PC9 <= 0.5940633
## PC10 > -0.9925902
## PC44 > 1.405561
## PC63 <= 0.01857104
## -> class 2\|0 [0.979]
##
## Rule 41/166: (89.4/1.1, lift 14.6)
## PC1 <= -0.3062993
## PC8 > 1.443925
## PC13 > -0.5363092
## PC19 <= 0.1093912
## PC25 <= 0.2204622
## PC28 <= 0.1510907
## PC46 <= 1.610984
## PC47 > -1.226541
## PC60 > 1.169037
## PC64 > -0.7024811
## PC80 > -0.5829915
## -> class 2\|0 [0.977]
##
## Rule 41/167: (33.7, lift 14.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC7 <= 1.286718
## PC8 > -0.6680527
## PC13 > -0.5363092
## PC19 <= 0.1093912
## PC21 > -0.4187899
## PC28 <= 0.1510907
## PC46 <= 1.610984
## PC52 > 0.1973302
## PC62 <= 0.5573667
## -> class 2\|0 [0.972]
##
## Rule 41/168: (37.5/0.2, lift 14.4)
## PC1 <= -0.3062993
## PC8 > 1.443925
## PC19 <= 0.1093912
## PC21 > -0.4187899
## PC60 > -0.4652371
## PC60 <= 1.169037
## PC79 > 0.1531508
## PC99 > -0.8897412
## -> class 2\|0 [0.970]
##
## Rule 41/169: (35.1, lift 14.5)
## PC1 <= -0.3062993
## PC2 > -0.4558708
## PC2 <= 2.5099
## PC8 > 1.443925
## PC18 <= 0.58932
## -> class 2\|0 [0.970]
##
## Rule 41/170: (28.8/0.2, lift 14.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.443925
## PC18 <= 0.58932
## PC21 > -0.4187899
## PC28 <= -0.1396902
## -> class 2\|0 [0.960]
##
## Rule 41/171: (22.4, lift 14.3)
## PC1 <= -0.3062993
## PC2 > -1.025067
## PC2 <= 2.5099
## PC3 <= 0.5160947
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC20 <= 1.50364
## PC34 <= -0.3792612
## -> class 2\|0 [0.959]
##
## Rule 41/172: (13, lift 13.8)
## PC1 <= -0.3062993
## PC8 > 1.443925
## PC18 <= 0.58932
## PC20 <= 0.1357512
## PC25 <= 0.2204622
## PC46 <= 1.610984
## PC60 > -0.1415424
## PC62 > 0.5573667
## PC84 > -0.6124915
## -> class 2\|0 [0.928]
##
## Rule 41/173: (141.7/14.9, lift 13.3)
## PC3 <= 0.5160947
## PC8 > 1.443925
## PC16 <= -0.3207727
## PC20 <= 0.1357512
## PC21 > -0.4187899
## PC25 <= 0.2204622
## PC28 <= 0.1510907
## PC62 <= 0.5573667
## PC84 > -0.6124915
## -> class 2\|0 [0.889]
##
## Rule 41/174: (193.2/32.7, lift 12.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC19 <= -1.186269
## PC43 > 0.6827847
## -> class 2\|0 [0.827]
##
## Rule 41/175: (7.9/2.8, lift 9.1)
## PC2 <= -8.410992
## PC8 > 1.443925
## PC21 > -0.4187899
## PC25 <= 0.2204622
## -> class 2\|0 [0.613]
##
## Rule 41/176: (156.2/0.2, lift 10.5)
## PC3 <= 0.5160947
## PC8 > 1.443925
## PC18 <= 0.58932
## PC20 <= 0.1357512
## PC45 > -0.2255869
## PC60 <= -0.1415424
## PC62 > 0.5573667
## -> class 2\|1 [0.992]
##
## Rule 41/177: (70, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC6 <= 1.318399
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC10 > -0.1105027
## PC22 > -0.8724027
## PC29 <= 0.3001588
## PC31 > -1.130938
## PC43 <= 0.6827847
## PC44 > 0.3964564
## PC56 > -0.404515
## PC100 <= 1.757858
## -> class 2\|1 [0.986]
##
## Rule 41/178: (191.4/2.1, lift 10.4)
## PC3 <= 0.5160947
## PC8 > 1.443925
## PC16 > -0.3207727
## PC20 <= 0.1357512
## PC21 > -0.4187899
## PC25 <= 0.2204622
## PC45 > -0.2255869
## PC60 <= -0.4652371
## -> class 2\|1 [0.984]
##
## Rule 41/179: (74.4/0.2, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.443925
## PC21 > -0.4187899
## PC25 > 0.2204622
## PC64 > -0.7024811
## -> class 2\|1 [0.984]
##
## Rule 41/180: (104.5/0.8, lift 10.4)
## PC2 <= -1.025067
## PC7 <= 0.9403377
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC22 > -0.8724027
## PC43 <= 0.6827847
## PC56 > -0.404515
## PC83 > 0.4820723
## -> class 2\|1 [0.983]
##
## Rule 41/181: (55.7, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC19 <= 0.1093912
## PC20 <= 0.1357512
## PC46 > 1.610984
## -> class 2\|1 [0.983]
##
## Rule 41/182: (50.5, lift 10.4)
## PC1 <= -0.3062993
## PC8 > 1.443925
## PC84 <= -0.6124915
## -> class 2\|1 [0.981]
##
## Rule 41/183: (52, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.443925
## PC28 > 0.1510907
## -> class 2\|1 [0.981]
##
## Rule 41/184: (46.9, lift 10.3)
## PC1 <= -0.3062993
## PC2 > -1.025067
## PC2 <= 2.5099
## PC3 <= 0.5160947
## PC8 > 0.1680859
## PC8 <= 1.443925
## PC34 > -0.3792612
## -> class 2\|1 [0.980]
##
## Rule 41/185: (41.2, lift 10.3)
## PC3 <= 0.5160947
## PC8 > 1.443925
## PC13 <= -0.5363092
## PC21 > -0.4187899
## PC64 > -0.7024811
## -> class 2\|1 [0.976]
##
## Rule 41/186: (29, lift 10.2)
## PC1 <= -0.3062993
## PC8 > 1.443925
## PC10 > 0.3130941
## PC64 <= -0.7024811
## -> class 2\|1 [0.968]
##
## Rule 41/187: (28.6, lift 10.2)
## PC2 <= 2.5099
## PC14 <= -3.000948
## PC49 <= -2.565507
## -> class 2\|1 [0.967]
##
## Rule 41/188: (24.5, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC19 > -1.186269
## PC43 > 0.6827847
## PC62 <= 0.2319568
## PC89 > 0.08700045
## -> class 2\|1 [0.962]
##
## Rule 41/189: (55.4/1.4, lift 10.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC6 <= 1.78372
## PC8 > 0.02958461
## PC8 <= 1.443925
## PC22 <= -0.8724027
## PC32 > -0.004243113
## PC38 <= 0.3303936
## PC43 <= 0.6827847
## -> class 2\|1 [0.958]
##
## Rule 41/190: (19, lift 10.1)
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC22 > -0.8724027
## PC43 <= 0.6827847
## PC56 <= -0.404515
## PC67 <= -0.545211
## -> class 2\|1 [0.952]
##
## Rule 41/191: (44.8/1.5, lift 10.0)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC9 <= 0.5940633
## PC10 > -0.9925902
## PC44 > 1.405561
## PC47 <= 9.958738
## PC63 > 0.01857104
## -> class 2\|1 [0.947]
##
## Rule 41/192: (15.6, lift 10.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 <= 0.5160947
## PC8 > -0.6680527
## PC18 <= 0.58932
## PC20 <= 0.1357512
## PC47 <= -1.226541
## PC64 > -0.7024811
## -> class 2\|1 [0.943]
##
## Rule 41/193: (15.6, lift 10.0)
## PC1 <= -0.3062993
## PC8 > 0.02958461
## PC8 <= 1.443925
## PC19 <= -2.276393
## PC43 <= 0.6827847
## -> class 2\|1 [0.943]
##
## Rule 41/194: (14.5, lift 9.9)
## PC1 <= -0.3062993
## PC9 <= 8.16855
## PC32 <= -3.056
## PC47 <= -0.779565
## -> class 2\|1 [0.939]
##
## Rule 41/195: (226.4/14.4, lift 9.8)
## PC1 <= -1.080548
## PC2 <= 2.5099
## PC6 <= 1.318399
## PC7 <= 0.6429959
## PC8 > -0.2424951
## PC8 <= 1.443925
## PC22 > -0.8724027
## PC31 > -1.130938
## PC41 <= 3.298649
## PC44 > -2.073633
## PC44 <= 0.3964564
## PC56 > -0.404515
## PC67 <= 0.2928944
## PC68 <= 1.760274
## PC83 <= 0.4149004
## PC89 <= 0.4101843
## -> class 2\|1 [0.933]
##
## Rule 41/196: (239.9/17.1, lift 9.8)
## PC1 <= -1.080548
## PC6 <= 1.318399
## PC7 <= 0.6429959
## PC8 > -0.2424951
## PC8 <= 1.443925
## PC22 > -0.8724027
## PC29 <= 0.2122488
## PC41 <= 3.298649
## PC44 > -2.073633
## PC44 <= 0.3964564
## PC52 > -0.04500334
## PC56 > -0.404515
## PC83 <= 0.4149004
## PC89 <= 0.4101843
## -> class 2\|1 [0.925]
##
## Rule 41/197: (19.1/0.6, lift 9.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC22 <= -0.8724027
## PC45 > 0.3306878
## -> class 2\|1 [0.924]
##
## Rule 41/198: (137.4/10.1, lift 9.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.443925
## PC20 > 0.1357512
## PC40 > -1.644845
## PC65 <= 0.3373336
## PC70 <= 0.2424158
## -> class 2\|1 [0.921]
##
## Rule 41/199: (13.2/0.2, lift 9.7)
## PC1 > -0.3062993
## PC1 <= -0.1729272
## PC2 <= 2.5099
## PC47 > 0.3068199
## PC83 <= 0.1577438
## -> class 2\|1 [0.919]
##
## Rule 41/200: (166.6/13.1, lift 9.7)
## PC2 <= 2.5099
## PC3 <= 0.5160947
## PC7 <= 0.9403377
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC22 > -0.8724027
## PC28 > 0.07969564
## PC35 <= 0.9045501
## PC44 > -0.4892131
## -> class 2\|1 [0.917]
##
## Rule 41/201: (9.6, lift 9.6)
## PC8 > -2.684477
## PC9 > 8.16855
## PC39 <= 0.05925293
## PC42 <= 2.301626
## PC55 <= -1.265919
## -> class 2\|1 [0.914]
##
## Rule 41/202: (283.4/23.8, lift 9.6)
## PC1 <= -0.3062993
## PC2 > -8.410992
## PC2 <= -0.4558708
## PC8 > 1.443925
## PC19 > 0.1093912
## PC20 <= 0.1357512
## PC21 > -0.4187899
## PC28 > -0.1396902
## PC64 > -0.7024811
## -> class 2\|1 [0.913]
##
## Rule 41/203: (74.7/5.7, lift 9.6)
## PC2 <= 2.5099
## PC8 > 1.443925
## PC18 > 0.58932
## -> class 2\|1 [0.913]
##
## Rule 41/204: (212.6/21.9, lift 9.4)
## PC1 <= -0.3062993
## PC7 <= 1.286718
## PC8 > 1.443925
## PC20 <= 0.1357512
## PC21 > -0.4187899
## PC28 > 0.009307127
## PC42 <= -0.02571257
## PC52 <= 0.1973302
## PC60 <= 1.169037
## PC61 <= 1.23883
## PC63 > -0.2086085
## PC79 <= 0.1531508
## -> class 2\|1 [0.893]
##
## Rule 41/205: (51.1/5.7, lift 9.2)
## PC1 <= -0.3062993
## PC8 > 1.443925
## PC19 <= 0.1093912
## PC64 > -0.7024811
## PC99 <= -0.8897412
## -> class 2\|1 [0.874]
##
## Rule 41/206: (63.6/10.7, lift 8.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 0.02958461
## PC12 > -1.954554
## PC22 <= -0.8724027
## PC43 <= 0.6827847
## PC80 <= -0.3017558
## -> class 2\|1 [0.822]
##
## Rule 41/207: (24/4.6, lift 8.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.684477
## PC28 <= -0.2259787
## -> class 2\|1 [0.785]
##
## Rule 41/208: (32.5/8.6, lift 7.6)
## PC1 > -0.1729272
## PC1 <= 5.665487
## PC3 <= -0.01609154
## PC8 > 0.07356091
## PC9 <= 0.5940633
## PC44 <= 1.405561
## PC54 <= 0.7174985
## -> class 2\|1 [0.722]
##
## Rule 41/209: (46.2/12.5, lift 7.6)
## PC1 <= -0.3062993
## PC8 > 1.443925
## PC20 <= 0.1357512
## PC21 <= -0.4187899
## -> class 2\|1 [0.720]
##
## Rule 41/210: (105/37.4, lift 6.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 0.02958461
## PC22 <= -0.8724027
## PC32 <= -0.004243113
## PC80 <= -0.3017558
## -> class 2\|1 [0.641]
##
## Rule 41/211: (31/13.2, lift 6.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 > 0.5160947
## PC8 > -0.6680527
## -> class 2\|1 [0.570]
##
## Rule 41/212: (144.5, lift 10.9)
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC9 > 8.16855
## PC39 <= 0.05925293
## PC55 > -1.265919
## -> class 2\|2 [0.993]
##
## Rule 41/213: (126.7, lift 10.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.67052
## PC8 <= -0.6680527
## PC13 > -0.7185855
## PC28 > -0.2259787
## PC57 <= 0.2493399
## PC63 > 0.1483194
## -> class 2\|2 [0.992]
##
## Rule 41/214: (116.2, lift 10.8)
## PC1 <= -0.3062993
## PC8 > -1.67052
## PC8 <= -0.6680527
## PC13 > -0.7185855
## PC26 > -2.09874
## PC34 > -0.5680112
## PC44 <= -0.853433
## PC47 > -0.779565
## PC57 <= 0.2493399
## PC97 <= 0.3997275
## -> class 2\|2 [0.992]
##
## Rule 41/215: (103, lift 10.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.67052
## PC8 <= -0.6680527
## PC13 > -0.7185855
## PC34 > -0.5680112
## PC43 <= -1.038068
## PC57 <= 0.2493399
## PC97 <= 0.3997275
## -> class 2\|2 [0.990]
##
## Rule 41/216: (191/1.2, lift 10.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.02958461
## PC19 > -3.550094
## PC22 <= -0.8724027
## PC43 <= 0.6827847
## PC45 <= 0.3306878
## -> class 2\|2 [0.989]
##
## Rule 41/217: (83.3, lift 10.8)
## PC1 <= -0.3062993
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC28 > -0.2259787
## PC34 > -0.5680112
## PC42 <= 2.301626
## PC57 <= 0.2493399
## PC90 > 0.5597738
## -> class 2\|2 [0.988]
##
## Rule 41/218: (78.8, lift 10.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.67052
## PC8 <= -0.6680527
## PC26 > -2.09874
## PC57 <= 0.2493399
## PC84 <= -0.3333974
## -> class 2\|2 [0.988]
##
## Rule 41/219: (316.8/3.8, lift 10.8)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC19 > -2.276393
## PC22 <= -0.8724027
## PC32 <= -0.004243113
## PC43 <= 0.6827847
## PC45 <= 0.3306878
## PC54 <= 1.296294
## PC80 > -0.3017558
## -> class 2\|2 [0.985]
##
## Rule 41/220: (59.6, lift 10.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC6 <= 1.318399
## PC7 <= 0.6429959
## PC8 > -0.6680527
## PC29 > 0.2122488
## PC29 <= 0.3001588
## PC41 <= 3.298649
## PC67 > 0.2928944
## PC83 <= 0.4820723
## -> class 2\|2 [0.984]
##
## Rule 41/221: (147.8/1.4, lift 10.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.67052
## PC8 <= -0.6680527
## PC13 > -0.7185855
## PC15 <= 3.89344
## PC28 > -0.2259787
## PC57 <= 0.2493399
## PC59 > 0.1012069
## PC97 <= 0.3997275
## -> class 2\|2 [0.984]
##
## Rule 41/222: (181.8/2.6, lift 10.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC12 <= -1.954554
## PC22 <= -0.8724027
## PC32 <= -0.004243113
## PC43 <= 0.6827847
## -> class 2\|2 [0.980]
##
## Rule 41/223: (34.9/0.1, lift 10.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC7 <= 0.6429959
## PC8 > -0.2424951
## PC8 <= 1.443925
## PC43 <= 0.6827847
## PC52 <= -0.04500334
## PC67 > 0.2928944
## PC89 <= 0.4101843
## -> class 2\|2 [0.969]
##
## Rule 41/224: (92.4/2.1, lift 10.6)
## PC1 <= -0.3062993
## PC8 > -1.67052
## PC8 <= -0.6680527
## PC9 <= -2.019514
## PC13 > -0.7185855
## PC15 <= 3.89344
## PC28 > -0.2259787
## PC57 <= 0.2493399
## PC97 <= 0.3997275
## -> class 2\|2 [0.967]
##
## Rule 41/225: (27.1, lift 10.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC42 <= 0.007976791
## PC52 <= -0.2106413
## PC57 <= 0.2493399
## -> class 2\|2 [0.964]
##
## Rule 41/226: (93.6/2.7, lift 10.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC19 > -2.276393
## PC22 <= -0.8724027
## PC38 > 0.3303936
## PC45 <= 0.3306878
## -> class 2\|2 [0.961]
##
## Rule 41/227: (18.5, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC9 > -1.391046
## PC22 > -0.8724027
## PC28 <= 0.07969564
## PC56 <= -0.404515
## PC67 > -0.545211
## -> class 2\|2 [0.951]
##
## Rule 41/228: (18, lift 10.4)
## PC2 <= 2.5099
## PC8 > -2.684477
## PC9 <= 8.16855
## PC71 > 11.85997
## -> class 2\|2 [0.950]
##
## Rule 41/229: (52.8/1.7, lift 10.4)
## PC2 <= 2.5099
## PC3 <= 0.5160947
## PC7 <= 0.9403377
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC22 > -0.8724027
## PC44 <= 0.3964564
## PC56 > -0.404515
## PC68 <= 1.760274
## PC83 <= 0.4820723
## PC89 > 0.4101843
## -> class 2\|2 [0.950]
##
## Rule 41/230: (22.6/0.6, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC35 <= 0.9045501
## PC44 <= -0.4892131
## PC56 <= -0.404515
## PC67 > -0.545211
## -> class 2\|2 [0.937]
##
## Rule 41/231: (118.3/7.2, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC6 > 1.78372
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC38 <= 0.3303936
## PC43 <= 0.6827847
## PC45 <= 0.3306878
## -> class 2\|2 [0.932]
##
## Rule 41/232: (10.9, lift 10.1)
## PC1 > -1.080548
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC7 <= 0.6429959
## PC8 > -0.6680527
## PC44 <= 0.3964564
## -> class 2\|2 [0.923]
##
## Rule 41/233: (12.7/0.1, lift 10.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC13 > -0.7185855
## PC57 <= 0.2493399
## PC58 <= -0.4576532
## -> class 2\|2 [0.923]
##
## Rule 41/234: (43.4/2.5, lift 10.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC20 > 0.1357512
## PC40 <= -1.644845
## -> class 2\|2 [0.922]
##
## Rule 41/235: (9.9, lift 10.0)
## PC1 <= -0.3062993
## PC8 > -2.684477
## PC8 <= -1.67052
## PC36 > 0.4160954
## PC42 <= 0.007976791
## PC57 <= 0.2493399
## -> class 2\|2 [0.916]
##
## Rule 41/236: (10.2/0.1, lift 9.9)
## PC1 <= -0.3062993
## PC8 <= -2.684477
## PC31 > 1.244208
## PC40 <= -0.25699
## PC46 <= 0.4325333
## -> class 2\|2 [0.907]
##
## Rule 41/237: (65.8/6, lift 9.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC44 <= -2.073633
## PC56 > -0.404515
## PC68 <= 1.760274
## PC83 <= 0.4820723
## -> class 2\|2 [0.897]
##
## Rule 41/238: (44.6/3.9, lift 9.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC11 <= -0.6208298
## PC40 > -0.70543
## PC42 <= 0.007976791
## PC47 > -0.779565
## PC57 <= 0.2493399
## PC59 > 0.1331487
## -> class 2\|2 [0.896]
##
## Rule 41/239: (24.6/1.8, lift 9.8)
## PC1 <= -0.3062993
## PC8 <= -2.684477
## PC18 > -0.2556406
## PC27 <= -0.3150688
## PC31 <= 1.244208
## PC74 > -0.8870361
## PC85 <= 0.659854
## PC87 <= -0.06237209
## -> class 2\|2 [0.895]
##
## Rule 41/240: (44.5/3.9, lift 9.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 <= 0.5160947
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC22 <= -0.3912315
## PC43 > 0.6827847
## PC62 > 0.2319568
## -> class 2\|2 [0.894]
##
## Rule 41/241: (111.5/11.1, lift 9.8)
## PC2 <= 2.5099
## PC3 <= -0.2394112
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC34 > -0.5680112
## PC40 <= -0.70543
## PC47 > -0.779565
## PC48 > -0.1967567
## PC49 > -2.565507
## -> class 2\|2 [0.893]
##
## Rule 41/242: (78.2/8.2, lift 9.7)
## PC1 <= -0.3062993
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC29 <= 0.3001588
## PC31 <= -1.130938
## PC43 <= 0.6827847
## PC56 > -0.404515
## -> class 2\|2 [0.886]
##
## Rule 41/243: (42.9/4.2, lift 9.7)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC3 <= 0.5160947
## PC7 > 0.6429959
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC22 > -0.8724027
## PC44 <= 0.3964564
## PC56 > -0.404515
## -> class 2\|2 [0.884]
##
## Rule 41/244: (6.6, lift 9.7)
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC39 > -0.04990543
## PC39 <= -0.04903829
## -> class 2\|2 [0.884]
##
## Rule 41/245: (28.2/2.5, lift 9.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.177402
## PC8 <= -0.6680527
## PC39 > -0.04990543
## PC47 > -0.779565
## PC49 > -2.565507
## PC57 > 0.2493399
## -> class 2\|2 [0.883]
##
## Rule 41/246: (27.1/2.6, lift 9.6)
## PC2 <= -1.025067
## PC6 <= 1.318399
## PC7 <= 0.9403377
## PC8 > -0.6680527
## PC8 <= -0.2424951
## PC22 > -0.8724027
## PC31 > -1.130938
## PC44 <= 0.3964564
## PC56 > -0.404515
## PC68 <= 1.760274
## PC83 <= 0.4820723
## PC100 <= 1.757858
## -> class 2\|2 [0.878]
##
## Rule 41/247: (24.1/2.7, lift 9.4)
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC26 > 2.75342
## PC47 > -0.779565
## PC57 > 0.2493399
## -> class 2\|2 [0.860]
##
## Rule 41/248: (4.8, lift 9.3)
## PC1 <= -0.3062993
## PC2 <= -5.831628
## PC8 <= -2.684477
## PC46 <= 0.4325333
## PC74 <= -0.8870361
## -> class 2\|2 [0.852]
##
## Rule 41/249: (172.8/25.2, lift 9.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC20 > 0.1357512
## PC65 <= 0.3373336
## PC70 > 0.2424158
## -> class 2\|2 [0.850]
##
## Rule 41/250: (51.8/7.7, lift 9.2)
## PC1 <= -0.3062993
## PC8 <= -2.684477
## PC46 > 0.4325333
## PC55 > -0.4605147
## PC75 > -0.4725547
## -> class 2\|2 [0.839]
##
## Rule 41/251: (38.9/6.3, lift 9.0)
## PC1 > -0.3062993
## PC1 <= 5.665487
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC8 > -0.9156818
## PC8 <= 0.07356091
## PC9 <= 0.5940633
## PC37 > -1.374164
## PC44 <= 1.405561
## -> class 2\|2 [0.820]
##
## Rule 41/252: (27.2/4.7, lift 8.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.443925
## PC20 > 0.1357512
## PC65 > 0.3373336
## -> class 2\|2 [0.804]
##
## Rule 41/253: (18/3.1, lift 8.7)
## PC1 > -0.3062993
## PC1 <= -0.1729272
## PC2 <= 2.5099
## PC4 <= 0.8676775
## PC14 <= -0.2832028
## -> class 2\|2 [0.794]
##
## Rule 41/254: (9/1.3, lift 8.7)
## PC1 <= -0.3062993
## PC2 > -1.025067
## PC2 <= 2.5099
## PC3 <= 0.5160947
## PC8 > -0.6680527
## PC8 <= 0.1680859
## PC20 <= 1.50364
## -> class 2\|2 [0.793]
##
## Rule 41/255: (19.3/3.6, lift 8.6)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC8 > -0.6680527
## PC8 <= 1.443925
## PC29 <= 0.3001588
## PC44 <= 0.3964564
## PC56 > -0.404515
## PC68 <= 1.760274
## PC83 > 0.4149004
## PC83 <= 0.4820723
## -> class 2\|2 [0.783]
##
## Rule 41/256: (60.2/14.3, lift 8.2)
## PC7 <= 1.286718
## PC13 > -0.5363092
## PC21 > -0.4187899
## PC28 > 0.009307127
## PC52 <= 0.1973302
## PC60 <= 1.169037
## PC61 > 1.23883
## PC63 > -0.2086085
## -> class 2\|2 [0.753]
##
## Rule 41/257: (4.1/0.6, lift 8.1)
## PC8 <= -2.684477
## PC46 > 0.4325333
## PC71 > 2.500232
## -> class 2\|2 [0.741]
##
## Rule 41/258: (48.1/12.4, lift 8.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC42 > 2.301626
## -> class 2\|2 [0.733]
##
## Rule 41/259: (99.8/70.2, lift 3.3)
## PC31 > 1.244208
## PC86 > 0.7010348
## -> class 2\|2 [0.301]
##
## Rule 41/260: (59.4, lift 8.9)
## PC1 > -0.1729272
## PC2 <= 2.5099
## PC10 <= -0.9925902
## PC19 > -1.342918
## PC36 > -4.764976
## PC79 > -0.3699443
## -> class 2\|3 [0.984]
##
## Rule 41/261: (35.6, lift 8.8)
## PC2 <= 2.5099
## PC10 <= -0.9925902
## PC65 <= -2.456367
## -> class 2\|3 [0.973]
##
## Rule 41/262: (144.1/3.1, lift 8.8)
## PC1 <= -0.3062993
## PC8 > -2.684477
## PC8 <= -1.67052
## PC9 <= 8.16855
## PC34 > -0.5680112
## PC42 > 0.007976791
## PC57 <= 0.2493399
## PC68 > -0.9827718
## PC90 <= 0.5597738
## -> class 2\|3 [0.972]
##
## Rule 41/263: (57.2/1, lift 8.8)
## PC1 <= -0.3062993
## PC8 <= -2.684477
## PC19 <= -2.418837
## PC54 <= -0.5966528
## -> class 2\|3 [0.966]
##
## Rule 41/264: (124.6/5, lift 8.7)
## PC1 <= -0.3062993
## PC8 > -2.684477
## PC8 <= -1.177402
## PC9 <= 8.16855
## PC26 <= 2.75342
## PC39 > -0.04903829
## PC40 > -0.70543
## PC47 > -0.779565
## PC57 > 0.2493399
## -> class 2\|3 [0.952]
##
## Rule 41/265: (33.6/1.7, lift 8.4)
## PC1 > -0.1729272
## PC1 <= 5.665487
## PC3 <= -0.01609154
## PC8 <= -0.9156818
## PC10 > -0.9925902
## PC60 <= 0.5588369
## -> class 2\|3 [0.924]
##
## Rule 41/266: (304.1/22.5, lift 8.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC9 <= 8.16855
## PC26 <= 2.75342
## PC39 <= -0.04990543
## PC40 > -0.70543
## PC42 <= 2.301626
## PC47 > -0.779565
## PC57 > 0.2493399
## PC71 <= 11.85997
## -> class 2\|3 [0.923]
##
## Rule 41/267: (65.5/4.8, lift 8.3)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC19 > -2.418837
## PC85 > 0.659854
## PC98 > 0.2275434
## -> class 2\|3 [0.915]
##
## Rule 41/268: (9.4, lift 8.3)
## PC1 <= -0.3062993
## PC4 > 0.02950371
## PC8 <= -2.684477
## PC19 <= -2.418837
## -> class 2\|3 [0.912]
##
## Rule 41/269: (8.5/0.2, lift 8.0)
## PC2 <= 2.5099
## PC10 <= -0.9925902
## PC19 <= -1.342918
## PC97 > 0.845985
## -> class 2\|3 [0.883]
##
## Rule 41/270: (29.1/5.7, lift 7.1)
## PC8 <= -0.6680527
## PC9 > 8.16855
## PC39 > 0.05925293
## PC49 > -2.565507
## -> class 2\|3 [0.784]
##
## Rule 41/271: (12233.3/10039.5, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.179]
##
## Rule 41/272: (555.1/2.7, lift 17.3)
## PC1 <= -0.3062993
## PC4 <= 0.02950371
## PC8 <= -2.684477
## PC19 <= -2.418837
## PC22 > -1.646191
## PC46 <= 0.4325333
## PC54 > -0.5966528
## -> class 2\|4 [0.993]
##
## Rule 41/273: (141, lift 17.3)
## PC8 <= -2.684477
## PC15 <= -0.4055221
## PC18 > -0.2556406
## PC22 > -1.646191
## PC43 > -0.1303304
## PC46 <= 0.4325333
## PC61 > 0.6289855
## PC74 > -0.8870361
## -> class 2\|4 [0.993]
##
## Rule 41/274: (319.4/4.5, lift 17.1)
## PC8 <= -2.684477
## PC11 <= -3.789999
## PC22 > -1.646191
## PC46 <= 0.4325333
## -> class 2\|4 [0.983]
##
## Rule 41/275: (192.4/2.8, lift 17.1)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC19 > -2.418837
## PC22 > -1.646191
## PC31 <= 1.244208
## PC46 <= 0.4325333
## PC74 > -0.8870361
## PC85 > 0.659854
## PC98 <= 0.2275434
## -> class 2\|4 [0.981]
##
## Rule 41/276: (48.7/0.7, lift 16.8)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC22 > -1.646191
## PC40 > -0.6399106
## PC57 > 0.8996063
## PC74 > -0.8870361
## PC78 > -0.8670745
## -> class 2\|4 [0.966]
##
## Rule 41/277: (107.7/3.3, lift 16.7)
## PC1 <= -0.3062993
## PC8 <= -2.684477
## PC15 <= -0.4055221
## PC18 > -0.2556406
## PC43 > -0.1303304
## PC46 <= 0.4325333
## PC66 > 0.1295159
## -> class 2\|4 [0.961]
##
## Rule 41/278: (44.4/1.2, lift 16.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6680527
## PC9 <= 8.16855
## PC47 <= -0.779565
## PC75 > -0.003235689
## PC90 <= 0.2148222
## -> class 2\|4 [0.953]
##
## Rule 41/279: (480.7/23.3, lift 16.5)
## PC1 <= -0.3062993
## PC5 <= 1.267431
## PC8 <= -2.684477
## PC18 <= -0.2556406
## PC22 > -1.646191
## PC40 > -0.6399106
## PC46 <= 0.4325333
## -> class 2\|4 [0.950]
##
## Rule 41/280: (15.2, lift 16.4)
## PC8 <= -0.6680527
## PC9 <= 8.16855
## PC26 > 4.616228
## -> class 2\|4 [0.942]
##
## Rule 41/281: (14.3, lift 16.4)
## PC1 <= -4.50992
## PC8 <= -2.684477
## PC22 > -1.646191
## PC46 <= 0.4325333
## PC74 > -0.8870361
## -> class 2\|4 [0.939]
##
## Rule 41/282: (50.1/2.6, lift 16.2)
## PC8 <= -2.684477
## PC22 > -1.646191
## PC31 <= 1.244208
## PC40 > -0.6399106
## PC46 <= 0.4325333
## PC49 > -2.565507
## PC78 <= -0.8670745
## -> class 2\|4 [0.931]
##
## Rule 41/283: (9.6, lift 15.9)
## PC1 > -0.3062993
## PC36 <= -4.764976
## -> class 2\|4 [0.914]
##
## Rule 41/284: (158.4/13.2, lift 15.9)
## PC1 <= -0.3062993
## PC8 <= -2.684477
## PC22 > -1.646191
## PC28 > -0.3982289
## PC31 <= 1.244208
## PC40 > -0.6399106
## PC43 > -0.1303304
## PC46 <= 0.4325333
## PC48 > 0.3607188
## PC49 > -2.565507
## PC74 > -0.8870361
## -> class 2\|4 [0.911]
##
## Rule 41/285: (48/3.6, lift 15.8)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC10 <= -0.9925902
## PC19 > -1.342918
## PC65 > -2.456367
## PC79 <= -0.3699443
## -> class 2\|4 [0.909]
##
## Rule 41/286: (108.1/11.6, lift 15.4)
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC28 <= -0.3982289
## PC31 <= 1.244208
## PC46 <= 0.4325333
## PC74 > -0.8870361
## -> class 2\|4 [0.886]
##
## Rule 41/287: (3.9, lift 14.5)
## PC1 <= -0.3062993
## PC8 <= -2.684477
## PC15 <= -0.4055221
## PC43 > -0.1303304
## PC56 <= -0.8251416
## -> class 2\|4 [0.831]
##
## Rule 41/288: (21.6/6, lift 12.3)
## PC1 > -0.3062993
## PC1 <= -0.1729272
## PC2 <= 2.5099
## PC4 <= 0.8676775
## PC83 > 0.1577438
## -> class 2\|4 [0.705]
##
## Rule 41/289: (15.2/4.6, lift 11.8)
## PC2 <= 2.5099
## PC8 > -2.711292
## PC8 <= -2.684477
## PC27 > -0.3150688
## PC46 <= 0.4325333
## -> class 2\|4 [0.676]
##
## Default class: 2\|3
##
## ----- Trial 42: -----
##
## Rules:
##
## Rule 42/1: (119.7/0.4, lift 14.7)
## PC2 > 2.294892
## PC13 <= 6.92457
## PC18 > 2.052136
## PC24 <= -2.67072
## PC29 > -2.339556
## PC55 > -0.4774561
## PC59 <= 0.07069725
## -> class 0\|0 [0.989]
##
## Rule 42/2: (244.7/3.1, lift 14.6)
## PC1 > -0.6841916
## PC13 <= 6.92457
## PC18 > 2.052136
## PC19 > -0.2682264
## PC25 > -0.3961996
## PC32 > 0.6346551
## PC33 <= 3.221154
## PC55 > -0.4774561
## -> class 0\|0 [0.983]
##
## Rule 42/3: (25.2, lift 14.3)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC6 > 0.3045326
## PC18 > -0.4683644
## PC48 <= 0.360111
## -> class 0\|0 [0.963]
##
## Rule 42/4: (94.3/2.8, lift 14.3)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC5 <= 1.7208
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC18 <= 1.929878
## PC24 > 0.1716518
## PC43 <= 1.800024
## PC48 > 0.360111
## PC63 <= 0.877684
## -> class 0\|0 [0.961]
##
## Rule 42/5: (16.3, lift 14.1)
## PC1 > -0.4226338
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC24 <= 0.1716518
## PC48 > 0.360111
## -> class 0\|0 [0.945]
##
## Rule 42/6: (45.3/3, lift 13.6)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC20 > -4.604566
## PC86 <= -2.648765
## PC88 <= 3.585159
## -> class 0\|0 [0.916]
##
## Rule 42/7: (6.3/0.2, lift 12.8)
## PC13 > 6.92457
## PC46 <= -0.1855004
## PC59 > 3.033787
## PC88 <= 3.585159
## -> class 0\|0 [0.858]
##
## Rule 42/8: (12.9/1.5, lift 12.4)
## PC13 <= 6.92457
## PC18 > 0.7618142
## PC18 <= 2.052136
## PC24 > 1.448241
## PC48 <= 0.360111
## PC57 > -0.6004622
## PC89 > -0.8360177
## -> class 0\|0 [0.831]
##
## Rule 42/9: (5.5/0.3, lift 12.3)
## PC13 > 6.92457
## PC20 > -4.604566
## PC31 > 0.1783828
## PC46 <= -0.1855004
## -> class 0\|0 [0.829]
##
## Rule 42/10: (12.9/1.6, lift 12.2)
## PC2 > 2.294892
## PC18 > 0.7618142
## PC18 <= 2.052136
## PC43 <= -2.217216
## PC47 <= 4.410915
## PC48 <= 0.360111
## -> class 0\|0 [0.823]
##
## Rule 42/11: (17.1/5.1, lift 10.2)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC43 <= 1.800024
## PC47 <= 4.410915
## PC48 <= 0.360111
## PC67 > 0.5365798
## PC83 <= 3.357155
## PC88 <= 3.585159
## -> class 0\|0 [0.682]
##
## Rule 42/12: (1573.4/563.4, lift 9.6)
## PC13 <= 6.92457
## PC18 > 2.052136
## PC20 > -4.604566
## PC43 <= 1.800024
## PC83 <= 3.357155
## PC87 <= 1.402057
## PC88 <= 3.585159
## -> class 0\|0 [0.642]
##
## Rule 42/13: (140, lift 14.1)
## PC1 <= -0.6841916
## PC2 > 6.570574
## PC13 <= 6.92457
## PC18 > 2.052136
## PC20 > -4.604566
## PC24 > -2.67072
## PC29 > -2.339556
## PC54 > -1.083956
## PC72 <= 0.9120623
## PC75 <= 0.1293883
## PC87 <= 1.402057
## PC88 <= 3.585159
## -> class 0\|1 [0.993]
##
## Rule 42/14: (125.7, lift 14.1)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC18 <= 0.7618142
## PC47 <= 0.6989955
## PC48 <= 0.360111
## PC55 > 0.01443866
## PC57 > -0.6004622
## PC60 <= -0.3499543
## PC67 <= 0.5365798
## PC86 > -2.648765
## PC89 > -0.8360177
## -> class 0\|1 [0.992]
##
## Rule 42/15: (74.1, lift 14.0)
## PC13 > 6.92457
## PC13 <= 12.55908
## PC18 > -0.4683644
## PC20 > -4.036534
## PC31 <= 0.1783828
## PC42 <= 0.1219841
## PC59 <= 3.033787
## PC93 <= 0.02408726
## -> class 0\|1 [0.987]
##
## Rule 42/16: (79/0.5, lift 14.0)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC12 > -0.7844212
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 0.7618142
## PC47 <= 0.6989955
## PC48 <= 0.360111
## PC55 > 0.01443866
## PC60 > -0.3477072
## PC89 > -0.8360177
## PC92 <= 0.9237235
## PC100 <= 0.2988653
## -> class 0\|1 [0.982]
##
## Rule 42/17: (40.4, lift 13.9)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC12 > 0.493904
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 <= 2.114581
## PC48 <= 0.360111
## -> class 0\|1 [0.976]
##
## Rule 42/18: (60.9/0.5, lift 13.9)
## PC1 > -0.6841916
## PC2 > 2.294892
## PC3 <= 1.640775
## PC10 > -7.567951
## PC18 > -0.4683644
## PC25 > -0.3961996
## PC32 <= 0.6346551
## PC35 <= -0.2555635
## -> class 0\|1 [0.976]
##
## Rule 42/19: (34.7, lift 13.8)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC5 <= 1.7208
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC48 > 0.360111
## PC63 > 0.877684
## PC73 > -1.009294
## -> class 0\|1 [0.973]
##
## Rule 42/20: (275.2/7.3, lift 13.8)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC6 <= 0.3045326
## PC13 <= 6.92457
## PC18 > 0.7618142
## PC18 <= 2.052136
## PC24 <= 1.448241
## PC43 > -2.217216
## PC47 <= 4.410915
## PC48 <= 0.360111
## PC57 > -0.6004622
## PC83 <= 3.357155
## PC87 <= 1.402057
## PC89 > -0.8360177
## -> class 0\|1 [0.970]
##
## Rule 42/21: (31.6, lift 13.8)
## PC18 > 2.052136
## PC43 <= 1.800024
## PC49 <= 1.160974
## PC55 <= -0.4774561
## PC88 <= 3.585159
## -> class 0\|1 [0.970]
##
## Rule 42/22: (165/4.1, lift 13.8)
## PC1 <= -0.6841916
## PC13 <= 6.92457
## PC18 > 2.052136
## PC21 > -0.9886712
## PC22 > -1.730961
## PC24 > -2.67072
## PC29 > -2.339556
## PC54 > -0.7703204
## PC72 <= 0.9120623
## PC75 > -1.760202
## PC75 <= 0.1293883
## PC87 <= 1.402057
## PC88 <= 3.585159
## PC100 <= 1.565528
## -> class 0\|1 [0.969]
##
## Rule 42/23: (29.3, lift 13.8)
## PC2 > 2.294892
## PC18 > -0.4683644
## PC34 <= -3.972987
## PC47 <= 4.410915
## -> class 0\|1 [0.968]
##
## Rule 42/24: (43.8/0.6, lift 13.7)
## PC2 > 2.294892
## PC18 > 2.052136
## PC20 > -4.604566
## PC33 > 3.221154
## PC88 <= 3.585159
## -> class 0\|1 [0.965]
##
## Rule 42/25: (31.6/0.2, lift 13.7)
## PC1 > -0.6841916
## PC2 > 2.294892
## PC3 <= 1.640775
## PC5 <= -0.6336985
## PC17 > -0.07987422
## PC32 <= 0.6346551
## PC91 <= -0.01541435
## -> class 0\|1 [0.964]
##
## Rule 42/26: (44.3/1.2, lift 13.5)
## PC13 <= 6.92457
## PC14 > 1.991589
## PC18 > 2.052136
## PC32 <= 0.6346551
## PC70 > -0.9265106
## -> class 0\|1 [0.953]
##
## Rule 42/27: (24.1/0.2, lift 13.5)
## PC1 <= -0.6841916
## PC18 > 2.052136
## PC24 <= -2.67072
## PC29 > -2.339556
## PC49 <= 1.160974
## PC59 > 0.07069725
## PC75 > -1.760202
## -> class 0\|1 [0.952]
##
## Rule 42/28: (18.4, lift 13.5)
## PC1 > -0.6841916
## PC13 <= 6.92457
## PC18 > 2.052136
## PC22 <= -0.318399
## PC32 <= 0.6346551
## PC70 > -0.9265106
## -> class 0\|1 [0.951]
##
## Rule 42/29: (47.2/1.5, lift 13.5)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC7 <= -0.7654072
## PC13 <= 0.4717803
## PC18 <= -0.4683644
## PC20 > -3.549603
## PC25 <= 0.4817722
## PC88 > -8.705983
## -> class 0\|1 [0.950]
##
## Rule 42/30: (122.1/6.3, lift 13.4)
## PC5 > 1.69529
## PC13 <= 6.92457
## PC18 > 2.052136
## PC19 <= 0.01280302
## PC25 > -0.3961996
## PC47 <= 4.410915
## PC70 > -0.9265106
## -> class 0\|1 [0.941]
##
## Rule 42/31: (67.6/3.5, lift 13.3)
## PC1 <= -0.4226338
## PC2 > 2.294892
## PC5 <= 1.7208
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC24 <= 0.1716518
## PC48 > 0.360111
## PC59 > -3.042485
## PC73 > -1.009294
## -> class 0\|1 [0.936]
##
## Rule 42/32: (15.9/0.2, lift 13.3)
## PC2 > 2.294892
## PC5 <= 1.69529
## PC18 > -0.4683644
## PC22 > -0.318399
## PC32 <= 0.6346551
## PC35 > -0.2555635
## PC85 > 1.133667
## -> class 0\|1 [0.934]
##
## Rule 42/33: (118.9/7.7, lift 13.2)
## PC6 <= 0.3045326
## PC18 > -0.4683644
## PC20 > 2.114581
## PC48 <= 0.360111
## PC57 <= -0.6004622
## PC59 > -3.042485
## PC67 <= 0.5365798
## PC89 > -0.8360177
## -> class 0\|1 [0.928]
##
## Rule 42/34: (10.7, lift 13.0)
## PC1 > -0.6841916
## PC17 <= -0.07987422
## PC18 > 2.052136
## PC19 <= 0.01280302
## -> class 0\|1 [0.917]
##
## Rule 42/35: (87.1/7.3, lift 12.9)
## PC13 <= 6.92457
## PC18 > 2.052136
## PC19 <= 0.01280302
## PC25 > -0.3961996
## PC32 <= 0.6346551
## PC35 > -0.2555635
## PC41 > 0.1163346
## PC70 > -0.9265106
## -> class 0\|1 [0.907]
##
## Rule 42/36: (33.3/2.9, lift 12.6)
## PC10 <= -6.299334
## PC18 > -0.9046226
## PC18 <= -0.4683644
## -> class 0\|1 [0.889]
##
## Rule 42/37: (7.6, lift 12.6)
## PC1 > -0.6841916
## PC2 > 2.294892
## PC3 <= 1.640775
## PC19 <= -0.2682264
## PC32 > 0.6346551
## PC70 > -0.9265106
## -> class 0\|1 [0.886]
##
## Rule 42/38: (18/1.6, lift 12.4)
## PC10 <= -7.567951
## PC18 > 2.052136
## PC70 > -0.9265106
## -> class 0\|1 [0.870]
##
## Rule 42/39: (5.6, lift 12.4)
## PC18 > 2.052136
## PC32 > 0.6255438
## PC32 <= 0.6346551
## PC49 <= 1.160974
## -> class 0\|1 [0.869]
##
## Rule 42/40: (5.4, lift 12.3)
## PC10 <= -6.299334
## PC11 <= 0.003633523
## PC18 <= -0.4683644
## -> class 0\|1 [0.865]
##
## Rule 42/41: (33.8/5.5, lift 11.6)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC5 <= -0.6336985
## PC17 > -0.07987422
## PC32 <= 0.6346551
## PC41 <= 0.1163346
## PC86 <= -0.5299549
## -> class 0\|1 [0.818]
##
## Rule 42/42: (58.6/11.4, lift 11.3)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC18 > -1.032622
## PC18 <= -0.4683644
## PC44 > 0.7009842
## PC77 <= 1.121771
## PC92 > -1.456696
## -> class 0\|1 [0.795]
##
## Rule 42/43: (41/14, lift 9.3)
## PC1 > -0.6841916
## PC13 <= 6.92457
## PC18 > 2.052136
## PC19 <= 0.01280302
## PC25 <= -0.3961996
## -> class 0\|1 [0.651]
##
## Rule 42/44: (89.2/0.3, lift 11.3)
## PC13 > 6.92457
## PC18 > -0.4683644
## PC20 > -4.604566
## PC46 > -0.1855004
## PC63 > -0.9149661
## PC74 <= -0.3718084
## PC78 <= 0.9144238
## PC91 <= 0.8491476
## -> class 0\|2 [0.985]
##
## Rule 42/45: (41.8, lift 11.2)
## PC3 <= 1.640775
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC38 <= 1.184574
## PC52 <= -1.484914
## PC58 > -1.336068
## PC79 <= 0.962815
## PC86 <= 1.141508
## -> class 0\|2 [0.977]
##
## Rule 42/46: (38.6, lift 11.2)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC12 <= -0.7844212
## PC18 > -0.4683644
## PC18 <= 0.7618142
## PC20 > -4.604566
## PC43 <= 1.800024
## PC47 <= 0.6989955
## PC60 > -0.3499543
## -> class 0\|2 [0.975]
##
## Rule 42/47: (82.9/1.2, lift 11.1)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC12 <= 0.493904
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.604566
## PC20 <= 2.114581
## PC43 <= 1.800024
## PC47 <= 4.410915
## PC48 <= 0.360111
## PC57 <= -0.6004622
## PC59 > -3.042485
## PC67 <= 0.5365798
## -> class 0\|2 [0.974]
##
## Rule 42/48: (34.4, lift 11.1)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 0.7618142
## PC43 <= 1.800024
## PC48 <= 0.360111
## PC57 > -0.6004622
## PC83 <= 3.357155
## PC92 > 0.9237235
## -> class 0\|2 [0.972]
##
## Rule 42/49: (31.7, lift 11.1)
## PC13 > 6.92457
## PC18 > -0.4683644
## PC46 <= -0.1855004
## PC93 > 0.02408726
## -> class 0\|2 [0.970]
##
## Rule 42/50: (22.1, lift 11.0)
## PC3 <= 1.640775
## PC7 <= -0.7654072
## PC18 <= -0.4683644
## PC25 > 0.4817722
## -> class 0\|2 [0.959]
##
## Rule 42/51: (22.2, lift 11.0)
## PC13 > 12.55908
## PC47 <= 4.410915
## -> class 0\|2 [0.959]
##
## Rule 42/52: (15.1, lift 10.8)
## PC2 > 2.294892
## PC18 <= -0.4683644
## PC56 > -0.2503361
## PC56 <= -0.2456043
## PC97 > -0.9075205
## -> class 0\|2 [0.942]
##
## Rule 42/53: (63.9/3, lift 10.7)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC20 > -4.604566
## PC34 > -3.972987
## PC88 > 3.585159
## -> class 0\|2 [0.939]
##
## Rule 42/54: (14, lift 10.7)
## PC13 > 6.92457
## PC20 <= -4.036534
## PC46 <= -0.1855004
## -> class 0\|2 [0.938]
##
## Rule 42/55: (29.6/1.1, lift 10.7)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC20 > -4.604566
## PC43 <= 1.800024
## PC87 > 1.402057
## -> class 0\|2 [0.933]
##
## Rule 42/56: (12.1, lift 10.6)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.604566
## PC48 > 0.360111
## PC73 <= -1.009294
## PC83 <= 3.357155
## PC86 > -2.648765
## -> class 0\|2 [0.929]
##
## Rule 42/57: (35/1.8, lift 10.6)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC47 <= 4.410915
## PC48 <= 0.360111
## PC67 <= 0.5365798
## PC87 <= 1.402057
## PC88 <= 3.585159
## PC89 <= -0.8360177
## -> class 0\|2 [0.925]
##
## Rule 42/58: (41.3/3.1, lift 10.3)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 0.7618142
## PC20 > -4.604566
## PC43 <= 1.800024
## PC60 > -0.3499543
## PC86 > -2.648765
## PC89 > -0.8360177
## PC100 > 0.2988653
## -> class 0\|2 [0.905]
##
## Rule 42/59: (99.7/10.4, lift 10.1)
## PC4 > 8.399589
## PC10 > -6.214788
## PC18 <= -0.4683644
## PC77 <= 1.121771
## -> class 0\|2 [0.887]
##
## Rule 42/60: (40.2/4.6, lift 9.9)
## PC13 > 6.92457
## PC18 > -0.4683644
## PC42 > 0.1219841
## PC46 <= -0.1855004
## -> class 0\|2 [0.868]
##
## Rule 42/61: (43.2/5.5, lift 9.8)
## PC2 > 2.294892
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.604566
## PC43 <= 1.800024
## PC59 <= -3.042485
## PC87 <= 1.402057
## -> class 0\|2 [0.857]
##
## Rule 42/62: (35.4/4.6, lift 9.7)
## PC7 > -0.1430541
## PC15 > 0.9943348
## PC18 > -0.4683644
## PC20 <= -4.604566
## -> class 0\|2 [0.850]
##
## Rule 42/63: (32.9/4.9, lift 9.5)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC11 > 0.2945656
## PC77 <= 1.121771
## -> class 0\|2 [0.830]
##
## Rule 42/64: (42.9/7.7, lift 9.2)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC18 <= 0.7618142
## PC47 > 0.6989955
## PC48 <= 0.360111
## PC88 <= 3.585159
## PC92 <= 0.9237235
## -> class 0\|2 [0.807]
##
## Rule 42/65: (102.3/19.7, lift 9.2)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 0.7618142
## PC43 <= 1.800024
## PC47 <= 0.6989955
## PC48 <= 0.360111
## PC55 <= 0.01443866
## PC83 <= 3.357155
## -> class 0\|2 [0.802]
##
## Rule 42/66: (30.4/9.2, lift 7.8)
## PC2 > 2.294892
## PC13 > 1.698335
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC59 > -3.042485
## PC83 <= 3.357155
## -> class 0\|2 [0.685]
##
## Rule 42/67: (2906.1/1675.4, lift 4.8)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC18 <= -0.4683644
## -> class 0\|2 [0.424]
##
## Rule 42/68: (150.3, lift 11.1)
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC11 <= 0.2945656
## PC18 <= -2.175213
## PC32 <= 2.677861
## PC74 <= 3.314489
## PC97 <= -0.9075205
## -> class 0\|3 [0.993]
##
## Rule 42/69: (142.3, lift 11.1)
## PC2 > 3.107945
## PC3 <= 1.640775
## PC4 > -7.746524
## PC10 > -6.299334
## PC18 <= -2.175213
## PC27 > -0.9436151
## PC32 <= 2.677861
## PC38 > 0.5187551
## PC56 > -0.2456043
## PC57 <= 1.506779
## PC61 > -0.3434061
## PC77 <= 1.121771
## PC84 <= 0.2998835
## PC90 > -0.8960349
## PC94 <= 0.5050467
## PC99 > -1.575642
## -> class 0\|3 [0.993]
##
## Rule 42/70: (111, lift 11.1)
## PC4 <= 8.399589
## PC7 > -0.7654072
## PC10 > -6.299334
## PC18 <= -2.175213
## PC57 <= 1.506779
## PC94 <= -0.9635324
## -> class 0\|3 [0.991]
##
## Rule 42/71: (119.4, lift 11.1)
## PC4 > -7.746524
## PC4 <= 8.399589
## PC7 > -0.7654072
## PC10 > -6.299334
## PC11 <= 0.2945656
## PC18 <= -2.175213
## PC77 <= 1.121771
## PC82 <= -0.5234695
## PC90 > -0.8960349
## PC94 <= 0.5050467
## PC99 > -1.575642
## -> class 0\|3 [0.991]
##
## Rule 42/72: (116/0.4, lift 11.0)
## PC4 > -7.746524
## PC6 <= 0.115219
## PC7 > -0.7654072
## PC11 <= 0.2945656
## PC18 <= -2.175213
## PC25 <= 1.704808
## PC32 <= 2.677861
## PC56 <= -0.2503361
## PC61 > -0.3434061
## PC94 <= 0.5050467
## -> class 0\|3 [0.988]
##
## Rule 42/73: (93.5/0.4, lift 11.0)
## PC4 > -7.746524
## PC4 <= 8.399589
## PC7 > -0.7654072
## PC11 <= 0.2945656
## PC12 <= 0.2908838
## PC18 <= -2.175213
## PC25 <= 1.704808
## PC56 <= -0.3356005
## PC74 <= 3.314489
## PC94 <= 0.5050467
## -> class 0\|3 [0.985]
##
## Rule 42/74: (173.7/1.7, lift 11.0)
## PC2 > 3.107945
## PC4 > -7.746524
## PC4 <= 8.399589
## PC7 > -0.7654072
## PC10 > -6.299334
## PC11 <= 0.2945656
## PC18 <= -2.175213
## PC32 <= 2.677861
## PC57 <= 1.506779
## PC61 > -0.3434061
## PC66 <= 1.839454
## PC80 <= 0.05277531
## PC94 <= 0.5050467
## -> class 0\|3 [0.985]
##
## Rule 42/75: (152/1.4, lift 11.0)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 8.399589
## PC9 <= 0.02674712
## PC11 <= 0.2945656
## PC13 > -1.751085
## PC18 <= -2.175213
## PC46 > -0.7081562
## PC56 > -0.3356005
## PC57 <= 1.506779
## PC80 > 0.05277531
## PC90 > -0.8960349
## PC94 <= 0.5050467
## PC97 <= 1.297244
## -> class 0\|3 [0.985]
##
## Rule 42/76: (169.3/1.6, lift 11.0)
## PC4 > -7.746524
## PC4 <= 8.399589
## PC11 <= 0.2945656
## PC13 > -1.751085
## PC18 <= -2.319341
## PC27 > -0.9436151
## PC34 <= 1.631372
## PC38 > -0.3092782
## PC46 > -0.7081562
## PC56 > -0.2456043
## PC61 > -0.3434061
## PC70 <= 1.609967
## PC80 > 0.05277531
## PC84 <= 0.2998835
## PC88 > -0.5858581
## PC97 <= 1.297244
## PC98 <= 0.7091162
## -> class 0\|3 [0.985]
##
## Rule 42/77: (145.3/1.2, lift 11.0)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 8.399589
## PC10 > -6.299334
## PC12 > 0.2908838
## PC18 <= -2.175213
## PC32 <= 2.677861
## PC94 <= 0.5050467
## PC99 > -1.575642
## -> class 0\|3 [0.985]
##
## Rule 42/78: (84.1/0.4, lift 11.0)
## PC2 > 2.294892
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC31 > 0.2075301
## PC46 > -0.3178219
## PC60 > 0.0377912
## -> class 0\|3 [0.984]
##
## Rule 42/79: (49.9, lift 10.9)
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC7 > 0.5812015
## PC11 <= 0.2945656
## PC18 <= -2.175213
## PC94 > 0.5050467
## -> class 0\|3 [0.981]
##
## Rule 42/80: (53.8, lift 10.9)
## PC7 > -0.7654072
## PC11 > -0.04488331
## PC11 <= 0.116936
## PC40 <= -1.958173
## PC58 > -1.336068
## PC79 <= 0.962815
## PC99 > -0.9267305
## -> class 0\|3 [0.981]
##
## Rule 42/81: (48.5, lift 10.9)
## PC4 > -7.746524
## PC4 <= 8.399589
## PC11 <= 0.116936
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC32 <= 0.9086605
## PC44 <= 0.508348
## PC49 <= 0.6366939
## PC52 > -1.484914
## PC61 <= 0.3609182
## PC79 > 0.71991
## PC79 <= 0.962815
## PC97 <= 1.250434
## PC99 > -0.9267305
## -> class 0\|3 [0.980]
##
## Rule 42/82: (44.7, lift 10.9)
## PC2 > 2.294892
## PC4 <= 8.399589
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC74 <= 3.314489
## PC77 <= 1.121771
## PC92 <= -1.456696
## -> class 0\|3 [0.979]
##
## Rule 42/83: (48, lift 10.9)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC8 <= -0.33442
## PC11 <= 0.116936
## PC18 <= -0.4683644
## PC40 > -2.798079
## PC74 <= 3.314489
## -> class 0\|3 [0.979]
##
## Rule 42/84: (44.2, lift 10.9)
## PC3 <= 1.640775
## PC10 > -6.299334
## PC18 <= -0.4683644
## PC22 <= -0.3881056
## PC58 > -4.939949
## PC77 > 1.121771
## -> class 0\|3 [0.978]
##
## Rule 42/85: (119.5/1.8, lift 10.9)
## PC2 > 2.294892
## PC4 > -7.746524
## PC4 <= 8.399589
## PC7 > -0.7654072
## PC18 <= -2.175213
## PC74 <= 3.314489
## PC96 <= -0.6204453
## -> class 0\|3 [0.977]
##
## Rule 42/86: (70/0.8, lift 10.9)
## PC2 > 2.294892
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC38 > 1.184574
## PC44 <= 0.7009842
## -> class 0\|3 [0.976]
##
## Rule 42/87: (82/1.3, lift 10.9)
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC11 <= 0.116936
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC44 <= 0.508348
## PC58 <= 3.277104
## PC61 <= 0.3609182
## PC74 <= 3.314489
## PC78 <= 0.9955258
## PC79 <= 0.962815
## PC86 > 1.141508
## -> class 0\|3 [0.973]
##
## Rule 42/88: (27.8, lift 10.8)
## PC4 <= 8.399589
## PC18 <= -4.562916
## PC32 <= 2.677861
## PC74 <= 3.314489
## PC94 > 0.5050467
## -> class 0\|3 [0.966]
##
## Rule 42/89: (45.8/0.6, lift 10.8)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC11 <= -0.04488331
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC32 <= 0.9086605
## PC44 <= 0.7009842
## PC52 > -1.484914
## PC61 <= 0.3609182
## PC78 <= 0.9955258
## PC79 <= 0.962815
## -> class 0\|3 [0.966]
##
## Rule 42/90: (79/2, lift 10.7)
## PC2 > 2.294892
## PC4 <= 8.399589
## PC11 <= 0.116936
## PC18 <= -0.4683644
## PC44 <= 0.7009842
## PC58 <= -1.336068
## PC74 <= 3.314489
## PC79 <= 0.962815
## PC92 > -1.456696
## PC97 <= 1.250434
## -> class 0\|3 [0.963]
##
## Rule 42/91: (22.4, lift 10.7)
## PC2 > 2.294892
## PC11 <= 0.116936
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC32 <= 0.9086605
## PC43 > -0.546969
## PC43 <= -0.3233516
## PC44 <= 0.508348
## PC52 > -1.484914
## PC61 <= 0.3609182
## PC77 <= 1.121771
## PC79 <= 0.962815
## -> class 0\|3 [0.959]
##
## Rule 42/92: (19, lift 10.6)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC4 <= 8.399589
## PC10 > -6.299334
## PC18 <= -0.4683644
## PC44 <= 0.7009842
## PC47 > 1.806336
## -> class 0\|3 [0.952]
##
## Rule 42/93: (123.3/8.4, lift 10.3)
## PC4 > -7.746524
## PC4 <= 8.399589
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC32 <= 0.9086605
## PC43 > -0.546969
## PC44 <= 0.7009842
## PC49 <= 0.6366939
## PC61 <= 0.3609182
## PC63 > 0.7069765
## PC79 <= 0.71991
## PC91 <= -0.5255314
## PC92 > -1.456696
## PC97 <= 1.250434
## -> class 0\|3 [0.925]
##
## Rule 42/94: (89.2/6, lift 10.3)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 8.399589
## PC10 > -6.299334
## PC11 <= 0.116936
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC32 <= 0.9086605
## PC43 > -0.546969
## PC44 <= 0.508348
## PC48 > -0.1771192
## PC49 <= 0.6366939
## PC61 <= 0.3609182
## PC79 <= 0.962815
## PC86 <= 1.141508
## PC91 > -0.5255314
## PC97 <= 1.250434
## PC99 > -0.9267305
## -> class 0\|3 [0.923]
##
## Rule 42/95: (10.8, lift 10.3)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC7 > -0.7654072
## PC18 > -2.175213
## PC18 <= -0.4683644
## PC44 > 0.508348
## PC44 <= 0.7009842
## PC58 > -1.336068
## PC87 <= -0.1083009
## PC97 <= 1.250434
## -> class 0\|3 [0.922]
##
## Rule 42/96: (8.5, lift 10.1)
## PC3 <= 1.640775
## PC6 > 0.01823942
## PC18 <= -2.175213
## PC94 > 0.5050467
## -> class 0\|3 [0.905]
##
## Rule 42/97: (64.8/5.4, lift 10.1)
## PC2 > 2.294892
## PC4 > -7.746524
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC41 > 0.2183855
## PC44 <= 0.7009842
## -> class 0\|3 [0.903]
##
## Rule 42/98: (77.3/7.2, lift 10.0)
## PC18 <= -0.4683644
## PC30 <= -4.280624
## -> class 0\|3 [0.897]
##
## Rule 42/99: (35.5/3, lift 10.0)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC10 > -6.299334
## PC18 <= -0.4683644
## PC31 <= 0.2075301
## PC40 <= -2.798079
## -> class 0\|3 [0.894]
##
## Rule 42/100: (65.6/7.9, lift 9.7)
## PC7 > -2.305343
## PC7 <= -0.7654072
## PC10 > -6.299334
## PC10 <= -2.323852
## PC18 <= -0.4683644
## PC20 <= -3.549603
## -> class 0\|3 [0.868]
##
## Rule 42/101: (15.9/1.7, lift 9.5)
## PC2 > 2.294892
## PC3 <= 1.640775
## PC7 > -0.7654072
## PC18 > -2.175213
## PC18 <= -1.032622
## PC44 > 0.7009842
## PC57 > 0.7514582
## -> class 0\|3 [0.851]
##
## Rule 42/102: (4.4, lift 9.4)
## PC4 > 8.399589
## PC10 > -6.299334
## PC10 <= -6.214788
## PC18 <= -0.4683644
## -> class 0\|3 [0.844]
##
## Rule 42/103: (7804.3/6017.1, lift 2.6)
## PC2 > 2.294892
## -> class 0\|3 [0.229]
##
## Rule 42/104: (223.7/0.5, lift 15.0)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC4 > -1.298101
## PC9 > 0.3980171
## PC20 > -1.063857
## PC20 <= -0.6527005
## PC21 > -0.757573
## PC45 <= 0.3272735
## PC58 > -0.6968668
## PC72 <= 0.4588696
## PC79 <= 0.2768016
## PC89 > -0.3063845
## -> class 1\|0 [0.993]
##
## Rule 42/105: (90.4, lift 14.9)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC4 > -1.298101
## PC6 <= 8.137499
## PC9 > 0.3980171
## PC49 <= -0.807025
## PC58 > -0.6968668
## PC63 <= 0.04369184
## PC71 > -1.136084
## PC72 <= 0.4588696
## PC90 > -0.1341324
## -> class 1\|0 [0.989]
##
## Rule 42/106: (271.5/2.5, lift 14.9)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC6 <= 8.137499
## PC9 > 0.3980171
## PC59 > 0.07053269
## PC68 > -1.201223
## PC72 <= 0.4588696
## PC79 <= 0.2768016
## PC83 > -0.4067275
## PC90 <= -0.1341324
## PC91 > -0.1634041
## -> class 1\|0 [0.987]
##
## Rule 42/107: (213.8/2.5, lift 14.8)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC4 > -1.298101
## PC6 <= 8.137499
## PC9 > 0.3980171
## PC17 > 0.5112413
## PC20 > -1.063857
## PC21 > -0.757573
## PC45 <= 0.3272735
## PC59 > 0.07053269
## PC72 <= 0.4588696
## PC79 <= 0.2768016
## PC83 > -0.4067275
## PC91 > -0.4408608
## -> class 1\|0 [0.984]
##
## Rule 42/108: (233.7/2.7, lift 14.8)
## PC3 > 1.640775
## PC8 > -3.593374
## PC12 <= -0.08172889
## PC16 <= 0.5655206
## PC22 > 0.1248145
## PC60 > 0.05382624
## PC65 > -0.04479048
## PC77 <= 0.6526504
## PC100 > -0.8058769
## -> class 1\|0 [0.984]
##
## Rule 42/109: (134.8/1.9, lift 14.8)
## PC3 > 1.640775
## PC12 <= -0.08172889
## PC16 <= 0.5655206
## PC22 > 0.1248145
## PC60 > 0.2160841
## PC67 > -0.3885786
## PC70 > -0.131987
## PC77 <= 0.6526504
## -> class 1\|0 [0.979]
##
## Rule 42/110: (125.5/2.3, lift 14.7)
## PC1 > -0.1814509
## PC4 > -1.298101
## PC6 <= 8.137499
## PC9 > 0.3980171
## PC21 > -0.757573
## PC45 <= 0.3272735
## PC59 > 0.07053269
## PC63 > 0.04369184
## PC79 <= 0.2768016
## -> class 1\|0 [0.974]
##
## Rule 42/111: (349.3/17.7, lift 14.3)
## PC1 > -0.1814509
## PC4 > -1.298101
## PC9 > 0.3980171
## PC20 > -0.6428688
## PC21 > -0.757573
## PC45 <= 0.3272735
## PC58 > -0.6968668
## PC59 <= 0.07053269
## PC68 > -1.201223
## PC79 <= 0.2768016
## PC83 > -0.4067275
## PC91 > -0.4408608
## PC98 <= 0.2425484
## -> class 1\|0 [0.947]
##
## Rule 42/112: (14.2, lift 14.2)
## PC1 > -0.5890457
## PC6 <= -1.209906
## PC9 > 0.3980171
## PC29 > 0.007026471
## PC58 > -0.6968668
## PC72 <= 0.4588696
## -> class 1\|0 [0.938]
##
## Rule 42/113: (14, lift 14.1)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC18 > 0.1512919
## PC36 <= -0.1910132
## PC58 <= -0.6968668
## -> class 1\|0 [0.937]
##
## Rule 42/114: (189.3/13, lift 14.0)
## PC3 > 6.53583
## PC8 > -3.593374
## PC12 <= -0.08172889
## PC16 <= 0.5655206
## PC18 <= 0.7362046
## PC22 > 0.1248145
## PC22 <= 2.604741
## PC38 > -0.3322047
## PC47 > -0.295758
## PC65 > -0.04479048
## PC77 <= 0.6526504
## PC95 <= 0.008638187
## PC100 > -0.8058769
## -> class 1\|0 [0.927]
##
## Rule 42/115: (9.3, lift 13.7)
## PC4 <= -1.298101
## PC9 > 3.839039
## -> class 1\|0 [0.911]
##
## Rule 42/116: (8.4, lift 13.6)
## PC3 > 1.640775
## PC12 <= -0.08172889
## PC22 > 0.1248145
## PC65 <= -0.04479048
## PC67 <= -0.3885786
## PC70 > -0.131987
## -> class 1\|0 [0.903]
##
## Rule 42/117: (60.4/6.2, lift 13.3)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC4 > -1.298101
## PC9 > 0.3980171
## PC17 <= 0.08402268
## PC21 > -0.757573
## PC58 > -0.6968668
## PC68 <= -1.201223
## PC94 > -0.2322086
## -> class 1\|0 [0.884]
##
## Rule 42/118: (149.5/0.2, lift 14.2)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC4 > -1.298101
## PC9 > 0.3980171
## PC17 <= 0.5112413
## PC20 > -0.6428688
## PC21 > -0.757573
## PC49 > -0.807025
## PC59 > 0.07053269
## PC63 <= 0.04369184
## PC72 <= 0.4588696
## PC90 > -0.1341324
## -> class 1\|1 [0.992]
##
## Rule 42/119: (87.8, lift 14.1)
## PC1 > -0.1814509
## PC4 <= -1.298101
## PC9 > 0.3980171
## PC9 <= 3.839039
## PC18 > 0.2026378
## -> class 1\|1 [0.989]
##
## Rule 42/120: (87.2, lift 14.1)
## PC3 > 1.640775
## PC3 <= 6.53583
## PC12 <= -0.08172889
## PC16 <= 0.5655206
## PC38 > -0.3322047
## PC60 <= 0.05382624
## PC77 <= 0.6526504
## PC100 > -0.8058769
## -> class 1\|1 [0.989]
##
## Rule 42/121: (53.3, lift 14.0)
## PC6 > 8.137499
## PC9 > 0.3980171
## PC21 > -0.757573
## PC71 > -1.136084
## -> class 1\|1 [0.982]
##
## Rule 42/122: (88.7/1, lift 14.0)
## PC2 <= 2.294892
## PC4 <= -2.170555
## PC9 > 0.3980171
## PC45 <= 0.3272735
## PC71 > -1.136084
## -> class 1\|1 [0.978]
##
## Rule 42/123: (141.7/2.3, lift 14.0)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC4 > -1.298101
## PC6 > -1.209906
## PC9 > 0.3980171
## PC21 <= -0.757573
## PC29 > 0.007026471
## PC45 <= 0.3272735
## PC58 > -0.6968668
## PC71 > -1.136084
## PC94 > -0.1419057
## -> class 1\|1 [0.977]
##
## Rule 42/124: (39.5, lift 13.9)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC4 > -1.298101
## PC9 > 0.3980171
## PC20 > -1.063857
## PC45 <= 0.3272735
## PC58 > -0.6968668
## PC71 > -1.136084
## PC72 <= 0.4588696
## PC79 <= 0.2768016
## PC91 <= -0.4408608
## -> class 1\|1 [0.976]
##
## Rule 42/125: (135.6/3.7, lift 13.8)
## PC1 > -0.1814509
## PC4 > -1.298101
## PC21 > -0.757573
## PC59 <= 0.07053269
## PC68 > -1.201223
## PC71 > -1.136084
## PC72 <= 0.4588696
## PC83 > -0.4067275
## PC98 > 0.2425484
## -> class 1\|1 [0.965]
##
## Rule 42/126: (22.7, lift 13.7)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC20 > -0.6527005
## PC59 > 0.07053269
## PC68 > -1.201223
## PC90 <= -0.1341324
## PC91 <= -0.1634041
## -> class 1\|1 [0.960]
##
## Rule 42/127: (23.5/0.2, lift 13.6)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC6 <= 8.137499
## PC9 > 0.3980171
## PC58 > -0.6968668
## PC68 > -1.201223
## PC71 > -1.136084
## PC83 <= -0.4067275
## -> class 1\|1 [0.953]
##
## Rule 42/128: (65.9/4.3, lift 13.2)
## PC1 > -0.1814509
## PC2 <= 2.294892
## PC9 <= 0.3980171
## PC12 <= -0.03461245
## PC18 > 0.1986594
## PC45 <= 0.05187764
## PC50 <= 0.5382044
## PC98 > -0.20689
## -> class 1\|1 [0.922]
##
## Rule 42/129: (10.2, lift 13.1)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC13 <= -0.7585957
## PC36 <= -0.1910132
## -> class 1\|1 [0.918]
##
## Rule 42/130: (6.2, lift 12.5)
## PC3 > 0.8963522
## PC6 > -1.32045
## PC9 <= 0.3980171
## PC18 <= 0.1986594
## PC19 > -1.499768
## PC29 > -0.227187
## PC29 <= -0.1243349
## -> class 1\|1 [0.878]
##
## Rule 42/131: (28.1/5.7, lift 11.1)
## PC1 > -0.5890457
## PC9 > 0.3980171
## PC20 > -0.6527005
## PC20 <= -0.6428688
## -> class 1\|1 [0.778]
##
## Rule 42/132: (95.2/20.7, lift 11.1)
## PC1 > 12.66894
## PC6 <= -1.32045
## PC8 > -4.523057
## PC9 <= 0.3980171
## PC29 > -0.227187
## -> class 1\|1 [0.777]
##
## Rule 42/133: (14.3/2.8, lift 10.9)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC27 <= 0.2855228
## PC58 > -0.6968668
## PC72 > 0.4588696
## -> class 1\|1 [0.766]
##
## Rule 42/134: (29/6.6, lift 10.8)
## PC1 > -0.1814509
## PC2 <= 2.294892
## PC3 <= 0.8963522
## PC6 > -1.32045
## PC8 > -0.8623888
## PC9 <= 0.3980171
## PC14 > -0.9725196
## PC18 <= 0.1986594
## PC19 > -1.499768
## -> class 1\|1 [0.756]
##
## Rule 42/135: (32.3/10.2, lift 9.6)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC20 > -1.063857
## PC58 > -0.6968668
## PC71 > -1.136084
## PC72 <= 0.4588696
## PC79 > 0.2768016
## -> class 1\|1 [0.674]
##
## Rule 42/136: (27.1/9, lift 9.4)
## PC1 > -0.5890457
## PC1 <= -0.1814509
## PC2 <= 2.294892
## PC51 <= -0.4676497
## -> class 1\|1 [0.657]
##
## Rule 42/137: (33.6/13.4, lift 8.5)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC7 > 0.41848
## PC9 > 0.3980171
## PC58 <= -0.6968668
## -> class 1\|1 [0.595]
##
## Rule 42/138: (1678.5/971.1, lift 6.0)
## PC2 > 2.294892
## PC3 > 1.640775
## -> class 1\|1 [0.422]
##
## Rule 42/139: (45.4/31.2, lift 4.6)
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC10 <= -0.08132786
## PC18 <= 0.1512919
## PC36 <= -0.1910132
## -> class 1\|1 [0.321]
##
## Rule 42/140: (69.5, lift 15.4)
## PC4 > -2.170555
## PC4 <= -1.298101
## PC9 > 0.3980171
## PC9 <= 3.839039
## PC18 <= 0.2026378
## PC72 <= 0.4588696
## -> class 1\|2 [0.986]
##
## Rule 42/141: (71.8, lift 15.4)
## PC2 > 2.294892
## PC5 <= -6.601229
## PC15 <= -0.08705366
## -> class 1\|2 [0.986]
##
## Rule 42/142: (65.2, lift 15.4)
## PC1 > -0.5890457
## PC7 <= 0.41848
## PC9 > 0.3980171
## PC10 > -0.08132786
## PC13 > -0.7585957
## PC18 <= 0.1512919
## PC36 <= -0.1910132
## PC58 <= -0.6968668
## -> class 1\|2 [0.985]
##
## Rule 42/143: (61.8, lift 15.4)
## PC1 > -0.1814509
## PC9 > 0.3980171
## PC20 <= -1.063857
## PC21 > -0.757573
## PC58 > -0.6968668
## -> class 1\|2 [0.984]
##
## Rule 42/144: (47.1, lift 15.3)
## PC1 > -0.1814509
## PC9 > 0.3980171
## PC20 <= -0.6527005
## PC21 > -0.757573
## PC72 <= 0.4588696
## PC89 <= -0.3063845
## -> class 1\|2 [0.980]
##
## Rule 42/145: (50.5/0.1, lift 15.3)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC27 > 0.2855228
## PC72 > 0.4588696
## -> class 1\|2 [0.978]
##
## Rule 42/146: (202.9/4.5, lift 15.2)
## PC3 > 9.508333
## PC16 > 0.5655206
## -> class 1\|2 [0.973]
##
## Rule 42/147: (33.2, lift 15.2)
## PC2 > 2.294892
## PC3 > 1.640775
## PC16 > 0.5655206
## PC86 <= -1.966605
## -> class 1\|2 [0.972]
##
## Rule 42/148: (32.5/0.1, lift 15.1)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC21 <= -0.757573
## PC29 <= 0.007026471
## PC58 > -0.6968668
## -> class 1\|2 [0.967]
##
## Rule 42/149: (29.3/0.1, lift 15.1)
## PC1 > -0.5890457
## PC7 <= 0.41848
## PC9 > 0.3980171
## PC47 > 0.714998
## PC58 <= -0.6968668
## PC83 > -0.0264448
## -> class 1\|2 [0.965]
##
## Rule 42/150: (68.8/1.5, lift 15.1)
## PC2 > 2.294892
## PC3 > 1.640775
## PC16 > -0.9303704
## PC16 <= 0.5655206
## PC33 <= 0.326621
## PC50 <= -0.1775987
## PC93 > -0.9696231
## -> class 1\|2 [0.965]
##
## Rule 42/151: (28.2/0.1, lift 15.1)
## PC2 <= 2.294892
## PC47 > 0.714998
## PC58 <= -0.6968668
## PC63 <= 0.365072
## PC86 <= -1.060615
## -> class 1\|2 [0.963]
##
## Rule 42/152: (131.9/3.9, lift 15.1)
## PC2 > 2.294892
## PC3 > 1.640775
## PC14 > -1.673445
## PC16 > 0.5655206
## PC80 > 0.3888478
## -> class 1\|2 [0.963]
##
## Rule 42/153: (48.1/1.2, lift 14.9)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC47 > 0.714998
## PC58 <= -0.6968668
## PC69 <= -0.490113
## -> class 1\|2 [0.955]
##
## Rule 42/154: (56.2/1.6, lift 14.9)
## PC1 > -0.5890457
## PC9 > 0.3980171
## PC71 <= -1.136084
## -> class 1\|2 [0.955]
##
## Rule 42/155: (52.8/1.8, lift 14.8)
## PC3 > 1.640775
## PC5 > -6.601229
## PC16 > 0.5655206
## PC18 > 0.4216283
## PC80 <= 0.3888478
## -> class 1\|2 [0.949]
##
## Rule 42/156: (51.7/2, lift 14.8)
## PC1 > -0.1814509
## PC2 <= 2.294892
## PC3 > 0.8963522
## PC6 > -1.32045
## PC7 <= 3.184798
## PC9 <= 0.3980171
## PC18 <= 0.1986594
## PC19 > -1.499768
## PC29 > -0.1243349
## PC75 <= 0.6115793
## -> class 1\|2 [0.945]
##
## Rule 42/157: (39/1.5, lift 14.7)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC7 <= 0.41848
## PC9 > 0.3980171
## PC36 > -0.1910132
## PC58 <= -0.6968668
## PC65 <= -0.01175259
## -> class 1\|2 [0.938]
##
## Rule 42/158: (9, lift 14.2)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC36 > -0.1910132
## PC47 > 0.714998
## PC65 > -0.01175259
## PC94 <= -0.2936898
## -> class 1\|2 [0.909]
##
## Rule 42/159: (42.7/5.1, lift 13.5)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC7 <= 0.41848
## PC9 > 0.3980171
## PC36 > -0.1910132
## PC58 <= -0.6968668
## PC94 > 0.09572866
## -> class 1\|2 [0.863]
##
## Rule 42/160: (43.6/6.2, lift 13.1)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC7 <= 0.41848
## PC9 > 0.3980171
## PC36 > -0.1910132
## PC47 > 0.714998
## PC58 <= -0.6968668
## PC86 > -1.060615
## -> class 1\|2 [0.841]
##
## Rule 42/161: (78.7/18.4, lift 11.9)
## PC1 > -0.1814509
## PC9 > 0.3980171
## PC45 > 0.3272735
## PC58 > -0.6968668
## -> class 1\|2 [0.759]
##
## Rule 42/162: (722.5/258.2, lift 10.0)
## PC1 > -0.5890457
## PC6 > -1.32045
## PC18 <= 0.1986594
## PC19 <= -1.499768
## -> class 1\|2 [0.642]
##
## Rule 42/163: (157, lift 16.5)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC9 > 0.3980171
## PC36 > -0.1910132
## PC47 <= 0.714998
## PC58 <= -0.6968668
## PC65 > -0.01175259
## PC94 <= 0.09572866
## -> class 1\|3 [0.994]
##
## Rule 42/164: (160.9/1.4, lift 16.4)
## PC1 > -0.1814509
## PC1 <= 10.30339
## PC9 <= 0.3980171
## PC14 > 0.6474171
## PC19 <= -1.499768
## PC50 > -0.7498896
## PC60 > -1.124229
## PC61 <= 0.7458934
## -> class 1\|3 [0.985]
##
## Rule 42/165: (50.1, lift 16.3)
## PC1 > -0.5890457
## PC9 <= 0.3980171
## PC19 <= -1.499768
## PC29 > -0.227187
## PC30 <= -0.3632589
## -> class 1\|3 [0.981]
##
## Rule 42/166: (29.5, lift 16.1)
## PC9 <= 0.3980171
## PC19 <= -1.499768
## PC49 <= -1.559507
## -> class 1\|3 [0.968]
##
## Rule 42/167: (25.4, lift 16.0)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC8 > -4.523057
## PC18 <= 0.1986594
## PC94 <= -0.7767343
## -> class 1\|3 [0.963]
##
## Rule 42/168: (183.4/5.9, lift 16.0)
## PC2 > 2.294892
## PC3 > 1.640775
## PC3 <= 9.508333
## PC5 > -6.601229
## PC16 > 0.5655206
## PC18 <= 0.4216283
## PC55 <= 0.5180585
## PC80 <= 0.3888478
## PC86 > -1.966605
## -> class 1\|3 [0.963]
##
## Rule 42/169: (19.3, lift 15.8)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC4 > -1.298101
## PC9 > 0.3980171
## PC17 <= 0.08402268
## PC21 > -0.757573
## PC68 <= -1.201223
## PC94 <= -0.2322086
## -> class 1\|3 [0.953]
##
## Rule 42/170: (6.6, lift 14.7)
## PC1 > -0.5890457
## PC9 <= 0.3980171
## PC19 <= -1.499768
## PC85 > 1.281003
## -> class 1\|3 [0.883]
##
## Rule 42/171: (26/2.6, lift 14.5)
## PC1 > -0.1814509
## PC6 > -1.32045
## PC9 <= 0.3980171
## PC11 <= 0.6934285
## PC14 > -0.9725196
## PC18 <= 0.1986594
## PC19 <= -1.499768
## -> class 1\|3 [0.873]
##
## Rule 42/172: (4.9, lift 14.2)
## PC2 <= 2.294892
## PC3 > 0.8963522
## PC7 > 3.184798
## PC18 <= 0.1986594
## -> class 1\|3 [0.854]
##
## Rule 42/173: (23.8/3.3, lift 13.9)
## PC1 > -0.1814509
## PC2 <= 2.294892
## PC3 > 1.950561
## PC6 <= -1.32045
## PC9 <= 0.3980171
## PC29 > -0.227187
## -> class 1\|3 [0.834]
##
## Rule 42/174: (919/637.8, lift 5.1)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC8 > 0.08273966
## PC44 <= 0.01511308
## -> class 1\|3 [0.306]
##
## Rule 42/175: (79.4, lift 13.1)
## PC1 <= -0.5890457
## PC2 > -1.079964
## PC8 > 0.8120257
## PC19 <= -0.4013062
## -> class 2\|0 [0.988]
##
## Rule 42/176: (410.8/5, lift 13.1)
## PC8 > 2.293971
## PC10 <= 0.3352064
## PC11 > -0.6532851
## PC21 > -0.248798
## PC28 <= 0.03706694
## PC45 <= 0.4329697
## PC60 > -0.3743114
## PC63 <= 0.1928392
## PC70 <= 0.1416286
## -> class 2\|0 [0.985]
##
## Rule 42/177: (63.2, lift 13.1)
## PC1 > -0.1814509
## PC8 > 0.6565195
## PC9 <= 0.3980171
## PC11 > 0.1017968
## PC14 <= -0.9725196
## -> class 2\|0 [0.985]
##
## Rule 42/178: (85/4.9, lift 12.4)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC10 <= 0.1463294
## PC27 > -0.658873
## PC40 > -0.8208531
## PC57 > -0.09204466
## PC63 <= -0.05903246
## PC74 > -0.4784803
## PC79 <= 0.3045744
## PC82 > -0.4879954
## -> class 2\|0 [0.932]
##
## Rule 42/179: (31.3/2.8, lift 11.8)
## PC1 <= -0.5890457
## PC2 > -1.079964
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC69 > 0.01766207
## -> class 2\|0 [0.887]
##
## Rule 42/180: (40.8/16.4, lift 7.9)
## PC1 > -0.1814509
## PC2 <= 2.294892
## PC8 > -4.523057
## PC9 <= 0.3980171
## PC12 > -0.03461245
## PC18 > 0.1986594
## -> class 2\|0 [0.592]
##
## Rule 42/181: (1371.4/648.2, lift 7.0)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC97 <= 1.36345
## -> class 2\|0 [0.527]
##
## Rule 42/182: (1869.4/1127, lift 5.3)
## PC1 <= -0.1814509
## PC2 <= 2.294892
## PC8 > 0.08273966
## PC28 <= 0.01594573
## PC44 > 0.01511308
## PC68 > -0.838531
## -> class 2\|0 [0.397]
##
## Rule 42/183: (171.7, lift 10.3)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC21 <= -0.248798
## PC22 > -1.207938
## PC97 <= 1.36345
## -> class 2\|1 [0.994]
##
## Rule 42/184: (132.8, lift 10.3)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC11 <= -0.6532851
## PC20 > -0.1542573
## -> class 2\|1 [0.993]
##
## Rule 42/185: (89.2, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC63 > -0.05903246
## PC78 <= -0.1677904
## PC83 > -0.8671864
## PC96 <= 0.7680207
## -> class 2\|1 [0.989]
##
## Rule 42/186: (61.8, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC4 <= -0.4476705
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC77 <= 0.2412673
## -> class 2\|1 [0.984]
##
## Rule 42/187: (58.8, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC12 > 5.358043
## -> class 2\|1 [0.984]
##
## Rule 42/188: (48.5, lift 10.1)
## PC1 <= -0.5890457
## PC2 > -1.079964
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC19 > -0.4013062
## PC69 <= 0.01766207
## -> class 2\|1 [0.980]
##
## Rule 42/189: (46.6, lift 10.1)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC29 > 0.2696179
## PC84 <= 0.3388689
## -> class 2\|1 [0.979]
##
## Rule 42/190: (85.4/0.9, lift 10.1)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC47 <= -0.6134443
## PC63 > -0.05903246
## PC97 <= 1.36345
## -> class 2\|1 [0.978]
##
## Rule 42/191: (41.7, lift 10.1)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC30 > 0.3937708
## PC55 > -0.5295036
## PC77 <= 0.2412673
## -> class 2\|1 [0.977]
##
## Rule 42/192: (51.5/0.3, lift 10.1)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC50 > -0.6405767
## PC63 > -0.05903246
## PC70 > 0.2435914
## PC81 <= -0.03083238
## PC96 <= 0.7680207
## -> class 2\|1 [0.976]
##
## Rule 42/193: (86.7/1.2, lift 10.1)
## PC1 <= -0.5890457
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC50 > -0.6405767
## PC63 > -0.05903246
## PC84 > 0.3388689
## PC96 <= 0.7680207
## PC97 <= 1.36345
## -> class 2\|1 [0.976]
##
## Rule 42/194: (148.3/2.5, lift 10.1)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC63 > -0.05903246
## PC77 > 0.2412673
## PC96 <= 0.7680207
## -> class 2\|1 [0.976]
##
## Rule 42/195: (178.4/3.7, lift 10.1)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.268429
## PC10 <= 0.01654014
## PC33 <= 0.205892
## PC50 > -0.6405767
## PC52 > -0.0409093
## PC55 > -0.5295036
## PC63 > -0.05903246
## PC93 > -0.3703261
## PC96 <= 0.7680207
## -> class 2\|1 [0.974]
##
## Rule 42/196: (37.2, lift 10.1)
## PC1 <= -0.5890457
## PC8 > 0.2372562
## PC11 > -0.6532851
## PC21 > -0.248798
## PC59 <= 0.2075007
## PC63 > 0.1928392
## PC70 <= 0.1416286
## -> class 2\|1 [0.974]
##
## Rule 42/197: (34.8, lift 10.1)
## PC2 <= -1.079964
## PC4 > -0.4476705
## PC8 > 0.2372562
## PC50 > -0.6405767
## PC63 > -0.05903246
## PC83 <= -0.8671864
## -> class 2\|1 [0.973]
##
## Rule 42/198: (32.8, lift 10.1)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC47 > -0.6134443
## PC72 > 0.8242333
## PC96 <= 0.7680207
## -> class 2\|1 [0.971]
##
## Rule 42/199: (84.9/1.5, lift 10.1)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC45 > 0.4329697
## PC70 <= 0.1416286
## -> class 2\|1 [0.971]
##
## Rule 42/200: (31.2, lift 10.0)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC8 <= 3.680524
## PC41 > 1.591292
## PC63 <= 0.1928392
## -> class 2\|1 [0.970]
##
## Rule 42/201: (30.3, lift 10.0)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC15 <= -1.619063
## PC55 > -0.5295036
## PC81 <= -0.03083238
## -> class 2\|1 [0.969]
##
## Rule 42/202: (101.6/2.2, lift 10.0)
## PC1 <= -0.5890457
## PC8 > 0.2372562
## PC11 > -0.6532851
## PC21 > -0.248798
## PC56 > -0.1351287
## PC70 > 0.1416286
## -> class 2\|1 [0.969]
##
## Rule 42/203: (28.2, lift 10.0)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC8 <= 3.680524
## PC59 <= 0.2075007
## PC60 <= -0.3743114
## -> class 2\|1 [0.967]
##
## Rule 42/204: (94.4/2.3, lift 10.0)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC50 > -0.6405767
## PC55 <= -0.5295036
## PC63 > -0.05903246
## PC96 <= 0.7680207
## -> class 2\|1 [0.966]
##
## Rule 42/205: (29.6/0.2, lift 10.0)
## PC1 <= -0.5890457
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC24 <= 0.6028031
## PC29 <= 0.2788967
## PC32 <= -2.842878
## PC57 > 0.0557297
## -> class 2\|1 [0.962]
##
## Rule 42/206: (33.6/0.4, lift 9.9)
## PC8 > 2.293971
## PC8 <= 3.680524
## PC11 > -0.6532851
## PC21 > -0.248798
## PC28 > 0.03706694
## PC46 <= 1.266792
## PC70 <= 0.1416286
## PC76 > -0.1959247
## -> class 2\|1 [0.961]
##
## Rule 42/207: (23.8, lift 10.0)
## PC1 > -0.5890457
## PC1 <= -0.1814509
## PC2 <= 2.294892
## PC8 > 0.08273966
## PC68 <= -0.838531
## PC74 <= 0.2245339
## -> class 2\|1 [0.961]
##
## Rule 42/208: (22.9, lift 9.9)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC28 > 0.1506456
## -> class 2\|1 [0.960]
##
## Rule 42/209: (18.3, lift 9.8)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC17 <= -0.9000836
## PC50 > -0.6405767
## PC63 > -0.05903246
## PC81 > -0.03083238
## -> class 2\|1 [0.951]
##
## Rule 42/210: (209.2/10.5, lift 9.8)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC8 <= 5.691592
## PC21 > -0.248798
## PC44 > -1.743886
## PC59 > 0.2075007
## PC89 <= 0.5883406
## -> class 2\|1 [0.945]
##
## Rule 42/211: (114.1/6, lift 9.7)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC50 > -0.6405767
## PC63 > -0.05903246
## PC81 <= -0.03083238
## PC87 > 0.03458914
## PC96 <= 0.7680207
## -> class 2\|1 [0.940]
##
## Rule 42/212: (99.4/5.4, lift 9.7)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC10 > 0.3352064
## PC59 <= 0.2075007
## PC97 <= 1.36345
## -> class 2\|1 [0.937]
##
## Rule 42/213: (13.4, lift 9.7)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC10 <= 0.1463294
## PC27 <= -0.658873
## PC40 > -0.8208531
## -> class 2\|1 [0.935]
##
## Rule 42/214: (13, lift 9.7)
## PC1 > -0.5890457
## PC8 > 0.6565195
## PC9 <= 0.3980171
## PC11 <= 0.1017968
## PC14 <= -0.9725196
## -> class 2\|1 [0.933]
##
## Rule 42/215: (110.8/7.9, lift 9.5)
## PC1 <= -0.5890457
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC10 > 0.1463294
## PC24 <= 1.03564
## PC38 > -0.8074315
## PC60 <= 1.742586
## PC61 <= 1.964744
## PC63 <= -0.05903246
## PC79 <= 0.08878995
## -> class 2\|1 [0.921]
##
## Rule 42/216: (21.3/0.9, lift 9.5)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC10 <= 0.1463294
## PC11 > -1.140285
## PC74 > -0.4784803
## PC82 <= -0.4879954
## -> class 2\|1 [0.920]
##
## Rule 42/217: (85.7/6.1, lift 9.5)
## PC2 <= 2.294892
## PC8 > -4.523057
## PC9 <= 0.3980171
## PC18 <= 0.1986594
## PC29 <= -0.227187
## -> class 2\|1 [0.919]
##
## Rule 42/218: (29.6/2.4, lift 9.3)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC10 <= 0.1463294
## PC63 <= -0.05903246
## PC74 <= -0.4784803
## PC79 <= 0.3045744
## -> class 2\|1 [0.894]
##
## Rule 42/219: (37.5/3.4, lift 9.2)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC24 <= 0.6028031
## PC29 <= 0.2788967
## PC33 > -0.4132408
## PC57 > 0.0557297
## PC81 <= -1.157237
## -> class 2\|1 [0.889]
##
## Rule 42/220: (119.8/12.7, lift 9.2)
## PC2 <= -9.022285
## -> class 2\|1 [0.887]
##
## Rule 42/221: (17.6/1.6, lift 9.0)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC10 <= 0.1463294
## PC11 > -1.140285
## PC40 <= -0.8208531
## PC63 <= -0.05903246
## -> class 2\|1 [0.869]
##
## Rule 42/222: (106.9/17.5, lift 8.6)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC46 > 1.266792
## PC97 <= 1.36345
## -> class 2\|1 [0.830]
##
## Rule 42/223: (36.5/6.5, lift 8.3)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC100 > 3.830744
## -> class 2\|1 [0.805]
##
## Rule 42/224: (13.1/2.6, lift 7.9)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC57 <= 0.0557297
## PC72 > 1.795723
## -> class 2\|1 [0.764]
##
## Rule 42/225: (44.2/10.3, lift 7.8)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC24 <= 0.6028031
## PC33 > -0.4132408
## PC37 > 1.020686
## PC65 <= 0.7856241
## PC81 > -1.157237
## -> class 2\|1 [0.756]
##
## Rule 42/226: (31.3, lift 10.7)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC29 > 0.2788967
## PC75 > 0.3385974
## -> class 2\|2 [0.970]
##
## Rule 42/227: (27/0.1, lift 10.6)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC12 <= 5.358043
## PC23 <= -1.380434
## PC57 > 0.0557297
## PC65 > -1.661039
## PC65 <= 0.7856241
## PC81 > -1.157237
## -> class 2\|2 [0.960]
##
## Rule 42/228: (469.7/21.1, lift 10.5)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC6 <= 7.233119
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC12 <= 3.830537
## PC18 > -0.2084329
## PC26 > -2.437683
## PC57 <= -0.1007782
## PC73 > -1.605927
## PC76 <= 0.6715252
## PC83 > -1.009027
## PC100 <= 3.830744
## -> class 2\|2 [0.953]
##
## Rule 42/229: (155.7/6.5, lift 10.5)
## PC1 <= -0.5890457
## PC2 > -9.022285
## PC2 <= 2.294892
## PC8 <= 0.2372562
## PC19 > -2.470679
## PC29 <= 0.283657
## PC38 > 0.1710388
## PC60 <= 0.2833858
## PC71 > -0.3714299
## -> class 2\|2 [0.952]
##
## Rule 42/230: (42.5/1.4, lift 10.5)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC47 > -0.6134443
## PC50 <= -0.6405767
## PC63 > -0.05903246
## PC77 <= 0.2412673
## -> class 2\|2 [0.947]
##
## Rule 42/231: (16.6, lift 10.4)
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC33 > -0.4132408
## PC40 > -0.5006402
## PC65 <= -1.661039
## -> class 2\|2 [0.946]
##
## Rule 42/232: (66.8/3, lift 10.4)
## PC1 <= -0.5890457
## PC2 > -9.022285
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC44 <= 0.4724934
## PC61 > 1.258325
## PC65 <= 0.7856241
## -> class 2\|2 [0.941]
##
## Rule 42/233: (505.6/29.2, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.010473
## PC8 <= 0.2372562
## PC12 <= 3.830537
## PC17 > -0.9666708
## PC18 > -0.2084329
## PC26 > -2.437683
## PC45 <= 0.3222792
## PC57 <= 0.0557297
## PC72 <= 1.795723
## PC73 > -1.605927
## PC76 <= 0.6715252
## PC82 > -1.001393
## PC83 > -1.009027
## PC100 <= 3.830744
## -> class 2\|2 [0.940]
##
## Rule 42/234: (14.4, lift 10.4)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 <= 0.2372562
## PC38 > -0.3780469
## PC52 <= -0.4189784
## PC68 > -1.82776
## PC71 > -0.3714299
## -> class 2\|2 [0.939]
##
## Rule 42/235: (75.4/3.9, lift 10.3)
## PC1 <= -0.5890457
## PC2 > -9.022285
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC15 > -2.225239
## PC24 > 0.6028031
## PC57 > 0.0557297
## -> class 2\|2 [0.936]
##
## Rule 42/236: (325.7/20.4, lift 10.3)
## PC1 <= -0.5890457
## PC2 > -9.022285
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC9 > -0.5381634
## PC12 <= 5.358043
## PC15 > -2.630221
## PC29 > -0.1670097
## PC45 <= 0.3222792
## PC57 <= 0.0557297
## PC73 > -1.605927
## PC83 > -1.009027
## PC100 <= 3.830744
## -> class 2\|2 [0.935]
##
## Rule 42/237: (31.9/1.4, lift 10.3)
## PC1 <= -0.5890457
## PC2 > -9.022285
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC23 > -1.380434
## PC24 <= 0.6028031
## PC44 <= 0.4724934
## PC57 > 0.0557297
## PC65 <= 0.7856241
## PC82 > 0.2108981
## -> class 2\|2 [0.930]
##
## Rule 42/238: (13.9/0.2, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC63 > -0.05903246
## PC96 > 0.7680207
## -> class 2\|2 [0.928]
##
## Rule 42/239: (146.1/9.9, lift 10.2)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC19 > 0.2191811
## PC20 <= 0.300141
## PC23 > -1.380434
## PC40 > -0.5006402
## PC44 <= 0.4724934
## PC53 > -0.8182466
## PC74 <= 0.2671531
## PC90 > -0.1105414
## PC97 <= 0.1284796
## -> class 2\|2 [0.926]
##
## Rule 42/240: (11.2/0.2, lift 10.1)
## PC1 <= -0.5890457
## PC7 > -0.7966253
## PC8 <= -2.280636
## PC27 > -0.2710112
## PC60 <= -0.3688003
## PC71 <= -0.3714299
## -> class 2\|2 [0.912]
##
## Rule 42/241: (8.7, lift 10.0)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 <= 0.2372562
## PC19 > -2.470679
## PC20 > 0.8039891
## -> class 2\|2 [0.907]
##
## Rule 42/242: (6.5, lift 9.7)
## PC7 > -0.7966253
## PC8 <= -2.280636
## PC9 > 7.964704
## PC27 > -0.2710112
## -> class 2\|2 [0.883]
##
## Rule 42/243: (12.5/0.7, lift 9.7)
## PC1 <= -0.5890457
## PC8 <= -2.280636
## PC10 > -1.256764
## PC19 > -2.470679
## PC38 > -0.3780469
## PC38 <= 0.1710388
## PC60 > 0.2461859
## PC60 <= 0.2833858
## PC71 > -0.3714299
## -> class 2\|2 [0.882]
##
## Rule 42/244: (11.4/0.6, lift 9.7)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC24 <= 0.6028031
## PC32 > 1.524166
## PC33 > -0.4132408
## PC37 <= 1.020686
## PC40 > -0.5006402
## PC57 > 0.0557297
## -> class 2\|2 [0.877]
##
## Rule 42/245: (6.1, lift 9.7)
## PC1 <= -0.5890457
## PC8 > 0.2372562
## PC61 > 1.964744
## PC63 <= -0.05903246
## -> class 2\|2 [0.876]
##
## Rule 42/246: (119.5/15.6, lift 9.5)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC5 > 0.2276822
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC12 <= 5.358043
## PC29 <= 0.2788967
## PC32 > -2.842878
## PC33 > -0.4132408
## PC40 <= -0.5006402
## PC57 > 0.0557297
## PC65 <= 0.7856241
## PC100 <= 3.830744
## -> class 2\|2 [0.863]
##
## Rule 42/247: (5.2, lift 9.5)
## PC7 > -0.7966253
## PC8 <= -2.280636
## PC14 <= -1.489556
## PC27 > -0.2710112
## PC60 > -0.3688003
## -> class 2\|2 [0.861]
##
## Rule 42/248: (5.2, lift 9.5)
## PC53 > 12.86652
## -> class 2\|2 [0.860]
##
## Rule 42/249: (48/6.8, lift 9.3)
## PC2 <= 2.294892
## PC7 > -1.109669
## PC8 <= -2.280636
## PC19 > -2.470679
## PC27 <= -0.2710112
## PC71 <= -0.3714299
## -> class 2\|2 [0.843]
##
## Rule 42/250: (10.9/1.1, lift 9.2)
## PC2 <= 2.294892
## PC8 <= 0.2372562
## PC33 > -0.4132408
## PC44 > 0.4724934
## PC51 > 0.4507276
## PC57 > 0.0557297
## -> class 2\|2 [0.833]
##
## Rule 42/251: (9/0.9, lift 9.2)
## PC1 <= -0.5890457
## PC8 > 2.293971
## PC21 <= -0.248798
## PC22 <= -1.207938
## -> class 2\|2 [0.831]
##
## Rule 42/252: (150.5/26.2, lift 9.1)
## PC1 <= -0.5890457
## PC2 > -9.022285
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC12 <= 5.358043
## PC33 <= -0.4132408
## PC100 <= 3.830744
## -> class 2\|2 [0.821]
##
## Rule 42/253: (32.5/6.6, lift 8.6)
## PC1 <= -0.5890457
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC10 > 0.1463294
## PC60 <= 1.742586
## PC63 <= -0.05903246
## PC79 > 0.08878995
## -> class 2\|2 [0.779]
##
## Rule 42/254: (50.1/11.4, lift 8.4)
## PC1 > -0.5890457
## PC1 <= 12.66894
## PC2 <= 2.294892
## PC3 <= 1.950561
## PC6 <= -1.32045
## PC8 > -4.523057
## PC14 > -0.9725196
## PC18 <= 0.1986594
## PC29 > -0.227187
## PC97 <= 1.369807
## -> class 2\|2 [0.761]
##
## Rule 42/255: (91.4/22, lift 8.3)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -1.679346
## PC8 <= 0.2372562
## PC11 > -0.9561355
## PC12 <= 5.358043
## PC65 > 0.7856241
## PC100 <= 3.830744
## -> class 2\|2 [0.754]
##
## Rule 42/256: (79.8/20.9, lift 8.1)
## PC2 <= 2.294892
## PC8 <= 2.293971
## PC10 > 0.1463294
## PC38 <= -0.8074315
## PC60 <= 1.742586
## PC63 <= -0.05903246
## PC79 <= 0.08878995
## PC97 <= 1.36345
## -> class 2\|2 [0.733]
##
## Rule 42/257: (11.8/3.1, lift 7.7)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > 0.2372562
## PC24 > 1.03564
## PC97 <= 1.36345
## -> class 2\|2 [0.699]
##
## Rule 42/258: (551.8/248.3, lift 6.1)
## PC1 <= -0.5890457
## PC2 <= -1.079964
## PC4 > -0.4476705
## PC8 > 0.2372562
## PC8 <= 2.293971
## PC47 > -0.6134443
## PC55 > -0.5295036
## PC63 > -0.05903246
## PC77 <= 0.2412673
## PC84 <= 0.3388689
## -> class 2\|2 [0.550]
##
## Rule 42/259: (36, lift 8.9)
## PC19 <= -2.470679
## PC35 > 1.997663
## -> class 2\|3 [0.974]
##
## Rule 42/260: (33.5, lift 8.9)
## PC1 <= -0.5890457
## PC8 <= -2.280636
## PC22 <= -1.905907
## PC95 > 0.000589953
## -> class 2\|3 [0.972]
##
## Rule 42/261: (32.6, lift 8.9)
## PC1 <= -0.5890457
## PC8 <= -2.552633
## PC19 > -2.470679
## PC44 > 0.9018201
## PC84 <= -0.02354971
## -> class 2\|3 [0.971]
##
## Rule 42/262: (30.4, lift 8.8)
## PC1 > -0.5890457
## PC1 <= -0.1814509
## PC2 <= 2.294892
## PC8 <= 0.08273966
## PC91 > -0.03870139
## -> class 2\|3 [0.969]
##
## Rule 42/263: (28.4, lift 8.8)
## PC1 <= -0.5890457
## PC6 > 7.233119
## -> class 2\|3 [0.967]
##
## Rule 42/264: (12.6, lift 8.5)
## PC2 <= 2.294892
## PC8 <= 0.2372562
## PC57 > -0.1007782
## PC57 <= 0.0557297
## PC73 > -1.605927
## PC82 <= -1.001393
## -> class 2\|3 [0.932]
##
## Rule 42/265: (7.3, lift 8.1)
## PC1 <= -0.5890457
## PC2 <= -9.022285
## PC4 > -0.3591195
## -> class 2\|3 [0.893]
##
## Rule 42/266: (6.8, lift 8.1)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 > -2.280636
## PC45 <= 0.3222792
## PC57 <= 0.0557297
## PC72 <= 1.795723
## PC76 > 0.6715252
## -> class 2\|3 [0.887]
##
## Rule 42/267: (50.5/8.9, lift 7.4)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC5 <= 0.2276822
## PC8 <= 0.2372562
## PC24 <= 0.6028031
## PC32 > -2.842878
## PC40 <= -0.5006402
## PC57 > 0.0557297
## PC65 <= 0.7856241
## -> class 2\|3 [0.811]
##
## Rule 42/268: (7166.3/5168.1, lift 2.5)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## -> class 2\|3 [0.279]
##
## Rule 42/269: (12133.6/9948.8, lift 1.6)
## PC2 <= 2.294892
## -> class 2\|3 [0.180]
##
## Rule 42/270: (213.9, lift 18.7)
## PC1 <= -0.5890457
## PC11 <= -4.669395
## -> class 2\|4 [0.995]
##
## Rule 42/271: (166.2, lift 18.7)
## PC2 <= 2.294892
## PC8 <= -2.552633
## PC22 > -0.9057469
## PC44 > 0.9018201
## PC71 > -0.3714299
## PC72 > -0.02912984
## PC84 > -0.02354971
## -> class 2\|4 [0.994]
##
## Rule 42/272: (106.6, lift 18.7)
## PC1 <= -0.5890457
## PC8 <= 0.2372562
## PC19 <= -2.470679
## PC40 > 0.3006961
## -> class 2\|4 [0.991]
##
## Rule 42/273: (56.5, lift 18.5)
## PC1 <= -0.5890457
## PC8 <= -2.280636
## PC38 <= -0.3780469
## PC68 > -1.82776
## PC71 > -0.3714299
## PC85 > 0.8053755
## -> class 2\|4 [0.983]
##
## Rule 42/274: (147.8/3.3, lift 18.3)
## PC1 <= -0.5890457
## PC8 <= 0.2372562
## PC25 > 0.004772611
## PC35 > 0.208186
## PC38 <= -0.3780469
## PC41 <= -0.5661069
## PC46 <= 0.02500345
## PC52 <= 0.01762353
## PC71 > -0.3714299
## PC92 <= 0.1642389
## PC93 <= 0.4416389
## -> class 2\|4 [0.971]
##
## Rule 42/275: (20.8, lift 18.0)
## PC2 > -2.114183
## PC2 <= 2.294892
## PC8 <= -2.280636
## PC38 <= -0.3780469
## PC71 > -0.3714299
## -> class 2\|4 [0.955]
##
## Rule 42/276: (307.1/15.9, lift 17.8)
## PC1 <= -0.5890457
## PC2 > -9.022285
## PC8 <= 0.2372562
## PC13 <= 0.3311143
## PC19 <= -2.470679
## PC35 <= 1.997663
## PC44 > -0.7814928
## PC95 > 0.000589953
## -> class 2\|4 [0.945]
##
## Rule 42/277: (31.5/1.7, lift 17.3)
## PC1 <= -0.5890457
## PC8 <= -2.280636
## PC15 <= -0.3558366
## PC19 > -2.470679
## PC38 > -0.3780469
## PC83 > 0.3178912
## PC96 > -0.2472448
## -> class 2\|4 [0.919]
##
## Rule 42/278: (25.6/1.5, lift 17.1)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC8 <= 0.2372562
## PC36 > 1.237872
## -> class 2\|4 [0.909]
##
## Rule 42/279: (9/0.1, lift 16.9)
## PC1 <= -0.5890457
## PC2 <= 2.294892
## PC10 <= -1.256764
## PC38 > -0.3780469
## -> class 2\|4 [0.899]
##
## Rule 42/280: (7.5, lift 16.8)
## PC1 > -0.5890457
## PC8 <= -4.523057
## PC40 <= -1.206696
## -> class 2\|4 [0.895]
##
## Rule 42/281: (35.3/3.2, lift 16.7)
## PC1 <= -0.5890457
## PC2 > -9.022285
## PC2 <= 2.294892
## PC8 > -2.280636
## PC8 <= 0.2372562
## PC29 > 0.2788967
## PC49 <= 0.1078666
## PC57 > 0.0557297
## -> class 2\|4 [0.888]
##
## Rule 42/282: (5.1, lift 16.2)
## PC1 <= -0.5890457
## PC8 <= -2.280636
## PC45 > 0.4344248
## PC68 > -1.82776
## PC71 > -0.3714299
## -> class 2\|4 [0.860]
##
## Rule 42/283: (32.7/10.6, lift 12.5)
## PC1 <= -0.5890457
## PC8 > -2.280636
## PC8 <= -1.679346
## PC29 <= 0.2788967
## PC32 > -2.842878
## PC57 > 0.0557297
## PC65 > 0.7856241
## PC100 <= 3.830744
## -> class 2\|4 [0.665]
##
## Rule 42/284: (45.4/14.9, lift 12.5)
## PC1 <= -0.5890457
## PC8 <= -2.280636
## PC29 <= 0.283657
## PC38 > -0.3780469
## PC48 <= -0.5637833
## PC52 > -0.4189784
## PC60 > 0.2833858
## PC71 > -0.3714299
## PC96 > -0.2472448
## -> class 2\|4 [0.665]
##
## Rule 42/285: (61.9/21.7, lift 12.1)
## PC1 > -0.5890457
## PC2 <= 2.294892
## PC8 <= -4.523057
## PC88 <= 0.001343393
## -> class 2\|4 [0.645]
##
## Default class: 2\|3
##
## ----- Trial 43: -----
##
## Rules:
##
## Rule 43/1: (92.6, lift 15.7)
## PC3 > -1.55354
## PC18 > 2.129967
## PC55 > -0.2022897
## PC57 <= 1.14565
## PC90 <= 1.310773
## PC97 <= 0.2188113
## -> class 0\|0 [0.989]
##
## Rule 43/2: (276.2/2.4, lift 15.7)
## PC1 > -0.7766915
## PC2 > 2.69087
## PC3 <= 1.640775
## PC4 > -9.045006
## PC11 <= 0.04160992
## PC13 <= 7.792017
## PC17 > 0.301585
## PC20 > -3.19087
## PC25 <= 1.063675
## PC27 <= 1.798191
## PC31 <= 0.1758941
## PC55 > -0.2022897
## PC56 <= 0.6118147
## PC68 <= 0.8948466
## PC74 > -0.1975024
## PC80 <= 0.5713273
## PC90 <= 1.310773
## PC91 <= 2.682686
## PC97 <= 0.1312201
## -> class 0\|0 [0.988]
##
## Rule 43/3: (146.8/2, lift 15.6)
## PC1 > -0.7766915
## PC12 > -1.102453
## PC13 <= 7.792017
## PC18 > 2.129967
## PC25 <= 1.063675
## PC29 <= 3.266254
## PC70 > -0.7760345
## PC75 > 0.2771872
## -> class 0\|0 [0.980]
##
## Rule 43/4: (43.6, lift 15.5)
## PC2 > 2.69087
## PC4 <= 10.01577
## PC14 <= 0.3452199
## PC18 > -0.4683644
## PC30 > -3.055781
## PC30 <= -2.630267
## PC59 <= 2.765079
## PC86 <= 4.013646
## -> class 0\|0 [0.978]
##
## Rule 43/5: (60.3/1.1, lift 15.3)
## PC1 > -0.7766915
## PC13 <= 7.792017
## PC18 > 2.129967
## PC30 > -3.055781
## PC57 > 1.170032
## PC70 > -0.7760345
## PC81 <= 1.274873
## -> class 0\|0 [0.965]
##
## Rule 43/6: (26, lift 15.3)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -0.4683644
## PC18 <= 2.129967
## -> class 0\|0 [0.964]
##
## Rule 43/7: (47.7/0.8, lift 15.3)
## PC1 > -0.7766915
## PC13 <= 7.792017
## PC18 > 2.129967
## PC25 <= 1.063675
## PC26 <= 0.6648021
## PC32 <= -0.7586462
## PC91 <= 2.682686
## -> class 0\|0 [0.964]
##
## Rule 43/8: (307.6/11.2, lift 15.3)
## PC13 <= 7.792017
## PC18 > 2.129967
## PC20 > -5.04436
## PC30 > -3.055781
## PC35 > -0.5925657
## PC60 <= 0.7364992
## PC70 <= -0.7760345
## PC81 <= 1.274873
## PC91 <= 2.682686
## -> class 0\|0 [0.961]
##
## Rule 43/9: (137.5/4.6, lift 15.3)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC10 > -6.879159
## PC11 > -0.07478525
## PC14 > 0.3452199
## PC17 <= 0.8385102
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC21 > -0.3877457
## PC30 > -0.7336521
## PC51 <= 0.4635233
## PC59 <= 2.765079
## PC87 <= 0.1197689
## -> class 0\|0 [0.960]
##
## Rule 43/10: (53.9/1.2, lift 15.3)
## PC4 <= 10.01577
## PC18 > 2.129967
## PC25 <= 1.063675
## PC26 <= 0.6648021
## PC81 <= 1.274873
## PC87 > 0.5452606
## PC91 <= 2.682686
## PC97 > 0.2188113
## -> class 0\|0 [0.960]
##
## Rule 43/11: (259.3/16.6, lift 14.8)
## PC1 > -0.7766915
## PC4 > -9.045006
## PC11 <= 0.04160992
## PC13 <= 7.792017
## PC17 > 0.301585
## PC18 > 2.129967
## PC19 > -0.1923291
## PC19 <= -0.07804497
## PC25 <= 1.063675
## PC31 <= 0.1758941
## PC55 > -0.2022897
## PC56 <= 0.6118147
## PC80 <= 0.5713273
## PC90 <= 1.310773
## PC97 <= 0.1312201
## -> class 0\|0 [0.933]
##
## Rule 43/12: (13.8/0.2, lift 14.7)
## PC2 > 2.69087
## PC3 > -1.045345
## PC18 > 2.129967
## PC57 <= 1.170032
## PC97 > 0.2188113
## -> class 0\|0 [0.927]
##
## Rule 43/13: (7.1, lift 14.1)
## PC1 > -0.7766915
## PC13 <= 7.792017
## PC18 > 2.129967
## PC25 <= 1.063675
## PC70 > 2.256165
## PC97 > 0.2188113
## -> class 0\|0 [0.890]
##
## Rule 43/14: (10.1/1.5, lift 12.7)
## PC2 > 2.69087
## PC18 > -0.4683644
## PC40 > 3.535373
## PC47 <= 4.410915
## PC69 > -1.93574
## PC79 <= 0.6314192
## -> class 0\|0 [0.796]
##
## Rule 43/15: (80.6, lift 13.6)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC11 <= -0.07478525
## PC13 <= 1.704938
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC30 > -0.7336521
## PC86 <= 4.013646
## -> class 0\|1 [0.988]
##
## Rule 43/16: (69.8, lift 13.5)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC4 <= 10.01577
## PC6 <= 0.2633233
## PC13 <= 1.704938
## PC14 > 0.3452199
## PC18 > -0.4683644
## PC20 > -2.335392
## PC30 <= -0.7336521
## PC51 <= 0.4635233
## PC69 > -1.93574
## -> class 0\|1 [0.986]
##
## Rule 43/17: (62.7, lift 13.5)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC15 > -0.04019417
## PC18 > -3.679763
## PC66 > -0.03976581
## PC73 <= -1.276582
## PC77 > 1.167778
## -> class 0\|1 [0.985]
##
## Rule 43/18: (85.8/1.3, lift 13.4)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC4 <= 10.01577
## PC13 <= 1.704938
## PC14 > 0.3452199
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC21 <= -0.3877457
## PC51 <= 0.4635233
## -> class 0\|1 [0.973]
##
## Rule 43/19: (40.5/0.2, lift 13.4)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC13 <= 1.704938
## PC14 > 0.3452199
## PC17 > 0.8385102
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC69 > -1.93574
## -> class 0\|1 [0.972]
##
## Rule 43/20: (275.1/8.2, lift 13.3)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC14 <= 0.3452199
## PC18 > 0.3130478
## PC18 <= 2.129967
## PC25 > -1.12914
## PC30 > -2.630267
## PC40 <= 3.535373
## PC59 <= 2.765079
## PC69 > -1.93574
## PC79 <= 0.6314192
## PC94 > -0.9492965
## PC99 > -1.354734
## -> class 0\|1 [0.967]
##
## Rule 43/21: (27.4, lift 13.3)
## PC13 <= 7.792017
## PC18 > 2.129967
## PC32 > -0.7586462
## PC70 > -0.7760345
## PC75 <= 0.2771872
## PC90 > 1.310773
## -> class 0\|1 [0.966]
##
## Rule 43/22: (188.1/8.2, lift 13.1)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC14 <= 0.3452199
## PC16 <= 0.6438745
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC20 > -2.335392
## PC25 > -1.12914
## PC39 <= 0.6263481
## PC43 <= -0.02019914
## PC79 <= 0.6314192
## PC99 > -1.354734
## -> class 0\|1 [0.952]
##
## Rule 43/23: (19, lift 13.1)
## PC2 > 2.69087
## PC4 <= 10.01577
## PC14 <= 0.3452199
## PC18 > 1.165779
## PC18 <= 2.129967
## PC20 > -2.335392
## PC39 > -1.450917
## PC69 > -1.93574
## PC79 > 0.6314192
## -> class 0\|1 [0.952]
##
## Rule 43/24: (32.4/0.8, lift 13.0)
## PC2 > 2.69087
## PC3 > -1.506377
## PC3 <= 1.640775
## PC17 > -0.7412659
## PC18 > -1.369805
## PC18 <= -0.4683644
## -> class 0\|1 [0.948]
##
## Rule 43/25: (141.7/6.5, lift 13.0)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC4 <= 10.01577
## PC6 <= 0.2633233
## PC13 <= 1.704938
## PC14 > 0.3452199
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC87 > 0.1197689
## -> class 0\|1 [0.948]
##
## Rule 43/26: (16.5, lift 13.0)
## PC2 > 2.69087
## PC3 > -1.506377
## PC3 <= 1.640775
## PC18 > -1.369805
## PC18 <= -0.4683644
## PC94 > 0.5095333
## -> class 0\|1 [0.946]
##
## Rule 43/27: (23.6/0.4, lift 13.0)
## PC10 <= -6.879159
## PC13 <= 1.704938
## PC18 <= 2.129967
## PC20 > -2.335392
## PC30 > -0.7336521
## -> class 0\|1 [0.945]
##
## Rule 43/28: (4.8, lift 11.7)
## PC4 > 10.01577
## PC30 > 5.609498
## -> class 0\|1 [0.853]
##
## Rule 43/29: (8.8/0.7, lift 11.6)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC18 > -1.369805
## PC18 <= -0.4683644
## PC41 <= 0.2737639
## PC43 <= -1.037438
## PC67 > -0.3275105
## -> class 0\|1 [0.846]
##
## Rule 43/30: (48.4/9.1, lift 11.0)
## PC10 <= 6.479989
## PC13 > 7.792017
## PC18 > -0.4683644
## PC46 <= -0.4839953
## -> class 0\|1 [0.799]
##
## Rule 43/31: (37.2/8.8, lift 10.3)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC18 > -1.369805
## PC18 <= -0.4683644
## PC41 > 0.2737639
## -> class 0\|1 [0.750]
##
## Rule 43/32: (1802.1/1157.8, lift 4.9)
## PC18 > 2.129967
## -> class 0\|1 [0.358]
##
## Rule 43/33: (124.4/0.3, lift 10.7)
## PC4 > 10.01577
## PC18 > -0.4683644
## PC30 <= 5.609498
## PC47 <= 4.410915
## -> class 0\|2 [0.989]
##
## Rule 43/34: (54.5, lift 10.6)
## PC13 <= -0.715044
## PC14 > -0.7727029
## PC17 > -1.503526
## PC18 > -3.278872
## PC18 <= -1.369805
## PC37 > -0.7655982
## PC55 <= 0.8780612
## PC77 <= 0.8194332
## -> class 0\|2 [0.982]
##
## Rule 43/35: (36.3, lift 10.5)
## PC4 > 9.305666
## PC18 <= -0.4683644
## PC77 <= 1.167778
## -> class 0\|2 [0.974]
##
## Rule 43/36: (28/1.3, lift 10.0)
## PC2 > 2.69087
## PC18 <= -0.4683644
## PC35 <= -0.8877975
## PC40 > -2.911253
## PC55 <= 0.8780612
## PC77 <= 1.167778
## -> class 0\|2 [0.924]
##
## Rule 43/37: (42.2/2.4, lift 10.0)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC18 <= -1.369805
## PC41 > 0.5409865
## PC55 <= 0.8780612
## -> class 0\|2 [0.924]
##
## Rule 43/38: (46.8/3.9, lift 9.7)
## PC2 > 2.69087
## PC9 > -0.03121099
## PC17 <= -1.503526
## PC35 > 0.541733
## PC46 <= 0.5515712
## -> class 0\|2 [0.900]
##
## Rule 43/39: (69.4/7.2, lift 9.6)
## PC2 > 2.69087
## PC18 > -0.4683644
## PC30 <= -3.055781
## PC47 <= 4.410915
## PC79 > -10.73198
## PC86 <= 4.013646
## -> class 0\|2 [0.885]
##
## Rule 43/40: (155.1/18.6, lift 9.5)
## PC13 > 7.792017
## PC18 > -0.4683644
## PC20 > -7.074862
## PC36 <= 1.476349
## PC46 > -0.4839953
## PC56 <= 3.572794
## PC62 > -0.453459
## PC94 > -1.420923
## -> class 0\|2 [0.875]
##
## Rule 43/41: (47.7/9.9, lift 8.4)
## PC10 > 6.479989
## PC13 > 7.792017
## PC46 <= -0.4839953
## -> class 0\|2 [0.780]
##
## Rule 43/42: (36.2/12.4, lift 7.0)
## PC2 > 2.69087
## PC18 > 2.129967
## PC81 > 1.274873
## -> class 0\|2 [0.650]
##
## Rule 43/43: (7366.9/5525.8, lift 2.7)
## PC2 > 2.69087
## -> class 0\|2 [0.250]
##
## Rule 43/44: (84.2, lift 11.7)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC4 <= 9.305666
## PC17 <= -1.503526
## PC18 <= -0.4683644
## PC21 > -0.9475972
## PC32 > -1.678754
## PC61 <= 0.8334131
## PC65 > -1.564566
## PC77 <= 0.8194332
## PC81 <= 1.302905
## PC95 <= -0.7203632
## -> class 0\|3 [0.988]
##
## Rule 43/45: (92.2/0.3, lift 11.7)
## PC7 > -0.4943706
## PC18 <= -1.369805
## PC32 > -1.678754
## PC40 <= -1.971887
## PC81 <= 1.302905
## -> class 0\|3 [0.986]
##
## Rule 43/46: (69.9, lift 11.7)
## PC13 > 7.792017
## PC18 > -0.4683644
## PC20 > -7.074862
## PC62 <= -0.453459
## PC94 > -1.420923
## -> class 0\|3 [0.986]
##
## Rule 43/47: (70.6, lift 11.7)
## PC13 > 7.792017
## PC36 > 1.476349
## -> class 0\|3 [0.986]
##
## Rule 43/48: (59.8, lift 11.6)
## PC2 > 2.69087
## PC4 > -8.261679
## PC4 <= 9.305666
## PC14 > -0.7727029
## PC18 <= -1.369805
## PC46 > 0.5515712
## -> class 0\|3 [0.984]
##
## Rule 43/49: (45.7, lift 11.6)
## PC3 <= 1.640775
## PC18 <= -1.369805
## PC40 <= -2.911253
## PC77 <= 1.167778
## -> class 0\|3 [0.979]
##
## Rule 43/50: (134.7/2.2, lift 11.6)
## PC4 <= 9.305666
## PC18 <= -1.369805
## PC32 > -1.678754
## PC34 <= -1.502949
## PC52 <= -0.5493605
## -> class 0\|3 [0.977]
##
## Rule 43/51: (41, lift 11.6)
## PC2 > 2.69087
## PC18 <= -0.4683644
## PC35 > -0.8877975
## PC40 > -2.911253
## PC49 > 1.369873
## -> class 0\|3 [0.977]
##
## Rule 43/52: (38.3, lift 11.5)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC26 <= -2.09578
## PC43 > -1.862801
## -> class 0\|3 [0.975]
##
## Rule 43/53: (126.6/2.6, lift 11.5)
## PC4 <= 9.305666
## PC14 <= -0.7727029
## PC18 <= -1.369805
## PC21 > -0.9475972
## PC26 > -2.09578
## PC32 > -1.678754
## PC77 <= 1.167778
## -> class 0\|3 [0.972]
##
## Rule 43/54: (32.8, lift 11.5)
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC14 > -0.7727029
## PC17 > -1.503526
## PC18 <= -3.278872
## PC35 > -0.8877975
## PC81 <= 1.302905
## -> class 0\|3 [0.971]
##
## Rule 43/55: (254.9/7.3, lift 11.5)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC4 <= 9.305666
## PC7 > -0.4943706
## PC9 <= -0.03121099
## PC17 <= -1.503526
## PC18 <= -1.369805
## PC26 <= 1.486508
## PC32 > -1.678754
## PC63 <= 1.387863
## PC65 > -1.564566
## PC81 <= 1.302905
## PC97 <= 1.051826
## PC99 > -0.8656638
## -> class 0\|3 [0.968]
##
## Rule 43/56: (52.4/0.9, lift 11.4)
## PC2 > 2.69087
## PC4 <= 9.305666
## PC7 > -0.4943706
## PC17 > -1.503526
## PC18 <= -0.4683644
## PC21 > -0.9475972
## PC35 > -0.8877975
## PC46 <= 0.5515712
## PC53 > 1.975861
## PC65 > -1.564566
## -> class 0\|3 [0.965]
##
## Rule 43/57: (71.6/1.7, lift 11.4)
## PC6 <= 0.09129588
## PC9 > -0.03121099
## PC17 <= -1.503526
## PC18 <= -0.4683644
## PC21 > -0.9475972
## PC24 <= -0.2294354
## PC58 > -1.250211
## PC61 <= 0.8334131
## PC63 <= 1.387863
## PC64 <= -0.4647504
## PC77 <= 0.8194332
## PC87 <= 0.0877539
## PC97 <= 1.051826
## -> class 0\|3 [0.964]
##
## Rule 43/58: (48.7/0.8, lift 11.4)
## PC4 > -8.261679
## PC10 <= 0.3247385
## PC12 > -0.1664042
## PC17 > -3.828378
## PC17 <= -1.503526
## PC18 <= -0.4683644
## PC21 > -0.9475972
## PC26 <= 1.486508
## PC32 > -1.678754
## PC35 <= 0.541733
## PC87 > 0.0877539
## PC95 > -0.7203632
## PC97 <= 1.051826
## PC99 > -0.8656638
## -> class 0\|3 [0.964]
##
## Rule 43/59: (35.4/0.3, lift 11.4)
## PC13 > 7.792017
## PC46 > -0.4839953
## PC56 <= 3.572794
## PC94 <= -1.420923
## -> class 0\|3 [0.964]
##
## Rule 43/60: (49.1/0.9, lift 11.4)
## PC2 > 2.69087
## PC2 <= 4.405044
## PC3 <= 1.640775
## PC7 <= -0.4943706
## PC18 <= -1.369805
## PC21 > -0.9475972
## PC41 <= 0.5409865
## PC77 <= 1.167778
## -> class 0\|3 [0.963]
##
## Rule 43/61: (423.5/14.9, lift 11.4)
## PC4 > -8.261679
## PC7 > -0.4943706
## PC13 > -1.751085
## PC17 > -3.828378
## PC17 <= -1.503526
## PC18 <= -1.369805
## PC28 > -0.9039682
## PC32 > -1.362498
## PC35 <= 0.541733
## PC63 <= 1.387863
## PC64 > -0.4647504
## PC87 <= 0.0877539
## PC90 > -1.043883
## PC97 <= 1.051826
## PC99 > -0.8656638
## -> class 0\|3 [0.963]
##
## Rule 43/62: (22.2, lift 11.4)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC7 <= -0.4943706
## PC18 <= -1.369805
## PC72 <= -0.6315226
## PC77 <= 1.167778
## -> class 0\|3 [0.959]
##
## Rule 43/63: (27.5/0.3, lift 11.3)
## PC17 > -1.503526
## PC18 <= -1.369805
## PC35 > -0.8877975
## PC37 > -0.7655982
## PC55 <= 0.8780612
## PC67 <= -0.1180087
## PC77 <= 1.167778
## PC80 <= 0.3583249
## PC82 <= 0.1070561
## -> class 0\|3 [0.957]
##
## Rule 43/64: (20.1, lift 11.3)
## PC7 <= -0.4943706
## PC18 <= -1.369805
## PC52 <= -0.5493605
## PC65 > 0.70856
## PC77 <= 1.167778
## -> class 0\|3 [0.955]
##
## Rule 43/65: (40.3/1, lift 11.3)
## PC3 <= 1.640775
## PC12 <= 2.894869
## PC17 <= -2.556464
## PC18 > -1.369805
## PC31 > -0.1901456
## PC43 > -1.037438
## -> class 0\|3 [0.953]
##
## Rule 43/66: (68.6/2.7, lift 11.2)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC13 > -0.715044
## PC17 > -1.503526
## PC18 <= -1.369805
## PC32 > -1.678754
## PC37 > -0.7655982
## PC61 <= 0.8334131
## PC65 > -1.564566
## PC80 <= 0.3583249
## PC82 > 0.1070561
## -> class 0\|3 [0.948]
##
## Rule 43/67: (49.3/2.4, lift 11.1)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC15 <= -0.04019417
## PC18 <= -0.4683644
## PC77 > 1.167778
## -> class 0\|3 [0.934]
##
## Rule 43/68: (66.7/3.7, lift 11.0)
## PC2 > 2.69087
## PC3 <= -1.506377
## PC18 <= -0.4683644
## PC31 > 0.2133451
## PC43 > -1.037438
## PC51 <= 1.113873
## -> class 0\|3 [0.931]
##
## Rule 43/69: (10.2, lift 10.9)
## PC4 <= 10.01577
## PC18 > -0.4683644
## PC20 <= -7.074862
## PC79 > -10.73198
## -> class 0\|3 [0.918]
##
## Rule 43/70: (23.9/1.1, lift 10.9)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC66 <= -0.03976581
## PC77 > 1.167778
## -> class 0\|3 [0.917]
##
## Rule 43/71: (8.7, lift 10.7)
## PC2 > 2.69087
## PC12 > 2.894869
## PC18 > -1.369805
## PC18 <= -0.4683644
## -> class 0\|3 [0.906]
##
## Rule 43/72: (9.1/0.1, lift 10.7)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC18 > -1.369805
## PC18 <= -0.4683644
## PC51 > 1.113873
## -> class 0\|3 [0.901]
##
## Rule 43/73: (32.6/2.9, lift 10.5)
## PC2 > 2.69087
## PC3 <= -1.506377
## PC6 > -0.2368416
## PC16 > 0.8086591
## PC18 > -1.369805
## PC18 <= -0.4683644
## -> class 0\|3 [0.888]
##
## Rule 43/74: (117.5/13.2, lift 10.4)
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC13 > -0.715044
## PC17 > -1.503526
## PC18 <= -1.369805
## PC37 > -0.7655982
## PC41 <= 0.5409865
## PC65 > -0.4111588
## PC67 > -0.1024591
## PC76 <= 0.8330782
## PC80 <= 0.3583249
## PC98 <= 0.6513261
## -> class 0\|3 [0.881]
##
## Rule 43/75: (28.5/2.9, lift 10.3)
## PC18 > -0.4683644
## PC79 <= -10.73198
## -> class 0\|3 [0.873]
##
## Rule 43/76: (21.6/2.2, lift 10.2)
## PC2 > 2.69087
## PC3 <= 1.640775
## PC18 > -1.369805
## PC18 <= -0.4683644
## PC67 <= -0.3275105
## -> class 0\|3 [0.866]
##
## Rule 43/77: (4.7, lift 10.1)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC9 <= 0.3598154
## PC18 <= -1.026199
## -> class 0\|3 [0.851]
##
## Rule 43/78: (26.7/4.8, lift 9.5)
## PC2 > 2.69087
## PC4 <= 10.01577
## PC18 > -0.4683644
## PC86 > 4.013646
## -> class 0\|3 [0.799]
##
## Rule 43/79: (85.7/17.2, lift 9.4)
## PC2 > 2.69087
## PC3 > -1.506377
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC53 <= -1.101202
## -> class 0\|3 [0.792]
##
## Rule 43/80: (20.5/3.8, lift 9.3)
## PC4 <= 10.01577
## PC13 <= 7.792017
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC30 > -3.055781
## PC59 > 2.765079
## -> class 0\|3 [0.788]
##
## Rule 43/81: (20.1/3.8, lift 9.3)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC7 <= -0.4943706
## PC18 <= -1.369805
## PC41 <= 0.5409865
## PC52 <= -0.5493605
## PC74 > -0.4427266
## -> class 0\|3 [0.783]
##
## Rule 43/82: (53.2/21.1, lift 7.1)
## PC2 > 2.69087
## PC13 > 1.704938
## PC13 <= 7.792017
## PC18 > -0.4683644
## PC18 <= 2.129967
## -> class 0\|3 [0.599]
##
## Rule 43/83: (19.1/9.1, lift 6.2)
## PC2 <= 2.69087
## PC9 > -2.012331
## PC9 <= 0.3598154
## PC10 <= -0.8274558
## -> class 0\|3 [0.525]
##
## Rule 43/84: (70.9/1.8, lift 15.8)
## PC9 > 0.3598154
## PC16 <= -0.9848477
## PC36 <= -0.07140204
## PC43 <= -0.0748131
## PC51 <= 0.4938124
## PC61 > -1.501591
## PC68 <= -1.008117
## PC91 > -0.520488
## -> class 1\|0 [0.962]
##
## Rule 43/85: (606/22.4, lift 15.8)
## PC1 > -0.436855
## PC2 > -6.720232
## PC4 > -1.291129
## PC9 > 0.3598154
## PC11 <= -0.1272279
## PC17 <= 1.790716
## PC21 > -0.871241
## PC45 <= 0.520304
## PC67 <= 0.2617142
## PC68 > -0.8404831
## PC82 > -0.3335778
## PC91 > -0.4270381
## PC95 <= 0.4803047
## -> class 1\|0 [0.962]
##
## Rule 43/86: (17.7, lift 15.6)
## PC1 > 9.529292
## PC6 <= 1.075578
## PC50 > 0.5827398
## -> class 1\|0 [0.949]
##
## Rule 43/87: (15.6, lift 15.4)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC9 <= 0.3598154
## PC16 <= -0.394697
## PC52 <= -0.3879358
## -> class 1\|0 [0.940]
##
## Rule 43/88: (9.5, lift 15.0)
## PC2 <= 2.69087
## PC4 <= -1.420852
## PC6 <= 1.075578
## PC16 <= -0.394697
## -> class 1\|0 [0.913]
##
## Rule 43/89: (9.2, lift 14.9)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC15 > -0.9117991
## PC16 <= -0.394697
## PC48 > 0.1754309
## -> class 1\|0 [0.911]
##
## Rule 43/90: (1534.4/709.3, lift 8.8)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC9 > 0.3598154
## PC53 > -3.695115
## PC68 > -1.008117
## -> class 1\|0 [0.538]
##
## Rule 43/91: (541.4/262.1, lift 8.5)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC50 > -0.2185747
## PC70 > -0.1099842
## -> class 1\|0 [0.516]
##
## Rule 43/92: (172.5, lift 15.0)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC86 > 0.5513186
## -> class 1\|1 [0.994]
##
## Rule 43/93: (110.5, lift 14.9)
## PC7 > 10.48223
## PC20 > -0.4276623
## PC27 <= 0.64168
## PC50 > -0.2185747
## -> class 1\|1 [0.991]
##
## Rule 43/94: (103, lift 14.9)
## PC1 > 9.529292
## PC6 <= 1.075578
## PC7 > -5.653081
## PC9 <= 0.3598154
## PC10 > -0.8274558
## PC28 <= 0.2592985
## PC50 <= 0.5827398
## PC82 <= 0.5142318
## -> class 1\|1 [0.990]
##
## Rule 43/95: (73, lift 14.9)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC47 <= -0.295758
## -> class 1\|1 [0.987]
##
## Rule 43/96: (68, lift 14.9)
## PC2 <= 2.69087
## PC4 <= -1.291129
## PC9 > 0.3598154
## PC17 <= 1.790716
## PC18 > 0.04101067
## PC45 <= 0.520304
## PC68 > -1.008117
## PC82 > -0.3335778
## -> class 1\|1 [0.986]
##
## Rule 43/97: (207.4/1.9, lift 14.9)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC70 <= -0.1099842
## -> class 1\|1 [0.986]
##
## Rule 43/98: (68.1, lift 14.9)
## PC2 > 2.69087
## PC8 <= -3.622398
## PC50 > -0.2185747
## PC70 > -0.1099842
## -> class 1\|1 [0.986]
##
## Rule 43/99: (169/1.5, lift 14.9)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC74 > 0.6041654
## -> class 1\|1 [0.986]
##
## Rule 43/100: (56.1, lift 14.8)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC4 > -1.420852
## PC6 <= 1.075578
## PC9 <= 0.3598154
## PC15 > -0.9117991
## PC16 <= -0.394697
## PC48 <= 0.1754309
## PC52 > -0.3879358
## -> class 1\|1 [0.983]
##
## Rule 43/101: (111.3/1.6, lift 14.7)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC6 <= 8.145261
## PC9 > 0.3598154
## PC11 > -0.1272279
## PC15 > -3.589494
## PC21 > -0.871241
## PC21 <= 0.5777489
## PC62 > -0.2326303
## PC67 <= 0.2617142
## PC68 > -1.008117
## PC82 > -0.3335778
## -> class 1\|1 [0.977]
##
## Rule 43/102: (105.2/1.6, lift 14.7)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 > -2.63019
## PC16 <= -0.9381145
## PC49 > 0.02847519
## PC85 > -0.6292372
## -> class 1\|1 [0.976]
##
## Rule 43/103: (90.6/2.4, lift 14.5)
## PC1 > -0.436855
## PC5 <= -0.8302316
## PC9 > 0.3598154
## PC31 > -0.9533708
## PC61 > -0.8806599
## PC67 > 0.2617142
## -> class 1\|1 [0.964]
##
## Rule 43/104: (134/4, lift 14.5)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.9973184
## PC22 > -2.12056
## PC50 > -0.2185747
## PC72 > -1.26589
## PC83 > -0.4965701
## -> class 1\|1 [0.963]
##
## Rule 43/105: (48.4/0.9, lift 14.5)
## PC3 > 1.640775
## PC16 <= -2.63019
## PC20 <= -0.4276623
## -> class 1\|1 [0.962]
##
## Rule 43/106: (21.4, lift 14.4)
## PC2 > 2.69087
## PC3 > 1.640775
## PC27 > 0.64168
## PC47 > -0.295758
## PC70 > -0.1099842
## -> class 1\|1 [0.957]
##
## Rule 43/107: (26.5/0.4, lift 14.4)
## PC1 > -0.436855
## PC4 > -1.291129
## PC6 <= 8.145261
## PC9 > 0.3598154
## PC17 <= 1.790716
## PC21 <= -0.871241
## PC67 <= 0.2617142
## PC68 > -1.008117
## PC83 > -0.4067275
## -> class 1\|1 [0.951]
##
## Rule 43/108: (17.6, lift 14.3)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC4 > -1.291129
## PC6 <= 8.145261
## PC9 > 0.3598154
## PC31 > -0.9533708
## PC67 <= 0.2617142
## PC68 > -1.008117
## PC83 <= -0.4067275
## -> class 1\|1 [0.949]
##
## Rule 43/109: (17.3, lift 14.3)
## PC1 > -0.436855
## PC9 > 0.3598154
## PC11 <= -0.1272279
## PC45 <= 0.520304
## PC67 <= 0.2617142
## PC82 > -0.3335778
## PC95 > 0.4803047
## -> class 1\|1 [0.948]
##
## Rule 43/110: (13.1, lift 14.1)
## PC1 > -0.436855
## PC9 > 0.3598154
## PC61 > -1.501591
## PC68 <= -1.008117
## PC91 <= -0.520488
## -> class 1\|1 [0.934]
##
## Rule 43/111: (11.6/0.1, lift 13.8)
## PC1 > -0.436855
## PC9 > 0.3598154
## PC16 <= -0.9848477
## PC51 > 0.4938124
## PC61 > -1.501591
## PC68 <= -1.008117
## -> class 1\|1 [0.918]
##
## Rule 43/112: (71.7/5.2, lift 13.8)
## PC1 > -0.436855
## PC9 > 0.3598154
## PC31 > -0.9533708
## PC45 <= 0.520304
## PC67 <= 0.2617142
## PC68 > -1.008117
## PC68 <= -0.8404831
## -> class 1\|1 [0.916]
##
## Rule 43/113: (8.4, lift 13.6)
## PC1 > -0.436855
## PC9 > 0.3598154
## PC17 <= 1.790716
## PC68 > -0.005930442
## PC79 > 0.1901409
## PC82 <= -0.3335778
## -> class 1\|1 [0.904]
##
## Rule 43/114: (69/6.4, lift 13.5)
## PC6 > 8.145261
## PC9 > 0.3598154
## PC31 > -0.9533708
## -> class 1\|1 [0.895]
##
## Rule 43/115: (122.3/12.4, lift 13.5)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 <= 0.437744
## PC46 <= -0.8327915
## -> class 1\|1 [0.892]
##
## Rule 43/116: (89.2/11.5, lift 13.0)
## PC2 > 2.69087
## PC5 <= -8.034739
## PC16 <= -0.9381145
## -> class 1\|1 [0.863]
##
## Rule 43/117: (4.7, lift 12.8)
## PC9 > 0.3598154
## PC16 <= -0.9848477
## PC36 <= -0.07140204
## PC43 > -0.0748131
## PC68 <= -1.008117
## -> class 1\|1 [0.851]
##
## Rule 43/118: (5.6/0.3, lift 12.5)
## PC1 > -0.436855
## PC6 <= 0.476807
## PC9 > 0.3598154
## PC9 <= 1.949216
## PC68 <= -1.008117
## -> class 1\|1 [0.830]
##
## Rule 43/119: (45.1/7.9, lift 12.2)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC9 > 0.3598154
## PC17 <= 1.790716
## PC31 > -0.9533708
## PC45 <= 0.520304
## PC67 <= 0.2617142
## PC68 > -1.008117
## PC82 > -0.3335778
## PC91 <= -0.4270381
## -> class 1\|1 [0.810]
##
## Rule 43/120: (13.2/3.5, lift 10.6)
## PC1 > -0.436855
## PC2 <= -6.720232
## PC9 > 0.3598154
## -> class 1\|1 [0.704]
##
## Rule 43/121: (23.7/7.7, lift 9.9)
## PC1 > -0.436855
## PC6 > 1.075578
## PC9 <= 0.3598154
## PC10 > -0.8274558
## PC18 <= 0.2284176
## PC19 > -1.178555
## PC43 <= 2.271991
## PC68 <= 0.3535132
## -> class 1\|1 [0.659]
##
## Rule 43/122: (110.4, lift 16.1)
## PC1 > -0.436855
## PC6 > 1.075578
## PC7 > 1.535702
## PC9 <= 0.3598154
## PC19 <= -1.178555
## -> class 1\|2 [0.991]
##
## Rule 43/123: (84.5, lift 16.1)
## PC1 > -0.436855
## PC6 > 1.075578
## PC9 <= 0.3598154
## PC14 <= 0.5601762
## PC49 <= -0.3700541
## PC67 <= 0.3108942
## -> class 1\|2 [0.988]
##
## Rule 43/124: (74.8, lift 16.0)
## PC1 > -0.436855
## PC6 > 0.476807
## PC9 > 0.3598154
## PC9 <= 1.949216
## PC16 > -0.9848477
## PC31 <= -0.02705851
## PC45 > -0.08849021
## -> class 1\|2 [0.986]
##
## Rule 43/125: (57.5, lift 16.0)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 > 0.437744
## PC50 <= -0.2185747
## PC87 > 0.3072045
## -> class 1\|2 [0.983]
##
## Rule 43/126: (53.6, lift 16.0)
## PC2 <= 2.69087
## PC3 > 4.562835
## PC9 > 0.3598154
## PC17 > 1.790716
## PC53 > -3.695115
## PC68 > -1.008117
## -> class 1\|2 [0.982]
##
## Rule 43/127: (46, lift 15.9)
## PC1 > 9.529292
## PC6 <= 1.075578
## PC7 <= -5.653081
## -> class 1\|2 [0.979]
##
## Rule 43/128: (46.2, lift 15.9)
## PC1 > -0.436855
## PC5 > -0.8302316
## PC9 > 0.3598154
## PC31 > -0.9533708
## PC67 > 0.2617142
## PC82 > -0.3335778
## -> class 1\|2 [0.978]
##
## Rule 43/129: (117.7/1.8, lift 15.9)
## PC1 > -0.436855
## PC6 > 1.075578
## PC9 <= 0.3598154
## PC10 > -0.8274558
## PC18 <= 0.2284176
## PC47 <= -1.122921
## -> class 1\|2 [0.977]
##
## Rule 43/130: (40.3, lift 15.9)
## PC1 > -0.436855
## PC19 <= -1.178555
## PC67 > 0.3108942
## -> class 1\|2 [0.976]
##
## Rule 43/131: (105.6/2, lift 15.8)
## PC6 > 1.075578
## PC14 <= 0.5601762
## PC19 <= -1.178555
## PC42 > 1.207632
## -> class 1\|2 [0.972]
##
## Rule 43/132: (33.3, lift 15.8)
## PC1 > -0.436855
## PC6 > 0.476807
## PC9 > 0.3598154
## PC16 > -0.9848477
## PC38 <= -0.01121791
## PC68 <= -1.008117
## -> class 1\|2 [0.972]
##
## Rule 43/133: (39.1/0.2, lift 15.8)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC9 > 0.3598154
## PC45 > 0.520304
## PC68 > -1.008117
## -> class 1\|2 [0.972]
##
## Rule 43/134: (30.1, lift 15.7)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 <= 0.437744
## PC46 > -0.8327915
## PC50 <= -0.2185747
## -> class 1\|2 [0.967]
##
## Rule 43/135: (203.5/5.7, lift 15.7)
## PC2 > 2.69087
## PC3 > 1.640775
## PC11 > -0.1352838
## PC15 > -1.571989
## PC16 > 0.437744
## PC50 <= -0.2185747
## PC91 > -0.9476128
## -> class 1\|2 [0.967]
##
## Rule 43/136: (273.3/8.3, lift 15.7)
## PC1 > -0.436855
## PC6 > 1.075578
## PC9 > -3.60995
## PC9 <= 0.3598154
## PC16 <= 4.983822
## PC18 <= 0.2284176
## PC68 > 0.3535132
## -> class 1\|2 [0.966]
##
## Rule 43/137: (111.8/3.2, lift 15.7)
## PC2 <= 2.69087
## PC10 <= -0.8274558
## PC12 <= -2.119473
## PC19 <= -1.342918
## PC49 > -1.210842
## -> class 1\|2 [0.963]
##
## Rule 43/138: (23.9, lift 15.6)
## PC2 > 2.69087
## PC3 > 1.640775
## PC22 <= -2.12056
## PC50 > -0.2185747
## -> class 1\|2 [0.961]
##
## Rule 43/139: (20.9, lift 15.6)
## PC1 > 9.529292
## PC6 <= 1.075578
## PC28 > 0.2592985
## PC82 <= 0.5142318
## -> class 1\|2 [0.956]
##
## Rule 43/140: (18, lift 15.5)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC10 > -0.8274558
## PC11 > -0.1790256
## PC18 > -1.026199
## PC25 <= -0.1371863
## PC38 <= 0.04768629
## -> class 1\|2 [0.950]
##
## Rule 43/141: (52.8/2, lift 15.4)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 > -0.9381145
## PC22 > -2.12056
## PC72 <= -1.26589
## -> class 1\|2 [0.946]
##
## Rule 43/142: (52/2.4, lift 15.2)
## PC1 > -0.436855
## PC4 <= -1.291129
## PC9 > 0.3598154
## PC18 <= 0.04101067
## PC82 > -0.3335778
## -> class 1\|2 [0.936]
##
## Rule 43/143: (52.7/2.7, lift 15.2)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC9 > 0.3598154
## PC68 > -0.005930442
## PC79 <= 0.1901409
## PC82 <= -0.3335778
## -> class 1\|2 [0.933]
##
## Rule 43/144: (28.3/1.2, lift 15.1)
## PC1 > -0.436855
## PC6 > 0.476807
## PC9 > 0.3598154
## PC16 > -0.9848477
## PC31 > -0.0662119
## PC31 <= -0.02705851
## -> class 1\|2 [0.926]
##
## Rule 43/145: (11.3, lift 15.0)
## PC1 > -0.436855
## PC6 > 1.075578
## PC6 <= 1.990487
## PC9 <= 0.3598154
## PC10 > -0.8274558
## PC18 <= 0.2284176
## -> class 1\|2 [0.925]
##
## Rule 43/146: (37.3/2.4, lift 14.8)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 > 0.9973184
## PC50 > -0.2185747
## -> class 1\|2 [0.913]
##
## Rule 43/147: (16.5/0.6, lift 14.8)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC9 <= 0.3598154
## PC10 > -0.8274558
## PC16 > -0.394697
## PC25 <= -0.1371863
## PC52 > 0.907129
## -> class 1\|2 [0.911]
##
## Rule 43/148: (87.7/7.9, lift 14.7)
## PC1 > -0.436855
## PC9 > 1.949216
## PC16 > -0.9848477
## PC68 <= -1.008117
## -> class 1\|2 [0.900]
##
## Rule 43/149: (7.7, lift 14.6)
## PC2 > 2.69087
## PC3 > 1.640775
## PC16 > -0.9381145
## PC50 > -0.2185747
## PC83 <= -0.4965701
## -> class 1\|2 [0.897]
##
## Rule 43/150: (6.7, lift 14.4)
## PC1 > -0.436855
## PC9 > 0.3598154
## PC16 <= -0.9848477
## PC61 <= -1.501591
## -> class 1\|2 [0.885]
##
## Rule 43/151: (58.3/12.9, lift 12.5)
## PC1 > -0.436855
## PC9 > 0.3598154
## PC31 <= -0.9533708
## PC68 > -1.008117
## -> class 1\|2 [0.769]
##
## Rule 43/152: (105.5/3, lift 13.1)
## PC1 > -0.436855
## PC6 > 1.990487
## PC7 <= 1.535702
## PC9 <= 0.3598154
## PC10 > -0.8274558
## PC19 <= -1.178555
## PC42 <= 1.207632
## PC49 > -0.3700541
## PC67 <= 0.3108942
## PC68 <= 0.3535132
## -> class 1\|3 [0.963]
##
## Rule 43/153: (1146/575.9, lift 6.8)
## PC3 > 1.640775
## PC16 > 0.437744
## PC50 <= -0.2185747
## -> class 1\|3 [0.497]
##
## Rule 43/154: (5370.8/3989.4, lift 3.5)
## PC1 > -0.436855
## PC2 <= 2.69087
## -> class 1\|3 [0.257]
##
## Rule 43/155: (153.2/0.1, lift 15.1)
## PC8 > -0.6680527
## PC11 > -0.6532851
## PC19 <= 0.7017543
## PC21 > 2.08639
## PC28 <= 0.1391531
## PC61 > -1.166911
## -> class 2\|0 [0.993]
##
## Rule 43/156: (123.6/0.1, lift 15.0)
## PC8 > 1.706811
## PC9 <= 3.05019
## PC11 > -0.6532851
## PC19 > -1.635959
## PC19 <= 0.7017543
## PC20 <= -0.02369508
## PC21 > 1.229187
## PC28 <= 0.1391531
## PC32 <= 1.49257
## PC61 > -1.166911
## PC88 > -0.2781975
## -> class 2\|0 [0.991]
##
## Rule 43/157: (101.1, lift 15.0)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC11 > -0.6532851
## PC19 <= 0.7017543
## PC21 > 0.01122028
## PC45 <= -0.1977667
## PC61 > -1.166911
## PC88 > -0.2781975
## -> class 2\|0 [0.990]
##
## Rule 43/158: (73.5, lift 15.0)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC10 > -0.8274558
## PC11 > -0.1790256
## PC19 <= -0.3383842
## PC21 > 0.3912949
## PC39 <= 0.1621064
## -> class 2\|0 [0.987]
##
## Rule 43/159: (325/4.3, lift 14.9)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC11 > -0.3724715
## PC19 <= -1.635959
## PC21 > 0.01122028
## PC28 <= 0.1391531
## PC41 <= 1.617613
## PC46 <= 1.406275
## PC88 > -0.2781975
## -> class 2\|0 [0.984]
##
## Rule 43/160: (101.3/1.8, lift 14.8)
## PC8 > 1.706811
## PC9 <= 3.05019
## PC11 > -0.3724715
## PC19 <= 0.7017543
## PC21 > 0.01122028
## PC32 > 1.49257
## -> class 2\|0 [0.972]
##
## Rule 43/161: (66.6/1.1, lift 14.7)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC9 <= 3.05019
## PC11 > -0.3724715
## PC19 <= 0.7017543
## PC21 > 0.01122028
## PC42 > 0.3013464
## PC88 > -0.2781975
## -> class 2\|0 [0.969]
##
## Rule 43/162: (24.2, lift 14.6)
## PC1 > -0.436855
## PC6 > 1.075578
## PC9 <= 0.3598154
## PC12 > 0.1182161
## PC18 > 0.2284176
## -> class 2\|0 [0.962]
##
## Rule 43/163: (90.4/2.6, lift 14.6)
## PC2 <= 2.69087
## PC8 > 1.706811
## PC19 <= 0.7017543
## PC94 <= -0.7417396
## -> class 2\|0 [0.961]
##
## Rule 43/164: (29.1/0.2, lift 14.6)
## PC1 <= -0.436855
## PC2 > -1.025067
## PC2 <= 2.69087
## PC4 <= 0.25686
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC34 <= -0.3792612
## -> class 2\|0 [0.960]
##
## Rule 43/165: (170.8/6.7, lift 14.5)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC9 <= 3.05019
## PC11 > -0.3724715
## PC19 > -1.635959
## PC19 <= 0.7017543
## PC20 <= -0.02369508
## PC27 > -0.602227
## PC28 <= 0.1391531
## PC61 > -1.166911
## PC75 <= 0.2064498
## PC88 > -0.2781975
## -> class 2\|0 [0.956]
##
## Rule 43/166: (14.9, lift 14.3)
## PC1 <= -0.436855
## PC2 > -0.4700584
## PC8 > 1.706811
## -> class 2\|0 [0.941]
##
## Rule 43/167: (53/3, lift 14.1)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC19 <= 0.7017543
## PC29 <= -0.1479674
## PC43 <= 0.6150092
## -> class 2\|0 [0.927]
##
## Rule 43/168: (321/24.9, lift 14.0)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC9 <= 3.05019
## PC11 > -0.3724715
## PC20 <= -0.02369508
## PC21 > 0.01122028
## PC27 > -0.602227
## PC56 <= -0.1754955
## PC61 > -1.166911
## -> class 2\|0 [0.920]
##
## Rule 43/169: (33.4/2.5, lift 13.7)
## PC1 <= -0.436855
## PC8 > 0.5458989
## PC8 <= 1.706811
## PC22 > -0.7649181
## PC44 > 0.4799442
## PC56 <= -0.1750138
## PC80 <= -0.06574257
## -> class 2\|0 [0.902]
##
## Rule 43/170: (7.7, lift 13.6)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC6 <= 1.075578
## PC10 > -0.8274558
## PC21 > 1.570358
## -> class 2\|0 [0.897]
##
## Rule 43/171: (6.6, lift 13.4)
## PC1 <= -0.436855
## PC6 > -3.408859
## PC8 > 1.706811
## PC19 <= 0.7017543
## PC21 <= 0.01122028
## PC43 > 0.6150092
## -> class 2\|0 [0.883]
##
## Rule 43/172: (163.1, lift 9.7)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC19 > -1.635959
## PC20 > -0.02369508
## PC21 > 0.01122028
## PC21 <= 2.08639
## PC32 <= 1.49257
## -> class 2\|1 [0.994]
##
## Rule 43/173: (224.5/1.5, lift 9.6)
## PC1 <= -0.436855
## PC6 > -3.408859
## PC8 > 1.706811
## PC19 <= 0.7017543
## PC21 <= 0.01122028
## PC29 > -0.1389677
## PC42 > -0.8120781
## PC43 <= 0.6150092
## PC70 <= 0.3345788
## PC81 > -0.4215223
## PC94 > -0.7417396
## -> class 2\|1 [0.989]
##
## Rule 43/174: (99.8/0.2, lift 9.6)
## PC1 <= -0.436855
## PC2 > -1.927486
## PC2 <= 2.69087
## PC3 <= 0.1184081
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC11 > -2.551643
## PC12 > -2.959378
## PC58 > -0.9523199
## PC72 > -0.4926742
## -> class 2\|1 [0.988]
##
## Rule 43/175: (70.9, lift 9.6)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC3 <= 0.1184081
## PC8 > 0.09943713
## PC12 > -2.959378
## PC35 <= -0.7500281
## PC45 > -0.01416922
## PC62 > -1.244593
## PC78 > -0.2838189
## -> class 2\|1 [0.986]
##
## Rule 43/176: (57.1, lift 9.6)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC12 > -2.959378
## PC31 > -1.119067
## PC80 > 1.31478
## PC90 > -0.474449
## -> class 2\|1 [0.983]
##
## Rule 43/177: (55.3, lift 9.6)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC4 <= -0.4762218
## PC8 <= 1.706811
## PC44 <= 0.4799442
## PC100 > -1.118593
## -> class 2\|1 [0.982]
##
## Rule 43/178: (72/0.5, lift 9.6)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC11 > -0.6532851
## PC11 <= -0.3724715
## PC21 <= 2.08639
## -> class 2\|1 [0.979]
##
## Rule 43/179: (48.8, lift 9.5)
## PC1 <= -0.436855
## PC6 > -3.408859
## PC8 > 1.706811
## PC19 > -1.635959
## PC19 <= 0.7017543
## PC27 <= -0.602227
## -> class 2\|1 [0.979]
##
## Rule 43/180: (136/2.1, lift 9.5)
## PC2 <= -1.025067
## PC8 > -0.6680527
## PC9 <= 3.300602
## PC21 > -1.980334
## PC44 <= 0.4799442
## PC58 > -0.9523199
## PC76 > -0.2802216
## PC87 <= -0.5506828
## PC90 > -0.474449
## PC93 > -0.2958874
## -> class 2\|1 [0.978]
##
## Rule 43/181: (43.3, lift 9.5)
## PC1 <= -0.436855
## PC8 > 0.5458989
## PC8 <= 1.706811
## PC22 > -0.7649181
## PC29 <= 0.2855919
## PC44 > 0.4799442
## PC56 > -0.1750138
## -> class 2\|1 [0.978]
##
## Rule 43/182: (48, lift 9.5)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC19 <= 0.7017543
## PC61 <= -1.166911
## -> class 2\|1 [0.978]
##
## Rule 43/183: (69.4/0.8, lift 9.5)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC3 <= 0.1184081
## PC8 > 0.09943713
## PC8 <= 1.706811
## PC21 > -1.286319
## PC42 > -0.3916885
## PC44 <= 0.4799442
## PC45 > -0.01416922
## PC56 <= 0.2526183
## PC58 > -0.9523199
## PC68 <= -0.5776721
## -> class 2\|1 [0.975]
##
## Rule 43/184: (35.8, lift 9.5)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC5 > -0.6553116
## PC8 > 0.09943713
## PC8 <= 1.706811
## PC62 > -1.244593
## PC72 > 0.5404838
## PC80 > -0.9106748
## PC87 > -0.5506828
## PC93 > -0.2958874
## -> class 2\|1 [0.974]
##
## Rule 43/185: (39.6/0.2, lift 9.5)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > 0.09943713
## PC21 <= -1.286319
## PC42 > -0.3916885
## -> class 2\|1 [0.972]
##
## Rule 43/186: (90.1/1.7, lift 9.5)
## PC2 <= -1.025067
## PC5 > -0.6553116
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC12 > -2.959378
## PC31 > -1.119067
## PC88 <= -0.2140597
## PC90 > -0.474449
## -> class 2\|1 [0.971]
##
## Rule 43/187: (32.9, lift 9.5)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC9 > 3.05019
## PC88 > -0.2781975
## -> class 2\|1 [0.971]
##
## Rule 43/188: (75.2/1.4, lift 9.5)
## PC2 > -2.397938
## PC2 <= 2.69087
## PC3 <= 0.1184081
## PC4 <= 0.25686
## PC5 > -0.6553116
## PC8 > 0.09943713
## PC8 <= 1.706811
## PC78 > -0.2838189
## PC87 > -0.5506828
## PC90 > -0.474449
## PC93 > -0.2958874
## -> class 2\|1 [0.970]
##
## Rule 43/189: (29.8, lift 9.4)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC3 <= 0.1184081
## PC5 > -0.6553116
## PC8 > 0.09943713
## PC8 <= 1.706811
## PC12 > -2.959378
## PC31 > -1.119067
## PC42 > -0.3916885
## PC100 > 0.3669944
## -> class 2\|1 [0.969]
##
## Rule 43/190: (29.2, lift 9.4)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC31 > -1.119067
## PC62 > -1.244593
## PC70 > -0.9037994
## PC100 <= -1.118593
## -> class 2\|1 [0.968]
##
## Rule 43/191: (313.7/9, lift 9.4)
## PC1 <= -0.436855
## PC2 <= -0.4700584
## PC8 > 1.706811
## PC10 > -0.4983281
## PC19 > 0.7017543
## PC50 > -1.089255
## -> class 2\|1 [0.968]
##
## Rule 43/192: (95.3/2.1, lift 9.4)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC3 <= -0.6198061
## PC12 > -1.169619
## PC73 <= -1.342588
## -> class 2\|1 [0.968]
##
## Rule 43/193: (26.6, lift 9.4)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC12 > -2.959378
## PC31 > -1.119067
## PC80 <= -0.9106748
## PC90 > -0.474449
## PC100 > -1.118593
## -> class 2\|1 [0.965]
##
## Rule 43/194: (34.9/0.4, lift 9.4)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC44 <= 0.4799442
## PC70 <= -0.9037994
## -> class 2\|1 [0.962]
##
## Rule 43/195: (42.7/0.8, lift 9.4)
## PC1 <= -0.436855
## PC2 <= -1.025067
## PC5 > -0.6553116
## PC8 > 1.53143
## PC8 <= 1.706811
## PC87 > -0.5506828
## -> class 2\|1 [0.961]
##
## Rule 43/196: (120.6/3.8, lift 9.4)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC11 > -0.6532851
## PC19 > -1.635959
## PC19 <= 0.7017543
## PC20 <= -0.02369508
## PC21 > 0.01122028
## PC21 <= 1.229187
## PC32 <= 1.49257
## PC42 <= 0.3013464
## PC45 > -0.1977667
## PC56 > -0.1754955
## PC61 > -1.166911
## PC75 > 0.2064498
## PC95 <= 0.3094837
## -> class 2\|1 [0.961]
##
## Rule 43/197: (46/1.3, lift 9.3)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > 0.09943713
## PC29 > 0.2544701
## PC80 > -0.9106748
## PC87 > -0.5506828
## PC93 > -0.2958874
## -> class 2\|1 [0.953]
##
## Rule 43/198: (129.5/6.2, lift 9.2)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC6 <= -0.2707502
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC44 > 0.4799442
## PC67 > -0.7714887
## PC80 > -0.06574257
## -> class 2\|1 [0.946]
##
## Rule 43/199: (67.7/2.8, lift 9.2)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC44 <= 0.4799442
## PC45 > 0.3784327
## PC62 > -1.244593
## -> class 2\|1 [0.945]
##
## Rule 43/200: (15.7, lift 9.2)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC10 > -0.8274558
## PC19 > -0.3383842
## PC21 > 0.3912949
## PC26 > -0.3086236
## -> class 2\|1 [0.944]
##
## Rule 43/201: (63.7/3.5, lift 9.1)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC19 <= 0.7017543
## PC21 > 0.01122028
## PC28 > 0.1391531
## -> class 2\|1 [0.932]
##
## Rule 43/202: (12.8, lift 9.1)
## PC1 > 9.529292
## PC6 <= 1.075578
## PC10 > -0.8274558
## PC82 > 0.5142318
## -> class 2\|1 [0.932]
##
## Rule 43/203: (25.2/1.1, lift 9.0)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC5 > -0.6553116
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC44 > 0.3509598
## PC44 <= 0.4799442
## PC62 > -1.244593
## PC90 > -0.474449
## PC93 > -0.2958874
## -> class 2\|1 [0.921]
##
## Rule 43/204: (90.4/6.6, lift 9.0)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC3 <= 0.1184081
## PC5 > -0.6553116
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC12 > -2.959378
## PC31 > -1.119067
## PC45 <= -0.01416922
## PC90 > -0.474449
## PC93 > -0.2958874
## -> class 2\|1 [0.918]
##
## Rule 43/205: (9.5, lift 8.9)
## PC1 <= -0.436855
## PC8 > -0.6680527
## PC19 <= -1.635959
## PC41 > 1.617613
## PC61 > -1.166911
## PC88 > -0.2781975
## -> class 2\|1 [0.913]
##
## Rule 43/206: (18.4/0.8, lift 8.9)
## PC1 <= -0.436855
## PC2 <= -2.397938
## PC5 > -0.6553116
## PC8 > 0.09943713
## PC8 <= 0.1542332
## PC12 > -2.959378
## PC21 > -1.980334
## PC31 > -1.119067
## PC90 > -0.474449
## -> class 2\|1 [0.911]
##
## Rule 43/207: (188.1/19.3, lift 8.7)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC19 <= 0.7017543
## PC21 <= 2.08639
## PC88 <= -0.2781975
## -> class 2\|1 [0.893]
##
## Rule 43/208: (211.8/23.1, lift 8.7)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC11 <= -0.6532851
## PC21 > 0.01122028
## -> class 2\|1 [0.887]
##
## Rule 43/209: (19.9/1.8, lift 8.5)
## PC6 > 1.075578
## PC9 <= 0.3598154
## PC10 > -0.8274558
## PC43 > 2.271991
## -> class 2\|1 [0.870]
##
## Rule 43/210: (21.5/2.7, lift 8.2)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC9 <= 0.3598154
## PC10 > -0.8274558
## PC30 > 0.2893124
## PC39 > 0.1621064
## -> class 2\|1 [0.841]
##
## Rule 43/211: (50.3/10, lift 7.7)
## PC1 <= -0.436855
## PC2 > -1.025067
## PC2 <= 2.69087
## PC4 <= 0.25686
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC34 > -0.3792612
## -> class 2\|1 [0.790]
##
## Rule 43/212: (120.2/24.6, lift 7.7)
## PC1 <= -0.436855
## PC6 > -3.408859
## PC8 > 1.706811
## PC46 > 1.406275
## -> class 2\|1 [0.790]
##
## Rule 43/213: (49.5/9.9, lift 7.7)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC9 <= 0.3598154
## PC11 <= -0.1790256
## PC16 > -0.394697
## PC21 <= 1.570358
## -> class 2\|1 [0.788]
##
## Rule 43/214: (33.8/9.1, lift 7.0)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC4 > 0.25686
## PC8 > -0.6680527
## -> class 2\|1 [0.717]
##
## Rule 43/215: (25.7/7, lift 6.9)
## PC2 <= 2.69087
## PC8 > -3.293245
## PC32 > 1.544652
## PC94 <= -1.397323
## -> class 2\|1 [0.712]
##
## Rule 43/216: (145.5, lift 11.5)
## PC1 <= -0.436855
## PC8 > -2.384402
## PC8 <= -0.6680527
## PC15 > -0.9688668
## PC16 <= 1.596346
## PC25 > -0.1510537
## PC48 <= -0.1743211
## PC57 <= 0.2320181
## PC64 > 0.05877632
## -> class 2\|2 [0.993]
##
## Rule 43/217: (175.8/0.4, lift 11.5)
## PC1 <= -0.436855
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC22 <= -1.175935
## PC26 > -2.14315
## PC57 <= 0.2320181
## PC64 > 0.05877632
## PC78 > -0.3368083
## -> class 2\|2 [0.992]
##
## Rule 43/218: (122.8/0.1, lift 11.5)
## PC2 > -8.796591
## PC2 <= 2.69087
## PC5 > 0.327785
## PC6 <= -0.6241773
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC15 > -0.9688668
## PC25 > -0.1510537
## PC39 > -0.3126133
## PC45 > -0.1562543
## PC57 <= 0.2320181
## PC64 > 0.05877632
## -> class 2\|2 [0.991]
##
## Rule 43/219: (88.3, lift 11.5)
## PC1 <= -0.436855
## PC2 <= -2.397938
## PC4 > -0.4762218
## PC8 > 0.1542332
## PC8 <= 1.53143
## PC29 <= 0.2544701
## PC42 <= -0.3916885
## PC44 <= 0.4799442
## PC72 <= 0.5404838
## PC80 > -0.9106748
## PC87 > -0.5506828
## PC88 > -0.2140597
## -> class 2\|2 [0.989]
##
## Rule 43/220: (72.4, lift 11.4)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC26 > -2.14315
## PC35 <= -0.6171572
## PC41 <= 11.08101
## PC45 <= 0.4439914
## PC57 <= 0.2320181
## PC64 <= 0.05877632
## PC73 > -1.342588
## -> class 2\|2 [0.987]
##
## Rule 43/221: (54.1, lift 11.4)
## PC1 <= -0.436855
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC31 <= -1.119067
## PC43 <= 0.2371628
## PC45 <= 0.2259143
## PC70 > -0.9037994
## -> class 2\|2 [0.982]
##
## Rule 43/222: (57.9/0.2, lift 11.4)
## PC1 <= -0.436855
## PC2 > -8.796591
## PC2 <= 2.69087
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC19 > -2.848473
## PC24 > 0.9222226
## PC26 > -2.14315
## PC57 <= 0.2320181
## -> class 2\|2 [0.981]
##
## Rule 43/223: (74.7/0.5, lift 11.4)
## PC1 <= -0.436855
## PC2 > -8.796591
## PC2 <= 2.69087
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC26 > -2.14315
## PC57 <= 0.2320181
## PC84 <= -0.53539
## -> class 2\|2 [0.980]
##
## Rule 43/224: (41.6, lift 11.3)
## PC1 <= -0.436855
## PC8 <= -0.6680527
## PC15 > -0.9688668
## PC25 > -0.1510537
## PC54 <= -0.6861314
## PC57 <= 0.2320181
## PC64 > 0.05877632
## PC73 > -1.342588
## -> class 2\|2 [0.977]
##
## Rule 43/225: (109.1/1.9, lift 11.3)
## PC2 <= -2.397938
## PC4 > -0.4762218
## PC8 > 0.09943713
## PC8 <= 1.53143
## PC21 > -1.286319
## PC29 <= 0.2544701
## PC35 > -0.7500281
## PC44 <= 0.3509598
## PC45 > -0.01416922
## PC58 > -0.9523199
## PC68 > -0.5776721
## PC72 <= 0.5404838
## PC80 > -0.9106748
## PC87 > -0.5506828
## PC88 > -0.2140597
## PC100 <= 0.3669944
## -> class 2\|2 [0.974]
##
## Rule 43/226: (45.2/0.3, lift 11.3)
## PC1 <= -0.436855
## PC12 > -2.959378
## PC21 <= -1.980334
## PC44 <= 0.4090476
## PC45 > -0.01416922
## PC62 > -1.244593
## PC78 > -0.2838189
## PC88 > -0.2140597
## -> class 2\|2 [0.973]
##
## Rule 43/227: (33.2, lift 11.3)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC22 <= -0.7649181
## PC44 > 0.4799442
## PC59 > -0.02268939
## -> class 2\|2 [0.972]
##
## Rule 43/228: (29.5, lift 11.2)
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC41 <= -7.500299
## -> class 2\|2 [0.968]
##
## Rule 43/229: (105.1/2.6, lift 11.2)
## PC1 <= -0.436855
## PC2 <= -1.927486
## PC5 <= -0.6553116
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC44 <= 0.4090476
## PC80 > -0.9106748
## -> class 2\|2 [0.966]
##
## Rule 43/230: (25.7, lift 11.2)
## PC2 <= -1.025067
## PC8 <= 1.706811
## PC9 > 3.300602
## PC31 > -1.119067
## PC44 <= 0.4799442
## PC78 > -0.2838189
## PC80 <= 1.31478
## PC87 <= -0.5506828
## PC100 > -1.118593
## -> class 2\|2 [0.964]
##
## Rule 43/231: (24, lift 11.2)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -3.293245
## PC19 > -2.848473
## PC23 > 2.616331
## PC26 > -2.14315
## PC57 <= 0.2320181
## -> class 2\|2 [0.962]
##
## Rule 43/232: (49.8/1, lift 11.1)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC10 > -0.5372176
## PC11 > -0.1790256
## PC16 > -0.394697
## PC21 <= 0.3912949
## PC25 > -0.1371863
## PC39 <= 0.1621064
## -> class 2\|2 [0.961]
##
## Rule 43/233: (22.3, lift 11.1)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC3 <= -0.6198061
## PC8 <= -0.6680527
## PC12 <= -1.169619
## PC73 <= -1.342588
## -> class 2\|2 [0.959]
##
## Rule 43/234: (136.6/5.2, lift 11.1)
## PC2 <= -1.927486
## PC4 > -0.4762218
## PC4 <= 0.25686
## PC8 > -0.6680527
## PC8 <= 0.09943713
## PC44 <= 0.3509598
## PC45 > -0.01416922
## PC58 > -0.9523199
## PC70 > -0.9037994
## PC78 > -0.2838189
## PC87 > -0.5506828
## PC93 > -0.2958874
## PC100 > -1.118593
## -> class 2\|2 [0.955]
##
## Rule 43/235: (88.9/3.1, lift 11.1)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC12 <= -2.959378
## PC44 <= 0.4799442
## -> class 2\|2 [0.955]
##
## Rule 43/236: (19, lift 11.0)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC26 > -2.14315
## PC35 > -0.6171572
## PC57 <= 0.2320181
## PC62 > 1.348455
## PC73 > -1.342588
## -> class 2\|2 [0.952]
##
## Rule 43/237: (93.1/4.4, lift 10.9)
## PC1 <= -0.436855
## PC6 <= -0.2201574
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC13 > -0.9764164
## PC13 <= 0.1701992
## PC28 > -0.02063061
## PC42 <= 1.661112
## PC45 <= 0.4439914
## PC49 <= -0.06831899
## PC54 <= 1.0651
## PC57 > 0.2320181
## -> class 2\|2 [0.944]
##
## Rule 43/238: (19.2/0.2, lift 10.9)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC6 > -0.2201574
## PC8 > -3.293245
## PC18 > 0.09145565
## PC30 > 0.1400273
## PC57 > 0.2320181
## PC73 > -1.342588
## PC85 <= -0.01480961
## -> class 2\|2 [0.941]
##
## Rule 43/239: (89.3/4.7, lift 10.9)
## PC2 <= 2.69087
## PC8 > -2.839187
## PC8 <= -0.6680527
## PC32 <= 1.544652
## PC73 > -1.342588
## PC94 <= -1.397323
## -> class 2\|2 [0.937]
##
## Rule 43/240: (112.2/6.3, lift 10.9)
## PC1 <= -0.436855
## PC2 <= -2.397938
## PC8 > 0.1542332
## PC8 <= 1.53143
## PC21 > -1.286319
## PC29 <= 0.2544701
## PC35 > -0.7500281
## PC44 <= 0.3509598
## PC45 > -0.01416922
## PC56 > 0.2526183
## PC58 > -0.9523199
## PC72 <= 0.5404838
## PC87 > -0.5506828
## PC100 <= 0.3669944
## -> class 2\|2 [0.936]
##
## Rule 43/241: (13.4, lift 10.8)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC41 <= 11.08101
## PC45 > -0.1562543
## PC56 <= -0.8994956
## PC57 <= 0.2320181
## PC64 <= 0.05877632
## -> class 2\|2 [0.935]
##
## Rule 43/242: (213.3/15.4, lift 10.7)
## PC1 <= -0.436855
## PC2 > -8.796591
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC16 <= 1.596346
## PC25 > -0.1645676
## PC45 > -0.1562543
## PC57 <= 0.2320181
## PC60 <= -0.5467761
## PC62 <= 1.348455
## PC79 <= 0.4636682
## -> class 2\|2 [0.924]
##
## Rule 43/243: (11.2, lift 10.7)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC19 > -2.848473
## PC24 <= 0.9222226
## PC25 <= -0.1645676
## PC26 > -2.14315
## PC45 <= 0.4439914
## PC57 <= 0.2320181
## PC64 <= 0.05877632
## PC73 > -1.342588
## -> class 2\|2 [0.922]
##
## Rule 43/244: (26.6/1.3, lift 10.7)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC44 <= 0.4090476
## PC45 <= 0.3784327
## PC58 > -0.9523199
## PC76 <= -0.2802216
## PC78 > -0.2838189
## PC80 <= 1.31478
## PC87 <= -0.5506828
## -> class 2\|2 [0.919]
##
## Rule 43/245: (99.1/7.2, lift 10.7)
## PC1 <= -0.436855
## PC2 <= -1.927486
## PC4 > -0.4762218
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC44 <= 0.4090476
## PC78 > -0.2838189
## PC80 > -0.9106748
## PC80 <= 1.31478
## PC88 > -0.2140597
## PC93 <= -0.2958874
## -> class 2\|2 [0.919]
##
## Rule 43/246: (9.4, lift 10.6)
## PC1 <= -0.436855
## PC4 > -0.1153735
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC18 <= 0.09145565
## PC19 > 2.487402
## -> class 2\|2 [0.912]
##
## Rule 43/247: (9.2, lift 10.6)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC23 > 3.106239
## PC46 > 0.413817
## -> class 2\|2 [0.911]
##
## Rule 43/248: (10.1, lift 10.6)
## PC1 <= -0.436855
## PC6 > -3.408859
## PC8 > 1.706811
## PC50 <= -1.089255
## -> class 2\|2 [0.910]
##
## Rule 43/249: (8.5, lift 10.5)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -3.293245
## PC41 <= 11.08101
## PC57 <= 0.2320181
## PC64 <= 0.05877632
## PC73 > -1.342588
## PC79 > 0.4636682
## PC99 > -1.635504
## -> class 2\|2 [0.904]
##
## Rule 43/250: (110.6/11.4, lift 10.3)
## PC1 <= -0.436855
## PC2 <= -1.025067
## PC4 > -0.4762218
## PC4 <= 0.25686
## PC8 > -0.6680527
## PC8 <= 1.706811
## PC44 <= 0.4799442
## PC58 > -0.9523199
## PC78 > -0.2838189
## PC90 <= -0.474449
## PC100 > -1.118593
## -> class 2\|2 [0.890]
##
## Rule 43/251: (16.7/1.5, lift 10.0)
## PC1 <= -0.436855
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC30 > -0.4768026
## PC32 > 1.516528
## PC45 <= 0.4439914
## PC57 > 0.2320181
## PC94 > -1.397323
## -> class 2\|2 [0.866]
##
## Rule 43/252: (24.4/4.4, lift 9.2)
## PC1 <= -0.436855
## PC3 > -0.6198061
## PC8 <= -0.6680527
## PC73 <= -1.342588
## PC95 > -1.339172
## -> class 2\|2 [0.796]
##
## Rule 43/253: (75.9/16.1, lift 9.0)
## PC1 <= -0.436855
## PC3 <= 0.1184081
## PC8 > -0.6680527
## PC11 <= -2.551643
## PC44 <= 0.4799442
## -> class 2\|2 [0.780]
##
## Rule 43/254: (13.8/2.5, lift 9.0)
## PC1 <= -0.436855
## PC8 > 1.706811
## PC19 <= 0.7017543
## PC21 <= 0.01122028
## PC42 <= -0.8120781
## -> class 2\|2 [0.776]
##
## Rule 43/255: (30.4/10.4, lift 7.5)
## PC8 > -3.293245
## PC41 > 11.08101
## -> class 2\|2 [0.648]
##
## Rule 43/256: (106.8, lift 8.5)
## PC1 <= -0.436855
## PC8 <= -3.293245
## PC11 > -4.669395
## PC13 > 0.2665539
## PC85 <= 0.4518699
## -> class 2\|3 [0.991]
##
## Rule 43/257: (303.2/3.7, lift 8.5)
## PC6 > -0.2201574
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC10 > -0.2485289
## PC11 > -4.669395
## PC18 > 0.09145565
## PC32 <= 1.516528
## PC57 > 0.2320181
## PC85 > -0.01480961
## PC94 > -1.397323
## -> class 2\|3 [0.985]
##
## Rule 43/258: (98.5/1.4, lift 8.4)
## PC2 <= 2.69087
## PC8 <= -3.293245
## PC45 > 0.1526884
## PC85 <= 0.4518699
## -> class 2\|3 [0.976]
##
## Rule 43/259: (132.2/2.5, lift 8.4)
## PC1 > -0.436855
## PC9 <= -2.012331
## PC10 <= -0.8274558
## PC19 > -1.342918
## PC36 > -4.764976
## PC90 <= 0.3784266
## -> class 2\|3 [0.974]
##
## Rule 43/260: (148.8/2.9, lift 8.4)
## PC1 <= -0.436855
## PC8 <= -3.293245
## PC23 <= 3.106239
## PC46 > 0.413817
## -> class 2\|3 [0.974]
##
## Rule 43/261: (42.8/0.6, lift 8.3)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC15 <= -0.9688668
## PC22 > -1.175935
## PC64 > 0.05877632
## PC84 > -0.53539
## -> class 2\|3 [0.965]
##
## Rule 43/262: (21.3, lift 8.3)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC10 <= -0.8274558
## PC84 > 0.6618369
## -> class 2\|3 [0.957]
##
## Rule 43/263: (63.8/4.6, lift 7.9)
## PC1 <= -0.436855
## PC8 <= -3.293245
## PC25 <= 0.29941
## PC81 <= -0.5664122
## -> class 2\|3 [0.915]
##
## Rule 43/264: (168.7/23.4, lift 7.4)
## PC2 <= 2.69087
## PC8 <= -3.293245
## PC25 > 0.29941
## -> class 2\|3 [0.857]
##
## Rule 43/265: (29.7/7.1, lift 6.4)
## PC2 <= 2.69087
## PC8 <= 1.706811
## PC44 > 0.4799442
## PC67 <= -0.7714887
## PC80 > -0.06574257
## -> class 2\|3 [0.744]
##
## Rule 43/266: (39.1/14.1, lift 5.5)
## PC1 > -0.436855
## PC1 <= 9.529292
## PC2 <= 2.69087
## PC6 <= 1.075578
## PC10 > -0.8274558
## PC16 > -0.394697
## PC30 <= 0.2893124
## PC39 > 0.1621064
## -> class 2\|3 [0.634]
##
## Rule 43/267: (172.1/74.4, lift 4.9)
## PC1 > -0.436855
## PC6 <= 1.075578
## PC9 <= 0.3598154
## PC15 <= -0.9117991
## PC16 <= -0.394697
## -> class 2\|3 [0.567]
##
## Rule 43/268: (44/21.8, lift 4.4)
## PC1 > -0.436855
## PC6 > 1.075578
## PC9 <= 0.3598154
## PC10 > -0.2465936
## PC18 > 0.2284176
## -> class 2\|3 [0.505]
##
## Rule 43/269: (7200.3/5103.4, lift 2.5)
## PC1 <= -0.436855
## PC2 <= 2.69087
## -> class 2\|3 [0.291]
##
## Rule 43/270: (166, lift 18.2)
## PC1 <= -0.436855
## PC11 <= -4.669395
## -> class 2\|4 [0.994]
##
## Rule 43/271: (202.1/2.3, lift 18.0)
## PC1 <= -0.436855
## PC8 <= -0.6680527
## PC19 <= -2.848473
## PC23 <= 1.245685
## -> class 2\|4 [0.984]
##
## Rule 43/272: (60.1/0.2, lift 17.9)
## PC1 <= -0.436855
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC19 <= -2.848473
## PC73 > 0.2862328
## -> class 2\|4 [0.980]
##
## Rule 43/273: (85.3/0.9, lift 17.9)
## PC1 > -0.436855
## PC9 <= -2.012331
## PC19 > -1.342918
## PC84 <= 0.6618369
## PC85 > 0.4297078
## PC90 > 0.3784266
## -> class 2\|4 [0.978]
##
## Rule 43/274: (312.4/7.2, lift 17.8)
## PC1 <= -0.436855
## PC8 <= -3.293245
## PC20 <= 0.5943155
## PC25 <= 0.29941
## PC46 <= 0.413817
## PC73 > -1.342588
## PC76 > -1.200055
## PC81 > -0.5664122
## PC85 > 0.4518699
## -> class 2\|4 [0.974]
##
## Rule 43/275: (30.3, lift 17.7)
## PC8 <= -3.293245
## PC46 <= 0.413817
## PC55 > 3.733466
## -> class 2\|4 [0.969]
##
## Rule 43/276: (29, lift 17.7)
## PC1 > -0.436855
## PC6 > 1.075578
## PC10 <= -0.2465936
## PC12 <= 0.1182161
## PC18 > 0.2284176
## -> class 2\|4 [0.968]
##
## Rule 43/277: (69.4/1.6, lift 17.6)
## PC1 <= -0.436855
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC19 <= -2.848473
## PC60 > -0.2318248
## PC96 > 0.03813855
## -> class 2\|4 [0.964]
##
## Rule 43/278: (248/15.4, lift 17.1)
## PC2 <= 2.69087
## PC8 <= -3.324989
## PC13 <= 0.2665539
## PC22 > -1.943637
## PC36 <= 0.2757236
## PC45 <= 0.1526884
## PC46 <= 0.413817
## PC55 <= -0.04459572
## PC73 > -0.007458809
## PC89 <= 0.8710656
## PC96 <= 0.3129266
## -> class 2\|4 [0.935]
##
## Rule 43/279: (81.8/6.5, lift 16.7)
## PC1 <= -0.436855
## PC8 <= -3.293245
## PC19 <= 0.8002632
## PC22 > -1.943637
## PC36 <= 0.2757236
## PC38 <= -0.1622399
## PC45 <= 0.1526884
## PC53 <= 1.251778
## PC55 > -0.04459572
## PC72 <= 0.8742466
## PC73 > -0.007458809
## PC89 <= 0.8710656
## PC96 <= 0.3129266
## -> class 2\|4 [0.911]
##
## Rule 43/280: (34.3/2.7, lift 16.4)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC4 <= -0.1153735
## PC6 > -0.2201574
## PC8 > -3.293245
## PC18 <= 0.09145565
## PC57 > 0.2320181
## -> class 2\|4 [0.898]
##
## Rule 43/281: (5.8, lift 16.0)
## PC1 > -0.436855
## PC2 <= 2.69087
## PC36 <= -4.764976
## -> class 2\|4 [0.872]
##
## Rule 43/282: (5.7, lift 15.9)
## PC1 <= -0.436855
## PC2 <= 2.69087
## PC6 <= -0.2201574
## PC8 > -3.293245
## PC8 <= -0.6680527
## PC29 > 0.3387158
## PC41 > -7.500299
## PC73 > -1.342588
## -> class 2\|4 [0.869]
##
## Rule 43/283: (218.4/57.8, lift 13.4)
## PC8 <= -3.376679
## PC10 <= -0.9073904
## PC43 > -0.1133181
## PC46 <= 0.413817
## -> class 2\|4 [0.733]
##
## Default class: 2\|3
##
## ----- Trial 44: -----
##
## Rules:
##
## Rule 44/1: (141.5/0.3, lift 15.7)
## PC2 <= 6.659554
## PC12 <= -0.5622072
## PC13 > -2.659486
## PC18 > 2.052136
## PC29 > -1.342226
## PC43 <= 0.9013982
## PC72 <= 0.3479899
## -> class 0\|0 [0.991]
##
## Rule 44/2: (197.9/0.8, lift 15.7)
## PC2 <= 6.659554
## PC13 > -2.659486
## PC13 <= 8.296689
## PC17 > 0.295374
## PC18 > 2.052136
## PC19 > -0.2703847
## PC25 <= 1.063675
## PC28 <= 2.985367
## PC29 > -1.342226
## PC43 <= 0.9013982
## PC47 <= 0.670591
## PC72 <= 0.3479899
## PC86 > 0.2565213
## PC87 <= 0.2748099
## PC97 <= 0.3471597
## -> class 0\|0 [0.991]
##
## Rule 44/3: (60, lift 15.6)
## PC2 <= 6.659554
## PC13 > -2.659486
## PC18 > 2.81477
## PC25 <= 1.063675
## PC72 > 0.3479899
## PC97 <= 0.3471597
## -> class 0\|0 [0.984]
##
## Rule 44/4: (126.8/2.1, lift 15.4)
## PC13 <= 8.296689
## PC18 > 2.052136
## PC20 > -4.546392
## PC25 <= 1.063675
## PC28 <= 2.985367
## PC50 <= -0.5168439
## PC74 > -1.851438
## -> class 0\|0 [0.976]
##
## Rule 44/5: (83.4/1.4, lift 15.4)
## PC7 <= 0.6390125
## PC10 <= -2.485566
## PC14 > 0.5727633
## PC18 <= 2.052136
## PC24 > 0.09917192
## PC26 <= 0.4644095
## PC42 > 0.17778
## PC63 <= 0.877684
## -> class 0\|0 [0.971]
##
## Rule 44/6: (23.3, lift 15.2)
## PC2 <= 6.659554
## PC18 > 2.052136
## PC32 > 0.5663381
## PC74 > -1.851438
## PC87 > 0.2748099
## -> class 0\|0 [0.960]
##
## Rule 44/7: (21.6, lift 15.2)
## PC2 <= 6.659554
## PC13 <= 8.296689
## PC18 > 2.052136
## PC19 <= 0.008498676
## PC25 <= 1.063675
## PC37 > 0.8798417
## PC74 > -1.851438
## PC87 <= 0.2748099
## PC97 > 0.3471597
## -> class 0\|0 [0.958]
##
## Rule 44/8: (20.8, lift 15.1)
## PC2 > 2.5099
## PC3 > -1.015498
## PC18 > 2.052136
## PC37 <= 0.8798417
## PC87 <= 0.2748099
## PC97 > 0.3471597
## -> class 0\|0 [0.956]
##
## Rule 44/9: (23.3/0.7, lift 14.8)
## PC18 > 2.052136
## PC20 > -4.546392
## PC81 <= 1.889598
## PC87 > 0.2748099
## PC91 <= 3.159646
## PC100 <= -0.6412891
## -> class 0\|0 [0.935]
##
## Rule 44/10: (248.5/15.8, lift 14.8)
## PC13 <= 8.296689
## PC18 > 2.052136
## PC19 <= 0.008498676
## PC24 <= -2.605266
## PC52 > -2.365682
## PC74 > -1.851438
## PC81 <= 1.889598
## PC91 <= 3.159646
## -> class 0\|0 [0.933]
##
## Rule 44/11: (392.7/25.8, lift 14.8)
## PC2 <= 6.659554
## PC11 <= 0.04439628
## PC13 <= 2.968269
## PC17 > 0.295374
## PC18 > 2.052136
## PC29 > -0.895974
## PC30 > -3.190067
## PC43 <= 0.9013982
## PC47 <= 0.670591
## PC55 > -0.4747343
## PC72 <= 0.3479899
## PC87 <= 0.2748099
## PC97 <= 0.3471597
## -> class 0\|0 [0.932]
##
## Rule 44/12: (9.7, lift 14.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.443306
## PC9 > -0.5763125
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC40 > -2.091298
## -> class 0\|0 [0.914]
##
## Rule 44/13: (48/3.6, lift 14.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > -0.5763125
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC39 > 2.312526
## PC76 > -1.71424
## -> class 0\|0 [0.909]
##
## Rule 44/14: (57.2/6.6, lift 13.8)
## PC2 <= 6.659554
## PC18 > 2.052136
## PC29 <= -1.342226
## PC55 > -0.4747343
## PC66 <= -0.02252317
## -> class 0\|0 [0.872]
##
## Rule 44/15: (4.5/0.2, lift 13.0)
## PC13 > 8.296689
## PC20 > -4.546392
## PC31 > 0.1783828
## PC46 <= 0.3408822
## PC66 <= 0.444275
## -> class 0\|0 [0.819]
##
## Rule 44/16: (9.8/1.5, lift 12.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > 0.5727633
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC26 <= 0.4644095
## PC42 <= 0.17778
## PC76 <= -0.28533
## -> class 0\|0 [0.787]
##
## Rule 44/17: (20/5.9, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > -0.5763125
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC40 > -2.091298
## PC76 <= -1.71424
## -> class 0\|0 [0.687]
##
## Rule 44/18: (61.8, lift 12.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC46 <= -1.653768
## PC53 <= 0.0601678
## -> class 0\|1 [0.984]
##
## Rule 44/19: (41.9/0.4, lift 12.6)
## PC3 <= 1.640775
## PC15 > -0.04019417
## PC18 <= -0.4683644
## PC57 > 0.2684259
## PC77 > 1.167778
## -> class 0\|1 [0.968]
##
## Rule 44/20: (75.7/2.5, lift 12.5)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC15 > -0.1293279
## PC18 > -1.148188
## PC18 <= -0.4683644
## PC28 <= -0.05898223
## -> class 0\|1 [0.955]
##
## Rule 44/21: (14.7, lift 12.3)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC86 > 0.2531536
## PC86 <= 0.2565213
## -> class 0\|1 [0.940]
##
## Rule 44/22: (28.8/0.9, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1548424
## PC18 > -1.148188
## PC18 <= -0.4683644
## -> class 0\|1 [0.939]
##
## Rule 44/23: (3276.1/1947.6, lift 5.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## -> class 0\|1 [0.406]
##
## Rule 44/24: (91.2, lift 11.1)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.546392
## PC40 <= -2.091298
## PC43 > -0.1693497
## PC59 > -0.2472059
## PC67 <= 0.7323884
## -> class 0\|2 [0.989]
##
## Rule 44/25: (76.4, lift 11.0)
## PC13 > 1.698335
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.546392
## PC45 <= -0.3615161
## PC47 <= 4.410915
## -> class 0\|2 [0.987]
##
## Rule 44/26: (69.7, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= -0.5763125
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.546392
## PC30 <= 5.609498
## PC32 <= 1.02988
## PC86 <= 4.257531
## -> class 0\|2 [0.986]
##
## Rule 44/27: (120/0.7, lift 11.0)
## PC2 > 2.5099
## PC13 > 1.698335
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.546392
## PC31 <= 0.04042177
## PC47 <= 4.410915
## -> class 0\|2 [0.986]
##
## Rule 44/28: (55.5, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1084647
## PC18 > -1.91947
## PC18 <= -1.148188
## PC38 <= 1.097856
## PC41 > 0.0949695
## PC44 <= 0.4864983
## PC54 <= 2.459018
## PC89 <= 1.186144
## -> class 0\|2 [0.983]
##
## Rule 44/29: (88.2/0.6, lift 11.0)
## PC4 <= -7.097243
## PC18 > -1.91947
## PC18 <= -0.4683644
## PC43 > -1.939943
## -> class 0\|2 [0.982]
##
## Rule 44/30: (54.2, lift 11.0)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC20 > -4.546392
## PC30 <= -3.190067
## PC47 <= 4.410915
## -> class 0\|2 [0.982]
##
## Rule 44/31: (95.3/0.7, lift 11.0)
## PC2 > 2.5099
## PC7 <= -0.3715344
## PC13 > 1.698335
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC47 <= 4.410915
## -> class 0\|2 [0.982]
##
## Rule 44/32: (48.2, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC32 <= 0.2246509
## PC40 > -2.091298
## PC43 > 0.3698484
## PC69 > 0.5505575
## -> class 0\|2 [0.980]
##
## Rule 44/33: (44.6, lift 10.9)
## PC4 <= -8.261679
## PC18 <= -0.4683644
## PC43 > -1.939943
## -> class 0\|2 [0.979]
##
## Rule 44/34: (110.4/1.4, lift 10.9)
## PC3 <= 1.640775
## PC16 > 0.3901089
## PC18 > -1.91947
## PC18 <= -1.148188
## PC43 > -1.939943
## PC44 > 0.4864983
## PC49 <= 1.369873
## PC79 <= 1.457639
## PC81 <= 0.1909863
## -> class 0\|2 [0.979]
##
## Rule 44/35: (46.2, lift 10.9)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC8 <= 0.1548424
## PC18 > -1.148188
## PC18 <= -0.4683644
## PC26 > -0.4127145
## PC28 > -0.05898223
## -> class 0\|2 [0.979]
##
## Rule 44/36: (46.7, lift 10.9)
## PC13 > 8.296689
## PC18 > 2.052136
## PC66 > 0.444275
## -> class 0\|2 [0.979]
##
## Rule 44/37: (42.4, lift 10.9)
## PC2 > 2.5099
## PC7 > 0.2251046
## PC13 > 1.698335
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.546392
## -> class 0\|2 [0.977]
##
## Rule 44/38: (62.9/0.7, lift 10.9)
## PC3 <= 1.640775
## PC13 <= 3.517691
## PC18 <= -1.91947
## PC37 <= -0.8882177
## PC40 > -2.911253
## PC43 > -1.939943
## PC49 <= 1.369873
## PC54 <= 2.459018
## PC82 > -3.876649
## PC85 <= 1.50973
## PC92 <= 1.240733
## -> class 0\|2 [0.974]
##
## Rule 44/39: (60/0.7, lift 10.9)
## PC4 <= -7.01188
## PC18 <= -0.4683644
## PC72 > -0.6186664
## PC87 > 0.1086059
## -> class 0\|2 [0.972]
##
## Rule 44/40: (32.7, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.91947
## PC18 <= -1.148188
## PC38 <= 1.097856
## PC40 > -2.911253
## PC46 > -1.653768
## PC54 <= 2.459018
## PC61 > 0.4093129
## PC89 <= 1.186144
## -> class 0\|2 [0.971]
##
## Rule 44/41: (37/0.1, lift 10.8)
## PC18 > -1.91947
## PC18 <= -1.148188
## PC49 <= 1.369873
## PC79 > 1.457639
## PC85 <= 1.50973
## -> class 0\|2 [0.971]
##
## Rule 44/42: (31.4/0.1, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= -0.2090016
## PC14 > 0.5727633
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.546392
## -> class 0\|2 [0.967]
##
## Rule 44/43: (26.3, lift 10.8)
## PC4 <= -7.01188
## PC18 <= -1.148188
## PC61 <= -0.322345
## PC77 <= 1.167778
## PC100 > -1.924866
## -> class 0\|2 [0.965]
##
## Rule 44/44: (43.6/0.6, lift 10.8)
## PC2 > 2.5099
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.546392
## PC32 <= 0.2246509
## PC39 <= 2.312526
## PC86 <= 4.257531
## PC93 <= -1.242089
## -> class 0\|2 [0.964]
##
## Rule 44/45: (24.9, lift 10.8)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC15 <= -0.1293279
## PC18 > -1.148188
## PC18 <= -0.4683644
## PC26 > -0.4127145
## -> class 0\|2 [0.963]
##
## Rule 44/46: (23.8, lift 10.7)
## PC2 > 2.5099
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC18 <= 0.1517829
## PC32 <= 0.2246509
## PC39 > 0.6509454
## PC39 <= 2.312526
## -> class 0\|2 [0.961]
##
## Rule 44/47: (40.5/0.8, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC26 > 1.455002
## PC40 > -2.911253
## PC54 <= 2.459018
## PC85 <= 1.50973
## PC100 > -1.924866
## -> class 0\|2 [0.957]
##
## Rule 44/48: (23.8/0.1, lift 10.7)
## PC7 > -0.1430541
## PC19 <= -0.3036996
## PC20 <= -4.546392
## PC47 <= 4.410915
## -> class 0\|2 [0.957]
##
## Rule 44/49: (68.2/2.2, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.148188
## PC28 <= 0.4372537
## PC40 > -2.911253
## PC43 > -1.939943
## PC49 > 0.982691
## PC49 <= 1.369873
## PC53 > -0.196674
## PC82 > -3.876649
## PC85 <= 1.50973
## -> class 0\|2 [0.955]
##
## Rule 44/50: (51.4/1.5, lift 10.7)
## PC3 <= 1.640775
## PC9 > 0.498276
## PC18 <= -1.91947
## PC19 > -0.4895512
## PC39 > -0.8660419
## PC49 <= 1.369873
## PC85 <= 1.50973
## PC96 > -0.1761198
## -> class 0\|2 [0.954]
##
## Rule 44/51: (20.6, lift 10.6)
## PC18 <= -1.91947
## PC38 <= 1.431272
## PC49 <= 0.982691
## PC54 > 1.583916
## PC54 <= 2.459018
## PC82 > -3.876649
## -> class 0\|2 [0.953]
##
## Rule 44/52: (19.1, lift 10.6)
## PC13 > 1.698335
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC26 <= -0.7422134
## -> class 0\|2 [0.953]
##
## Rule 44/53: (24.6/0.4, lift 10.6)
## PC2 > 2.5099
## PC18 <= -1.148188
## PC19 > -0.4895512
## PC41 > 0.5409865
## PC46 > -1.653768
## -> class 0\|2 [0.947]
##
## Rule 44/54: (137.2/6.5, lift 10.6)
## PC3 <= 1.640775
## PC6 <= 0.1084647
## PC18 > -1.91947
## PC18 <= -1.148188
## PC23 > -1.979556
## PC34 > -1.080727
## PC38 <= 1.097856
## PC43 > -1.939943
## PC47 <= 1.604923
## PC54 <= 2.459018
## PC63 <= 0.6965395
## PC85 <= 1.50973
## PC89 <= 1.186144
## -> class 0\|2 [0.946]
##
## Rule 44/55: (29.6/0.7, lift 10.6)
## PC13 > 8.296689
## PC18 > 2.052136
## PC20 > -4.546392
## PC31 <= 0.1783828
## PC40 <= -0.9677063
## -> class 0\|2 [0.946]
##
## Rule 44/56: (16.6/0.1, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.443306
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC18 <= 0.1517829
## PC20 > -4.546392
## PC32 <= 0.2246509
## PC40 > -2.091298
## PC99 > 0.672727
## -> class 0\|2 [0.939]
##
## Rule 44/57: (20.7/0.5, lift 10.4)
## PC4 <= -7.01188
## PC6 > -0.4697464
## PC18 <= -0.4683644
## PC51 <= 0.739613
## -> class 0\|2 [0.935]
##
## Rule 44/58: (67.5/3.8, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC20 > -4.546392
## PC59 <= -1.353035
## PC86 <= 4.257531
## -> class 0\|2 [0.930]
##
## Rule 44/59: (61.6/3.7, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC26 <= 1.455002
## PC40 > -2.911253
## PC49 <= 1.369873
## PC64 <= -0.4628634
## PC73 > 0.06879145
## PC74 > -1.009815
## PC77 <= 1.167778
## PC85 <= 1.50973
## PC98 > 0.6952597
## -> class 0\|2 [0.926]
##
## Rule 44/60: (65.5/4, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC18 <= 0.1517829
## PC20 > -4.546392
## PC32 <= 0.2246509
## PC39 <= 2.312526
## PC40 > -2.091298
## PC60 > -0.3023181
## -> class 0\|2 [0.926]
##
## Rule 44/61: (28.8/1.4, lift 10.3)
## PC2 > 2.5099
## PC2 <= 3.449985
## PC3 <= 1.640775
## PC9 <= 0.498276
## PC46 > -1.653768
## PC64 <= -0.4628634
## -> class 0\|2 [0.923]
##
## Rule 44/62: (97.5/7.2, lift 10.2)
## PC3 <= 1.640775
## PC18 <= -1.148188
## PC19 > -0.4895512
## PC32 <= -1.356598
## PC39 > -0.8660419
## PC40 > -2.911253
## PC54 <= 2.459018
## -> class 0\|2 [0.917]
##
## Rule 44/63: (9.9, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.3006447
## PC72 > -0.6186664
## PC77 <= 1.167778
## -> class 0\|2 [0.916]
##
## Rule 44/64: (10/0.1, lift 10.1)
## PC7 > -0.1430541
## PC16 <= -1.323497
## PC20 <= -4.546392
## -> class 0\|2 [0.908]
##
## Rule 44/65: (40.5/3.1, lift 10.1)
## PC18 <= -1.91947
## PC39 > -0.8660419
## PC54 <= 2.459018
## PC72 > -0.6186664
## PC74 > -1.009815
## PC77 <= 1.167778
## PC85 <= 1.50973
## PC95 > 0.7875326
## PC100 > -1.924866
## -> class 0\|2 [0.904]
##
## Rule 44/66: (8.1, lift 10.1)
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC85 > 1.50973
## PC92 > 3.484074
## -> class 0\|2 [0.901]
##
## Rule 44/67: (7.9, lift 10.0)
## PC3 <= 1.640775
## PC18 <= -1.91947
## PC39 > -0.8660419
## PC49 <= 1.369873
## PC57 <= 1.933027
## PC77 <= 1.167778
## PC96 > 2.094671
## PC100 > -1.924866
## -> class 0\|2 [0.899]
##
## Rule 44/68: (7.3, lift 10.0)
## PC13 > 8.296689
## PC20 <= -4.036534
## PC46 <= 0.3408822
## PC66 <= 0.444275
## -> class 0\|2 [0.892]
##
## Rule 44/69: (213.2/22.8, lift 9.9)
## PC2 > 2.5099
## PC3 <= -1.953879
## PC8 <= 0.1548424
## PC15 > -1.164616
## PC18 > -1.148188
## PC18 <= -0.4683644
## PC22 > -2.19093
## PC28 <= 3.778366
## PC30 <= 2.404716
## PC46 > -1.653768
## PC47 <= 2.80289
## PC87 <= 1.629672
## -> class 0\|2 [0.890]
##
## Rule 44/70: (6.4, lift 9.8)
## PC3 > -1.836902
## PC4 <= -7.01188
## PC18 <= -0.4683644
## -> class 0\|2 [0.881]
##
## Rule 44/71: (57.6/7.1, lift 9.7)
## PC18 <= -1.148188
## PC37 > -0.8882177
## PC39 > -0.8660419
## PC51 <= 0.739613
## PC57 > 1.342877
## PC72 > -0.6186664
## PC74 > -1.009815
## PC85 <= 1.50973
## -> class 0\|2 [0.864]
##
## Rule 44/72: (27.9/3.3, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5727633
## PC18 > -0.4683644
## PC18 <= 0.1517829
## PC27 <= -0.0676927
## PC32 <= 0.2246509
## -> class 0\|2 [0.857]
##
## Rule 44/73: (17.9/2, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > 0.63545
## PC18 <= -1.91947
## PC77 <= 1.167778
## PC95 <= 0.7875326
## -> class 0\|2 [0.848]
##
## Rule 44/74: (67.6/10.5, lift 9.3)
## PC18 > 2.052136
## PC28 > 2.985367
## PC47 <= 4.410915
## -> class 0\|2 [0.834]
##
## Rule 44/75: (116.7/20.6, lift 9.1)
## PC2 > 2.5099
## PC18 <= -1.148188
## PC38 <= 1.431272
## PC39 > -0.8660419
## PC40 > -2.911253
## PC43 > -1.939943
## PC49 <= 1.369873
## PC51 > 0.739613
## PC54 <= 2.459018
## PC57 <= 1.933027
## PC72 > -0.6186664
## PC74 > -1.009815
## -> class 0\|2 [0.818]
##
## Rule 44/76: (36.8/6.5, lift 9.0)
## PC2 > 2.5099
## PC18 <= -0.4683644
## PC26 <= 1.455002
## PC38 > 1.431272
## PC39 > -0.8660419
## PC43 > -1.939943
## PC77 <= 1.167778
## -> class 0\|2 [0.807]
##
## Rule 44/77: (83.7/19, lift 8.6)
## PC3 <= 1.640775
## PC18 <= -1.148188
## PC19 > -0.4895512
## PC39 > -0.8660419
## PC40 > -2.911253
## PC49 <= 0.982691
## PC57 <= 1.933027
## PC74 <= -1.009815
## PC77 <= 1.167778
## PC85 <= 1.50973
## PC100 > -1.924866
## -> class 0\|2 [0.767]
##
## Rule 44/78: (107.2/25.7, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC34 > -3.30041
## PC39 > -0.8660419
## PC43 > -1.939943
## PC49 <= 0.982691
## PC54 <= 2.459018
## PC57 <= 1.933027
## PC72 > -0.6186664
## PC74 > -1.009815
## PC80 > 0.5284391
## PC85 <= 1.50973
## PC100 > -1.924866
## -> class 0\|2 [0.755]
##
## Rule 44/79: (47/11, lift 8.4)
## PC18 <= -1.148188
## PC19 > -0.4895512
## PC37 > -0.8882177
## PC46 > -1.653768
## PC49 <= 0.982691
## PC54 <= 2.459018
## PC57 > 1.933027
## PC85 <= 1.50973
## -> class 0\|2 [0.755]
##
## Rule 44/80: (15/4, lift 7.9)
## PC2 > 2.5099
## PC14 <= 0.5727633
## PC18 <= 2.052136
## PC32 <= 0.2246509
## PC34 > 1.012019
## PC39 <= 2.312526
## PC69 > 0.5505575
## -> class 0\|2 [0.707]
##
## Rule 44/81: (29.7/9.9, lift 7.3)
## PC2 > 2.5099
## PC15 > -0.04019417
## PC18 <= -0.4683644
## PC57 <= 0.2684259
## PC77 > 1.167778
## -> class 0\|2 [0.656]
##
## Rule 44/82: (85.3, lift 11.5)
## PC2 > 2.5099
## PC16 > -1.323497
## PC18 > -0.4683644
## PC19 > -0.3036996
## PC20 <= -4.546392
## -> class 0\|3 [0.989]
##
## Rule 44/83: (95.2/0.4, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.91947
## PC26 <= 1.455002
## PC34 > -3.30041
## PC37 > -0.8882177
## PC43 > -1.939943
## PC49 <= 0.982691
## PC54 <= 1.583916
## PC72 <= -0.6186664
## PC82 > -3.876649
## -> class 0\|3 [0.986]
##
## Rule 44/84: (54.9, lift 11.4)
## PC2 > 2.5099
## PC18 > -1.91947
## PC18 <= -0.4683644
## PC38 > 1.097856
## PC44 <= 0.4864983
## -> class 0\|3 [0.982]
##
## Rule 44/85: (48.2, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC47 > 4.410915
## -> class 0\|3 [0.980]
##
## Rule 44/86: (77.6/1.2, lift 11.3)
## PC4 > -7.097243
## PC18 > -1.91947
## PC18 <= -1.148188
## PC26 <= 1.455002
## PC34 > -3.30041
## PC34 <= -1.080727
## PC35 <= 0.3210755
## PC41 <= 0.08692545
## PC44 <= 0.4864983
## PC61 <= 0.4093129
## PC79 <= 1.457639
## -> class 0\|3 [0.972]
##
## Rule 44/87: (138.2/3.2, lift 11.3)
## PC2 > 2.5099
## PC7 <= 0.2251046
## PC13 > 1.698335
## PC18 <= 2.052136
## PC26 > -0.7422134
## PC31 > 0.04042177
## PC45 > -0.3615161
## -> class 0\|3 [0.970]
##
## Rule 44/88: (26.4/0.1, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC18 <= 2.052136
## PC30 > -3.190067
## PC40 <= -2.091298
## PC59 <= -0.2472059
## PC67 <= 0.7323884
## -> class 0\|3 [0.960]
##
## Rule 44/89: (58.4/2, lift 11.0)
## PC13 > 8.296689
## PC18 > -0.4683644
## PC20 > -4.546392
## PC46 > 0.3408822
## PC66 <= 0.444275
## -> class 0\|3 [0.950]
##
## Rule 44/90: (71.9/4, lift 10.8)
## PC13 > 3.517691
## PC18 <= -1.91947
## PC46 > -1.653768
## -> class 0\|3 [0.932]
##
## Rule 44/91: (15.9/2.8, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.052136
## PC67 > 0.7323884
## -> class 0\|3 [0.787]
##
## Rule 44/92: (48.7/10.3, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC30 > -3.190067
## PC86 > 4.257531
## -> class 0\|3 [0.776]
##
## Rule 44/93: (2848.1/1384.9, lift 6.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## -> class 0\|3 [0.514]
##
## Rule 44/94: (213.2/2.2, lift 18.1)
## PC1 > -0.1923436
## PC3 <= 0.6834592
## PC8 > 0.4530201
## PC10 <= 1.034898
## PC19 > -0.5922827
## PC21 <= 0.9193565
## PC50 > -0.2382705
## PC67 <= 0.3198653
## PC75 <= 0.7123611
## PC83 > -0.4119613
## -> class 1\|0 [0.985]
##
## Rule 44/95: (56.2/0.3, lift 18.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC47 > 1.225104
## PC85 <= 0.2269193
## -> class 1\|0 [0.978]
##
## Rule 44/96: (113/1.6, lift 18.0)
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC10 > 0.5802347
## PC19 > 2.408369
## -> class 1\|0 [0.977]
##
## Rule 44/97: (91/1.6, lift 17.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC50 > 0.1944076
## PC85 <= 0.2269193
## PC99 <= -0.2468884
## -> class 1\|0 [0.972]
##
## Rule 44/98: (23.3, lift 17.7)
## PC3 > 1.640775
## PC15 > 0.1445608
## PC25 > -0.02772866
## PC26 <= 0.07205261
## PC37 > 0.3744862
## PC50 > 0.01891323
## PC66 > -0.4988811
## -> class 1\|0 [0.960]
##
## Rule 44/99: (510.1/21.5, lift 17.6)
## PC1 > -0.1923436
## PC3 <= 0.6834592
## PC6 <= 5.1094
## PC8 > -1.29224
## PC10 <= 1.034898
## PC11 <= 1.360383
## PC19 > -0.5922827
## PC21 <= 0.9193565
## PC50 > -0.2382705
## PC67 <= 0.3198653
## PC75 <= 0.7123611
## PC83 > -0.4119613
## -> class 1\|0 [0.956]
##
## Rule 44/100: (21.7, lift 17.6)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC26 <= 0.07205261
## PC50 > 0.01891323
## PC65 > 0.001818863
## PC85 > -0.08290759
## PC85 <= 0.2269193
## PC99 > -0.2468884
## -> class 1\|0 [0.956]
##
## Rule 44/101: (20.4, lift 17.6)
## PC3 > 1.640775
## PC10 <= 0.01598326
## PC15 > 0.1445608
## PC25 > -0.02772866
## PC26 <= 0.07205261
## PC100 <= 0.09832943
## -> class 1\|0 [0.955]
##
## Rule 44/102: (50.1/1.7, lift 17.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1445608
## PC25 > -0.02772866
## PC26 <= 0.07205261
## PC66 > -0.4988811
## PC74 <= 0.2981315
## PC99 > -0.2468884
## PC100 > 0.09832943
## -> class 1\|0 [0.949]
##
## Rule 44/103: (29.7/0.7, lift 17.4)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC10 <= 1.034898
## PC11 <= 1.360383
## PC29 > 0.2043393
## PC50 > -0.3291743
## PC50 <= -0.2382705
## -> class 1\|0 [0.947]
##
## Rule 44/104: (16.4, lift 17.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1445608
## PC39 > 0.6040915
## PC85 <= 0.2269193
## -> class 1\|0 [0.946]
##
## Rule 44/105: (103.6/6.5, lift 17.1)
## PC1 > -0.1923436
## PC8 > -1.29224
## PC16 <= -0.8325126
## PC19 <= 2.408369
## PC21 <= 0.9193565
## PC80 <= -0.7609716
## -> class 1\|0 [0.929]
##
## Rule 44/106: (11.7, lift 17.1)
## PC1 > -0.1923436
## PC7 > -1.31707
## PC9 > 0.255966
## PC21 > 0.9193565
## -> class 1\|0 [0.927]
##
## Rule 44/107: (149.7/11.5, lift 16.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC7 <= 10.71877
## PC25 > -0.02772866
## PC26 <= 0.07205261
## PC50 > 0.01891323
## PC65 > 0.001818863
## PC66 > -0.4988811
## PC85 <= -0.1938126
## -> class 1\|0 [0.918]
##
## Rule 44/108: (131.7/30.2, lift 14.1)
## PC1 > -0.1923436
## PC8 > -1.29224
## PC16 <= -0.8325126
## PC17 > 0.4123633
## PC51 <= 0.3597144
## PC92 <= 0.362131
## -> class 1\|0 [0.767]
##
## Rule 44/109: (118.1, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC74 > 0.2981315
## PC99 > -0.2468884
## -> class 1\|1 [0.991]
##
## Rule 44/110: (111.5/0.4, lift 15.1)
## PC1 > -0.1923436
## PC6 > 5.1094
## PC8 <= 0.4530201
## PC19 > -0.5922827
## -> class 1\|1 [0.988]
##
## Rule 44/111: (62.1, lift 15.0)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC10 > 1.034898
## PC19 > -0.5922827
## -> class 1\|1 [0.984]
##
## Rule 44/112: (280.2/5.3, lift 14.9)
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC8 > -1.29224
## PC16 <= -0.8325126
## PC17 <= 0.4123633
## PC21 <= 0.9193565
## PC33 <= 0.4198613
## PC51 <= 0.3597144
## PC80 > -0.7609716
## PC92 <= 0.362131
## -> class 1\|1 [0.978]
##
## Rule 44/113: (46, lift 14.9)
## PC3 > 0.7181107
## PC14 <= -1.925549
## PC19 <= 2.408369
## -> class 1\|1 [0.978]
##
## Rule 44/114: (34.1/0.2, lift 14.7)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC11 <= 1.360383
## PC21 <= 0.9193565
## PC29 <= 0.2043393
## PC50 > -0.3291743
## PC50 <= -0.2382705
## PC75 <= 0.7123611
## -> class 1\|1 [0.966]
##
## Rule 44/115: (42.4/0.6, lift 14.7)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC8 > -1.29224
## PC11 <= 1.360383
## PC21 <= 0.9193565
## PC24 <= 0.1525125
## PC50 <= -0.3291743
## PC75 <= 0.7123611
## -> class 1\|1 [0.964]
##
## Rule 44/116: (39.5/1.1, lift 14.5)
## PC1 <= 0.6041246
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC16 > -0.8325126
## PC16 <= 0.3594292
## -> class 1\|1 [0.950]
##
## Rule 44/117: (52.3/2.3, lift 14.3)
## PC1 > 9.01109
## PC8 <= -1.29224
## PC11 > -0.9086791
## PC11 <= 5.630533
## -> class 1\|1 [0.939]
##
## Rule 44/118: (118/8.4, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1445608
## PC16 > -0.8879908
## PC22 > -2.091307
## PC63 > -1.577697
## PC64 > -1.090641
## PC65 <= 0.3792052
## PC83 > -0.5257682
## PC100 <= 0.6204069
## -> class 1\|1 [0.921]
##
## Rule 44/119: (51.4/3.8, lift 13.9)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC8 > -1.29224
## PC19 > -0.5922827
## PC50 > -0.3291743
## PC67 > 0.3198653
## -> class 1\|1 [0.910]
##
## Rule 44/120: (27.7/2.7, lift 13.4)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC8 > -1.29224
## PC11 <= 1.360383
## PC19 <= -0.5922827
## PC21 <= 0.9193565
## PC75 <= 0.7123611
## -> class 1\|1 [0.874]
##
## Rule 44/121: (5.9, lift 13.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1445608
## PC16 <= 0.2203798
## -> class 1\|1 [0.873]
##
## Rule 44/122: (22.5/2.2, lift 13.3)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC8 > -1.29224
## PC11 > 1.360383
## PC21 <= 0.9193565
## PC42 <= 0.194362
## PC75 <= 0.7123611
## PC94 <= 0.7561185
## -> class 1\|1 [0.869]
##
## Rule 44/123: (45.2/8.8, lift 12.1)
## PC1 <= -0.1923436
## PC2 > -7.893059e-005
## PC2 <= 2.5099
## PC28 > -0.003268464
## -> class 1\|1 [0.793]
##
## Rule 44/124: (34.2/6.9, lift 11.9)
## PC2 <= 2.5099
## PC3 > 0.6834592
## PC3 <= 0.7181107
## PC8 > -1.29224
## PC11 <= 1.360383
## PC75 <= 0.7123611
## -> class 1\|1 [0.781]
##
## Rule 44/125: (19.8/4.6, lift 11.4)
## PC1 > -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC11 <= 1.360383
## PC21 <= 0.9193565
## PC50 > -0.2382705
## PC67 <= 0.3198653
## PC75 <= 0.7123611
## PC83 <= -0.4119613
## -> class 1\|1 [0.745]
##
## Rule 44/126: (1082.4/382.7, lift 9.9)
## PC3 > 1.640775
## PC15 > 0.1445608
## PC16 <= -0.8879908
## -> class 1\|1 [0.646]
##
## Rule 44/127: (131.8/0.7, lift 16.4)
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC8 > -1.29224
## PC11 > -1.594386
## PC53 > -0.6122875
## PC55 > 0.3612134
## -> class 1\|2 [0.987]
##
## Rule 44/128: (84.6/0.8, lift 16.3)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC8 > -1.29224
## PC11 > 1.360383
## PC21 <= 0.9193565
## PC42 > 0.194362
## -> class 1\|2 [0.979]
##
## Rule 44/129: (102.1/1.3, lift 16.3)
## PC1 > 9.01109
## PC3 <= 0.3122463
## PC11 > 5.630533
## PC71 > -0.6453353
## -> class 1\|2 [0.978]
##
## Rule 44/130: (42.1, lift 16.3)
## PC1 > -0.4112112
## PC2 <= 2.5099
## PC3 > 0.3122463
## PC8 <= -1.29224
## PC43 > 0.2196876
## -> class 1\|2 [0.977]
##
## Rule 44/131: (31.5, lift 16.2)
## PC1 > -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC16 > -0.8325126
## PC28 <= -0.3380407
## PC65 > 0.2830932
## -> class 1\|2 [0.970]
##
## Rule 44/132: (39.2/0.3, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8879908
## PC100 > 0.6204069
## -> class 1\|2 [0.968]
##
## Rule 44/133: (327.8/10.3, lift 16.1)
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC8 > -1.29224
## PC11 <= 3.359121
## PC12 <= 2.690425
## PC15 <= 4.026697
## PC16 > 0.3594292
## PC19 <= 2.408369
## PC45 > -14.63849
## PC51 > -0.997888
## PC56 > -0.3994305
## PC65 <= 0.2830932
## PC80 > -1.411441
## -> class 1\|2 [0.966]
##
## Rule 44/134: (23.9, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1445608
## PC16 > -0.8879908
## PC65 > 0.3792052
## -> class 1\|2 [0.961]
##
## Rule 44/135: (20.6, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1445608
## PC16 > -0.8879908
## PC83 <= -0.5257682
## -> class 1\|2 [0.956]
##
## Rule 44/136: (19.8, lift 15.9)
## PC3 > 1.640775
## PC15 > 0.1445608
## PC16 > -0.8879908
## PC22 <= -2.091307
## -> class 1\|2 [0.954]
##
## Rule 44/137: (57.1/1.8, lift 15.9)
## PC1 > 0.6041246
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC8 > -1.29224
## PC16 > -0.8325126
## PC16 <= 0.3594292
## PC19 <= 2.408369
## PC65 <= 0.2830932
## -> class 1\|2 [0.953]
##
## Rule 44/138: (19.1, lift 15.9)
## PC2 <= 2.5099
## PC8 > -1.29224
## PC21 <= 0.9193565
## PC28 > -0.3380407
## PC52 <= -4.244002
## -> class 1\|2 [0.953]
##
## Rule 44/139: (367.5/17.7, lift 15.8)
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC8 > -1.29224
## PC10 > -0.3562581
## PC11 <= 3.359121
## PC12 <= 2.690425
## PC15 <= 4.026697
## PC16 > 0.3594292
## PC19 <= 2.408369
## PC45 > -14.63849
## PC51 > -0.997888
## PC65 <= 0.2479686
## PC80 > -1.411441
## -> class 1\|2 [0.949]
##
## Rule 44/140: (17.6, lift 15.8)
## PC3 > 0.7181107
## PC16 > -0.8325126
## PC34 <= -1.19229
## -> class 1\|2 [0.949]
##
## Rule 44/141: (16.1, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1445608
## PC16 > -0.8879908
## PC63 <= -1.577697
## -> class 1\|2 [0.945]
##
## Rule 44/142: (33/0.9, lift 15.7)
## PC1 > 1.605803
## PC8 <= -1.29224
## PC18 <= -0.4907338
## -> class 1\|2 [0.944]
##
## Rule 44/143: (14.7, lift 15.6)
## PC1 > -0.1923436
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC8 > -1.29224
## PC16 <= -0.8325126
## PC19 <= 2.408369
## PC21 <= 0.9193565
## PC80 > -0.7609716
## PC92 > 0.362131
## -> class 1\|2 [0.939]
##
## Rule 44/144: (11.3, lift 15.4)
## PC3 > 1.640775
## PC15 > 0.1445608
## PC16 > -0.8879908
## PC64 <= -1.090641
## -> class 1\|2 [0.925]
##
## Rule 44/145: (26.3/1.8, lift 15.0)
## PC1 > -0.1923436
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC8 > -1.29224
## PC16 <= -0.8325126
## PC51 > 0.3597144
## -> class 1\|2 [0.900]
##
## Rule 44/146: (7.2, lift 14.8)
## PC1 > -0.1923436
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC4 > 0.8179777
## PC65 > 0.2830932
## -> class 1\|2 [0.891]
##
## Rule 44/147: (24.5/2.3, lift 14.6)
## PC1 > -0.4112112
## PC3 > 0.3122463
## PC8 <= -1.29224
## PC21 <= -1.145926
## -> class 1\|2 [0.877]
##
## Rule 44/148: (104.6/18.3, lift 13.6)
## PC3 > 0.7181107
## PC14 > -1.925549
## PC21 <= 0.9193565
## PC25 <= 0.4491563
## PC52 > -4.244002
## PC59 <= -0.9888341
## -> class 1\|2 [0.819]
##
## Rule 44/149: (25/8.6, lift 10.7)
## PC3 > 0.7181107
## PC10 <= 0.5802347
## PC19 > 2.408369
## -> class 1\|2 [0.643]
##
## Rule 44/150: (359.3/139.1, lift 10.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1445608
## -> class 1\|2 [0.612]
##
## Rule 44/151: (99.4, lift 15.7)
## PC1 > -0.1923436
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC10 <= -0.3562581
## PC11 <= 3.359121
## PC56 <= -0.3994305
## -> class 1\|3 [0.990]
##
## Rule 44/152: (92.8/0.5, lift 15.6)
## PC1 > -0.4112112
## PC2 <= 2.5099
## PC3 > 0.3122463
## PC8 <= -1.29224
## PC18 <= 0.3290542
## PC21 > -1.145926
## PC43 <= 0.2196876
## -> class 1\|3 [0.984]
##
## Rule 44/153: (40.2, lift 15.5)
## PC3 > 0.7181107
## PC8 > -1.29224
## PC15 > 4.026697
## PC16 > -0.8325126
## -> class 1\|3 [0.976]
##
## Rule 44/154: (423.5/17.9, lift 15.2)
## PC3 > 0.7181107
## PC4 <= 0.8179777
## PC8 > -1.29224
## PC16 > -0.8325126
## PC21 <= 0.9193565
## PC25 <= 0.4491563
## PC28 > -0.3380407
## PC34 > -1.19229
## PC52 > -4.244002
## PC55 <= 0.3612134
## PC59 > -0.9888341
## PC65 > 0.2830932
## -> class 1\|3 [0.956]
##
## Rule 44/155: (19.7, lift 15.1)
## PC2 <= 2.5099
## PC45 <= -14.63849
## -> class 1\|3 [0.954]
##
## Rule 44/156: (52.2/1.6, lift 15.1)
## PC1 <= -0.1923436
## PC2 > -7.893059e-005
## PC2 <= 2.5099
## PC3 > 0.5259567
## PC28 <= -0.003268464
## -> class 1\|3 [0.952]
##
## Rule 44/157: (130.7/7.5, lift 14.9)
## PC1 <= 1.683852
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.230502
## PC15 <= 0.1445608
## PC48 > 0.2171234
## PC80 <= 0.4327551
## PC86 > -2.043169
## -> class 1\|3 [0.936]
##
## Rule 44/158: (10.4, lift 14.6)
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC15 <= 4.026697
## PC56 <= -0.3994305
## PC65 > 0.2479686
## PC65 <= 0.2830932
## -> class 1\|3 [0.919]
##
## Rule 44/159: (126.6/9.6, lift 14.6)
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC16 > 0.3594292
## PC51 <= -0.997888
## -> class 1\|3 [0.918]
##
## Rule 44/160: (4.6, lift 13.5)
## PC1 > -0.1923436
## PC12 > 2.690425
## PC14 > -1.925549
## PC16 > -0.8325126
## PC19 <= 2.408369
## PC21 <= 0.9193565
## -> class 1\|3 [0.849]
##
## Rule 44/161: (18.8/3.3, lift 12.6)
## PC3 > 0.7181107
## PC11 > 3.359121
## PC16 > 0.3594292
## -> class 1\|3 [0.794]
##
## Rule 44/162: (6.5/0.8, lift 12.5)
## PC2 <= 2.5099
## PC3 > 0.7181107
## PC16 > 0.3594292
## PC65 <= 0.2830932
## PC80 <= -1.411441
## -> class 1\|3 [0.790]
##
## Rule 44/163: (45.3/10.1, lift 12.2)
## PC1 > -0.1923436
## PC11 <= -1.594386
## PC28 > -0.3380407
## PC53 > -0.6122875
## PC55 > 0.3612134
## PC65 > 0.2830932
## -> class 1\|3 [0.766]
##
## Rule 44/164: (34.2/9.8, lift 11.2)
## PC2 <= 2.5099
## PC7 <= -1.31707
## PC8 > -1.29224
## PC21 > 0.9193565
## -> class 1\|3 [0.702]
##
## Rule 44/165: (71, lift 15.0)
## PC1 <= -0.1923436
## PC8 > 2.359055
## PC20 <= -0.0214092
## PC71 <= 0.9115143
## PC89 > 0.5166093
## -> class 2\|0 [0.986]
##
## Rule 44/166: (61.5, lift 15.0)
## PC1 > -0.1923436
## PC8 > -1.29224
## PC9 <= 0.255966
## PC14 <= 0.2779754
## PC21 > 0.9193565
## PC71 > -0.7803868
## -> class 2\|0 [0.984]
##
## Rule 44/167: (46.6, lift 14.9)
## PC1 <= -0.1923436
## PC2 <= -7.893059e-005
## PC8 > -1.29224
## PC8 <= 2.359055
## PC10 <= -0.1721519
## PC32 > 1.23735
## PC74 > 0.03261773
## -> class 2\|0 [0.979]
##
## Rule 44/168: (76.6/0.8, lift 14.9)
## PC8 > 0.6813645
## PC8 <= 2.359055
## PC12 > -0.275174
## PC16 <= 0.5831272
## PC19 <= -0.4432499
## PC27 > -0.658873
## PC57 > 0.2161626
## PC63 <= -0.009220163
## PC73 > -0.6648026
## -> class 2\|0 [0.977]
##
## Rule 44/169: (1182.8/567.3, lift 7.9)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > 2.359055
## -> class 2\|0 [0.520]
##
## Rule 44/170: (1485.1/977.7, lift 5.2)
## PC1 <= -0.1923436
## PC2 > -7.893059e-005
## PC2 <= 2.5099
## -> class 2\|0 [0.342]
##
## Rule 44/171: (194.9, lift 10.4)
## PC1 <= -0.1923436
## PC8 > 2.359055
## PC19 > -1.340442
## PC20 > -0.0214092
## PC21 <= 2.285418
## PC23 <= 1.600178
## -> class 2\|1 [0.995]
##
## Rule 44/172: (116.8, lift 10.4)
## PC1 <= -0.1923436
## PC8 > 2.359055
## PC20 > -0.0214092
## PC21 <= 2.285418
## PC23 <= 1.600178
## PC81 > -0.05524703
## -> class 2\|1 [0.992]
##
## Rule 44/173: (88.8, lift 10.3)
## PC1 <= -0.1923436
## PC2 <= -7.893059e-005
## PC8 > 0.6813645
## PC71 > 0.9115143
## -> class 2\|1 [0.989]
##
## Rule 44/174: (83.1, lift 10.3)
## PC1 <= -0.1923436
## PC8 > 2.359055
## PC12 <= -1.903574
## PC62 <= 0.6674148
## -> class 2\|1 [0.988]
##
## Rule 44/175: (79.4, lift 10.3)
## PC2 <= -7.893059e-005
## PC8 > 0.6813645
## PC11 > -0.9337804
## PC20 <= -0.0214092
## PC28 > 0.1506456
## -> class 2\|1 [0.988]
##
## Rule 44/176: (50.2, lift 10.3)
## PC8 > -1.29224
## PC35 <= -4.174728
## PC57 > -0.009076282
## PC67 <= 0.4913049
## -> class 2\|1 [0.981]
##
## Rule 44/177: (43.3, lift 10.2)
## PC1 <= -0.1923436
## PC8 > 2.359055
## PC11 <= -0.9337804
## -> class 2\|1 [0.978]
##
## Rule 44/178: (37/0.4, lift 10.1)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC52 > 0.3635035
## PC57 <= -0.009076282
## -> class 2\|1 [0.965]
##
## Rule 44/179: (141.2/4.4, lift 10.1)
## PC1 <= -0.1923436
## PC8 > 2.359055
## PC20 <= -0.0214092
## PC21 <= 0.7489343
## PC56 > -0.5912693
## PC60 <= 1.040243
## PC70 > -0.03947955
## PC89 <= 0.5166093
## PC94 > -0.7367196
## PC95 <= 0.3490221
## PC98 <= 0.3771828
## -> class 2\|1 [0.963]
##
## Rule 44/180: (19.3, lift 10.0)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC20 > -0.272819
## PC46 > 1.739855
## PC57 <= -0.009076282
## PC60 <= 0.04692408
## -> class 2\|1 [0.953]
##
## Rule 44/181: (130.9/11.4, lift 9.5)
## PC1 <= -0.1923436
## PC8 > 2.359055
## PC16 > -0.347996
## PC62 > 0.6674148
## -> class 2\|1 [0.907]
##
## Rule 44/182: (8.3, lift 9.4)
## PC2 <= 2.5099
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC14 <= -1.706717
## PC28 <= -0.2747726
## -> class 2\|1 [0.903]
##
## Rule 44/183: (63.6/5.4, lift 9.4)
## PC2 <= -7.893059e-005
## PC8 > 2.359055
## PC8 <= 2.902146
## PC19 > -1.37231
## PC21 > 0.7489343
## -> class 2\|1 [0.902]
##
## Rule 44/184: (56.1/5.3, lift 9.3)
## PC1 <= -0.1923436
## PC2 <= -7.893059e-005
## PC8 > 0.6813645
## PC54 <= -2.008829
## -> class 2\|1 [0.892]
##
## Rule 44/185: (53.8/12.3, lift 8.0)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC3 <= -1.613911
## PC8 <= 0.6813645
## -> class 2\|1 [0.761]
##
## Rule 44/186: (28.9/9.7, lift 6.8)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC57 <= -0.009076282
## PC59 <= -0.200079
## PC60 <= 0.04692408
## -> class 2\|1 [0.653]
##
## Rule 44/187: (8189.4/6310.3, lift 2.4)
## PC2 <= 2.5099
## PC8 > -1.29224
## -> class 2\|1 [0.230]
##
## Rule 44/188: (111.2, lift 11.1)
## PC1 <= 9.01109
## PC2 <= 2.5099
## PC6 <= 0.6326526
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC14 > -3.512203
## PC37 <= 1.408006
## PC38 <= 1.148018
## PC44 <= 0.0293138
## PC56 > -0.6800674
## PC90 > 0.3017717
## -> class 2\|2 [0.991]
##
## Rule 44/189: (71.1, lift 11.1)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC32 <= -0.7974678
## PC34 <= 0.317053
## PC44 <= 0.4778769
## -> class 2\|2 [0.986]
##
## Rule 44/190: (60.2, lift 11.0)
## PC1 > -0.1923436
## PC3 <= 0.7181107
## PC8 > -1.29224
## PC11 > -0.4281766
## PC21 <= 0.9193565
## PC27 <= 0.3149813
## PC33 <= 0.27751
## PC47 <= -0.02200633
## PC60 <= -0.5171735
## PC75 > 0.7123611
## -> class 2\|2 [0.984]
##
## Rule 44/191: (50.9, lift 11.0)
## PC1 <= 9.01109
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC30 > 0.2337483
## PC44 <= 0.0293138
## PC62 > -0.4959391
## -> class 2\|2 [0.981]
##
## Rule 44/192: (43.8/0.1, lift 10.9)
## PC2 <= 2.5099
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC17 > -0.3588226
## PC28 > -0.2747726
## PC37 <= 1.408006
## PC89 <= -0.7680593
## -> class 2\|2 [0.976]
##
## Rule 44/193: (33.2, lift 10.9)
## PC8 > -1.29224
## PC8 <= 0.189346
## PC9 > 5.172433
## PC23 > -0.9654831
## PC28 > -0.1040169
## PC35 > -4.174728
## PC62 > -1.091242
## PC67 <= 0.4913049
## -> class 2\|2 [0.971]
##
## Rule 44/194: (49.7/0.6, lift 10.9)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 <= 2.359055
## PC20 > 0.1547522
## PC40 <= -1.524469
## PC57 <= 0.2161626
## -> class 2\|2 [0.969]
##
## Rule 44/195: (28.4, lift 10.9)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC17 > -1.642769
## PC34 <= 0.826353
## PC57 > -0.009076282
## PC67 > 0.4913049
## PC96 > 0.493143
## -> class 2\|2 [0.967]
##
## Rule 44/196: (28.4, lift 10.9)
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -1.29224
## PC17 > -0.3588226
## PC93 > 1.904754
## -> class 2\|2 [0.967]
##
## Rule 44/197: (33.2/0.3, lift 10.8)
## PC1 <= 9.01109
## PC2 <= 2.5099
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC18 > -0.4907338
## PC34 > 0.5688776
## PC44 <= 0.0293138
## -> class 2\|2 [0.964]
##
## Rule 44/198: (24.8, lift 10.8)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC8 <= 2.359055
## PC20 > 0.1547522
## PC32 <= 1.23735
## PC41 <= -1.364455
## -> class 2\|2 [0.963]
##
## Rule 44/199: (16, lift 10.6)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 <= 0.6813645
## PC17 > -1.642769
## PC34 > 0.826353
## PC90 <= -0.6859746
## -> class 2\|2 [0.945]
##
## Rule 44/200: (15.6, lift 10.6)
## PC1 <= -0.1923436
## PC2 <= -7.893059e-005
## PC3 > -1.613911
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC44 <= 0.4778769
## PC49 <= -0.4810588
## PC57 > -0.009076282
## PC62 > -1.091242
## -> class 2\|2 [0.943]
##
## Rule 44/201: (74.1/3.5, lift 10.6)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC3 > -1.613911
## PC8 > -1.29224
## PC8 <= 0.189346
## PC23 > -0.9654831
## PC34 > 0.317053
## PC34 <= 0.826353
## PC44 <= 0.4778769
## PC57 > -0.009076282
## PC62 > -1.091242
## PC68 > -1.437581
## -> class 2\|2 [0.941]
##
## Rule 44/202: (574.1/35.3, lift 10.5)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC3 > -1.613911
## PC3 <= 0.4628476
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC20 > -0.272819
## PC32 <= 1.090549
## PC46 <= 1.739855
## PC57 <= -0.009076282
## PC59 > -0.200079
## PC60 <= 0.04692408
## PC76 <= 0.6715252
## PC88 > -0.2962173
## -> class 2\|2 [0.937]
##
## Rule 44/203: (37.3/1.6, lift 10.5)
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC17 > -0.3588226
## PC19 > 2.216884
## PC37 <= 0.8302118
## PC61 <= 0.4309536
## -> class 2\|2 [0.934]
##
## Rule 44/204: (158.1/10.3, lift 10.4)
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC14 > -3.512203
## PC19 > -3.025241
## PC42 <= -0.149417
## PC44 <= 0.0293138
## PC61 > -1.783631
## PC62 > -0.4959391
## PC86 > -0.4700229
## -> class 2\|2 [0.930]
##
## Rule 44/205: (11.9, lift 10.4)
## PC2 <= 2.5099
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC66 <= -1.663453
## -> class 2\|2 [0.928]
##
## Rule 44/206: (14.4/0.3, lift 10.4)
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC28 <= -0.1648727
## PC44 <= 0.0293138
## PC62 > -0.4959391
## PC90 <= 0.3017717
## -> class 2\|2 [0.923]
##
## Rule 44/207: (11, lift 10.3)
## PC1 <= 9.01109
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC17 > -0.3588226
## PC28 > -0.2747726
## PC37 > 0.8302118
## PC44 > 0.0293138
## PC45 <= 0.4309001
## -> class 2\|2 [0.922]
##
## Rule 44/208: (341.4/30, lift 10.2)
## PC1 <= -0.1923436
## PC2 <= -7.893059e-005
## PC8 > -1.29224
## PC8 <= 2.359055
## PC20 > 0.1547522
## PC34 > -0.3005944
## PC42 <= 0.08139865
## PC47 > -0.2983666
## PC50 <= 0.1810449
## PC57 <= 0.2161626
## PC79 <= 0.1368452
## PC100 > -0.7142457
## -> class 2\|2 [0.910]
##
## Rule 44/209: (7.6, lift 10.0)
## PC1 <= -0.1923436
## PC8 > 0.6813645
## PC8 <= 2.359055
## PC19 <= -0.4432499
## PC57 > 0.2161626
## PC98 <= -0.6215178
## -> class 2\|2 [0.895]
##
## Rule 44/210: (468.7/54.3, lift 9.9)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC3 > -1.613911
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC19 > -3.828484
## PC28 > -0.04577455
## PC34 <= 0.826353
## PC52 <= 0.3635035
## PC57 <= -0.009076282
## -> class 2\|2 [0.883]
##
## Rule 44/211: (16.3/1.2, lift 9.9)
## PC1 <= 9.01109
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC17 > -0.3588226
## PC22 > 0.6503007
## PC44 > 0.0293138
## PC61 <= 0.4309536
## -> class 2\|2 [0.878]
##
## Rule 44/212: (27.8/3.9, lift 9.4)
## PC1 <= 9.01109
## PC2 <= 2.5099
## PC3 <= 0.3122463
## PC8 > -1.355398
## PC8 <= -1.29224
## PC19 > -3.025241
## PC44 <= 0.0293138
## -> class 2\|2 [0.835]
##
## Rule 44/213: (27.5/4.1, lift 9.3)
## PC1 <= -0.1923436
## PC2 <= -7.893059e-005
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC28 <= -0.1040169
## PC44 <= 0.4778769
## PC57 > -0.009076282
## PC62 > -1.091242
## PC67 <= 0.4913049
## -> class 2\|2 [0.828]
##
## Rule 44/214: (3.8, lift 9.3)
## PC8 > -3.393956
## PC8 <= -1.29224
## PC71 > 12.00661
## -> class 2\|2 [0.828]
##
## Rule 44/215: (6.2/0.7, lift 8.9)
## PC2 <= 2.5099
## PC8 <= -1.29224
## PC18 <= -0.4907338
## PC92 > 0.1523497
## -> class 2\|2 [0.796]
##
## Rule 44/216: (86.3/18.4, lift 8.8)
## PC1 <= 9.01109
## PC3 <= 0.3122463
## PC8 > -1.617726
## PC8 <= -1.29224
## PC9 <= 10.4025
## PC14 > -3.512203
## PC19 > -3.025241
## PC44 <= 0.0293138
## PC62 > -0.4959391
## -> class 2\|2 [0.780]
##
## Rule 44/217: (5.6/0.7, lift 8.7)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > 2.359055
## PC23 > 1.600178
## -> class 2\|2 [0.771]
##
## Rule 44/218: (32.2/6.9, lift 8.6)
## PC1 <= -0.1923436
## PC2 <= -7.893059e-005
## PC8 > 0.6813645
## PC8 <= 2.359055
## PC19 > -0.4432499
## PC44 <= -0.04716039
## PC48 <= 0.1814598
## PC57 > 0.2161626
## -> class 2\|2 [0.769]
##
## Rule 44/219: (78.3/28.9, lift 7.0)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 <= 2.359055
## PC32 <= 1.23735
## PC57 <= 0.2161626
## PC86 > 0.9622274
## -> class 2\|2 [0.628]
##
## Rule 44/220: (19.6/7.1, lift 7.0)
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC17 <= -0.3588226
## PC44 > 0.0293138
## PC44 <= 0.06841609
## PC45 <= 0.4309001
## -> class 2\|2 [0.622]
##
## Rule 44/221: (84.1, lift 9.2)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC18 > -0.4907338
## PC21 > -0.9669477
## PC44 <= 0.9387599
## PC59 > 0.1216444
## PC79 > -0.4228042
## PC85 <= 0.6262952
## -> class 2\|3 [0.988]
##
## Rule 44/222: (47.3, lift 9.1)
## PC2 <= -7.893059e-005
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC23 > -0.9654831
## PC34 <= 0.826353
## PC57 > -0.009076282
## PC62 <= -1.091242
## PC67 <= 0.4913049
## PC68 > -1.437581
## -> class 2\|3 [0.979]
##
## Rule 44/223: (34.2/0.2, lift 8.9)
## PC1 <= 9.01109
## PC2 <= 2.5099
## PC3 <= 0.3122463
## PC8 > -1.655082
## PC8 <= -1.29224
## PC36 > -0.7833967
## PC44 > 0.0293138
## PC47 <= -0.244145
## PC61 > 0.4309536
## -> class 2\|3 [0.966]
##
## Rule 44/224: (153.8/5.5, lift 8.9)
## PC2 <= -7.893059e-005
## PC3 > -1.613911
## PC8 > -1.29224
## PC8 <= 0.189346
## PC9 <= 5.172433
## PC28 > -0.1040169
## PC29 > -0.1203038
## PC32 > -0.7974678
## PC34 <= 0.317053
## PC49 > -0.4810588
## PC57 > -0.009076282
## PC67 <= 0.4913049
## PC68 > -1.437581
## -> class 2\|3 [0.958]
##
## Rule 44/225: (108.3/6.7, lift 8.6)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC8 <= 0.189346
## PC23 > -0.9654831
## PC29 > -0.1203038
## PC34 <= 0.826353
## PC44 > 0.4778769
## PC57 > -0.009076282
## PC66 > -1.663453
## PC67 <= 0.4913049
## PC68 > -1.437581
## -> class 2\|3 [0.930]
##
## Rule 44/226: (10.8, lift 8.5)
## PC1 <= -0.1923436
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC19 <= -3.828484
## -> class 2\|3 [0.922]
##
## Rule 44/227: (55.2/4, lift 8.5)
## PC1 <= -0.1923436
## PC2 <= -7.893059e-005
## PC6 > -0.4967884
## PC8 <= 0.6813645
## PC34 > 0.826353
## PC90 > -0.6859746
## -> class 2\|3 [0.913]
##
## Rule 44/228: (26.2/3.1, lift 7.9)
## PC1 <= -0.1923436
## PC2 <= 2.5099
## PC8 > -1.29224
## PC8 <= 0.6813645
## PC10 > -0.4180447
## PC28 <= -0.04577455
## PC57 <= -0.009076282
## PC60 > 0.04692408
## -> class 2\|3 [0.854]
##
## Rule 44/229: (12499.6/10346.5, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.172]
##
## Rule 44/230: (754/0.7, lift 12.0)
## PC1 <= 1.605803
## PC2 <= 2.5099
## PC3 <= 0.3122463
## PC8 <= -1.29224
## PC18 <= -0.4907338
## PC86 > -0.588634
## PC92 <= 0.1523497
## -> class 2\|4 [0.998]
##
## Rule 44/231: (634.1/0.7, lift 12.0)
## PC3 <= 0.3122463
## PC8 <= -3.393956
## PC15 > 0.4062843
## PC19 <= -1.57487
## PC71 > -0.4218434
## -> class 2\|4 [0.997]
##
## Rule 44/232: (122.6/0.2, lift 11.9)
## PC6 <= 0.1860192
## PC8 <= -3.393956
## PC21 > -0.9669477
## PC27 > -0.1385894
## PC36 <= 0.9032384
## PC43 > -0.2697562
## PC59 <= 0.1216444
## PC85 > 0.1930591
## PC89 <= 0.6054504
## PC91 <= -0.05649258
## PC92 > -0.06374104
## PC94 <= 0.7989936
## -> class 2\|4 [0.990]
##
## Rule 44/233: (93.2, lift 11.9)
## PC1 <= 9.01109
## PC8 <= -3.393956
## PC15 <= 0.4062843
## PC44 > 0.9387599
## PC71 > -0.4218434
## PC94 <= 0.7989936
## -> class 2\|4 [0.989]
##
## Rule 44/234: (69.8/0.2, lift 11.8)
## PC8 <= -3.393956
## PC15 <= 0.4062843
## PC21 <= -0.9669477
## PC39 <= 0.3041854
## PC71 > -0.4218434
## PC89 <= 0.6054504
## PC92 > -0.06374104
## -> class 2\|4 [0.984]
##
## Rule 44/235: (55.3, lift 11.8)
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC14 > -1.706717
## PC28 <= -0.2747726
## PC62 <= 0.544266
## -> class 2\|4 [0.983]
##
## Rule 44/236: (93.5/1.7, lift 11.7)
## PC5 <= 2.03445
## PC8 <= -3.393956
## PC17 > -0.9859317
## PC19 <= 4.385575
## PC39 <= 0.3041854
## PC79 > -0.4228042
## PC85 > 0.6262952
## -> class 2\|4 [0.972]
##
## Rule 44/237: (223.2/5.9, lift 11.6)
## PC2 > -6.307593
## PC2 <= 2.5099
## PC5 <= 2.03445
## PC8 <= -3.393956
## PC17 > -0.9859317
## PC29 <= 0.1272692
## PC37 <= 1.629034
## PC79 <= -0.4228042
## -> class 2\|4 [0.969]
##
## Rule 44/238: (184.9/6.4, lift 11.5)
## PC1 <= 9.01109
## PC8 <= -3.393956
## PC15 <= 0.4062843
## PC16 <= -0.2013376
## PC47 <= -0.39638
## PC71 > -0.4218434
## PC94 <= 0.7989936
## -> class 2\|4 [0.960]
##
## Rule 44/239: (107.3/3.5, lift 11.5)
## PC1 <= 9.01109
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.655082
## PC17 > -0.3588226
## PC19 > -3.025241
## PC36 > -0.7833967
## PC44 > 0.0293138
## PC47 <= -0.244145
## PC61 > 0.4309536
## -> class 2\|4 [0.959]
##
## Rule 44/240: (56.1/1.8, lift 11.4)
## PC1 <= 9.01109
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC19 <= -3.025241
## PC36 > -0.7833967
## PC72 > -0.2271959
## PC95 > 0.1027395
## -> class 2\|4 [0.952]
##
## Rule 44/241: (10.7, lift 11.1)
## PC1 <= 9.01109
## PC3 <= 0.3122463
## PC8 <= -1.29224
## PC16 > 0.4453631
## PC17 > -0.3588226
## PC44 > 0.0293138
## PC61 <= 0.4309536
## PC89 > -0.7680593
## PC93 <= 1.904754
## -> class 2\|4 [0.921]
##
## Rule 44/242: (79.6/5.7, lift 11.0)
## PC1 <= 9.01109
## PC3 <= 0.3122463
## PC8 <= -3.393956
## PC17 > -0.9859317
## PC26 <= -2.575013
## -> class 2\|4 [0.917]
##
## Rule 44/243: (29.7/6.8, lift 9.0)
## PC1 <= 9.01109
## PC8 > -3.393956
## PC8 <= -1.29224
## PC10 > -0.4798915
## PC37 > 1.408006
## PC45 <= 0.4309001
## -> class 2\|4 [0.753]
##
## Rule 44/244: (48.6/13.5, lift 8.6)
## PC2 <= 2.5099
## PC3 <= 0.3122463
## PC8 > -3.393956
## PC8 <= -1.29224
## PC36 > -0.7833967
## PC45 > 0.4309001
## -> class 2\|4 [0.714]
##
## Default class: 2\|3
##
## ----- Trial 45: -----
##
## Rules:
##
## Rule 45/1: (154.9, lift 15.5)
## PC1 <= -0.5764722
## PC3 > -4.942089
## PC13 <= 8.891523
## PC18 > 2.866668
## PC22 > -0.2273211
## PC26 <= 0.639465
## PC54 <= 1.459367
## PC55 > -0.4774561
## PC64 <= -0.2504965
## PC87 > -1.130408
## -> class 0\|0 [0.994]
##
## Rule 45/2: (132.2/0.5, lift 15.4)
## PC4 <= 10.01577
## PC13 <= 8.891523
## PC18 > 2.866668
## PC55 > -0.4774561
## PC63 <= 1.68656
## PC70 <= -1.038659
## PC81 <= 2.041869
## PC87 > -1.130408
## -> class 0\|0 [0.989]
##
## Rule 45/3: (102.5/1, lift 15.3)
## PC4 <= 10.01577
## PC13 <= 8.891523
## PC18 > 2.09492
## PC22 > -0.2273211
## PC55 > -0.4774561
## PC75 > 0.3460945
## PC87 > -1.130408
## -> class 0\|0 [0.981]
##
## Rule 45/4: (54.8/0.3, lift 15.3)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC5 <= 1.390464
## PC13 <= 0.8367534
## PC14 > 0.3452199
## PC18 > -0.4683644
## PC18 <= 2.09492
## PC22 > -0.2273211
## PC28 > -0.104651
## -> class 0\|0 [0.977]
##
## Rule 45/5: (21.9, lift 15.0)
## PC13 <= 8.891523
## PC18 > 2.09492
## PC18 <= 2.866668
## PC28 <= 3.364948
## PC48 > 0.5067244
## -> class 0\|0 [0.958]
##
## Rule 45/6: (21.5, lift 15.0)
## PC2 > 2.57978
## PC5 <= 1.390464
## PC13 <= 0.8367534
## PC14 > 0.3452199
## PC18 > -0.4683644
## PC22 > -0.2273211
## PC38 > 0.9440858
## -> class 0\|0 [0.957]
##
## Rule 45/7: (16.3, lift 14.8)
## PC1 > -0.7254466
## PC18 > 1.224285
## PC40 > -1.122004
## PC59 > -2.167428
## PC83 <= -1.984295
## -> class 0\|0 [0.945]
##
## Rule 45/8: (37.9/1.2, lift 14.8)
## PC2 <= 4.801399
## PC18 > 1.224285
## PC22 <= -0.2273211
## PC55 > -0.04403881
## PC59 > -2.167428
## PC83 <= 0.7338921
## -> class 0\|0 [0.945]
##
## Rule 45/9: (386.9/22, lift 14.7)
## PC1 > -0.5764722
## PC18 > 2.09492
## PC22 > -0.2273211
## PC52 <= 0.7673496
## PC55 > -0.4774561
## -> class 0\|0 [0.941]
##
## Rule 45/10: (111.2/5.8, lift 14.7)
## PC13 <= 8.891523
## PC18 > 2.09492
## PC22 > -0.2273211
## PC28 <= 3.364948
## PC32 > 0.9360902
## -> class 0\|0 [0.940]
##
## Rule 45/11: (256.4/19.3, lift 14.4)
## PC1 <= -0.5814493
## PC3 > -4.942089
## PC7 > -0.966468
## PC12 > -1.009742
## PC16 > -1.175237
## PC18 > 2.866668
## PC22 > -0.2273211
## PC26 > -0.1368197
## PC37 > -1.848276
## PC54 <= 1.459367
## PC61 > -0.8433518
## PC64 > -0.2050932
## PC79 <= 0.5957879
## PC85 > -0.2807045
## -> class 0\|0 [0.922]
##
## Rule 45/12: (9, lift 14.2)
## PC2 > 2.57978
## PC4 <= 10.01577
## PC18 > -0.4683644
## PC24 > 5.230654
## PC40 > -1.122004
## PC67 > -0.3456746
## -> class 0\|0 [0.909]
##
## Rule 45/13: (39.1/4.2, lift 13.6)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC5 <= 1.390464
## PC13 <= 0.8367534
## PC14 > 0.3452199
## PC18 > -0.4683644
## PC18 <= 2.09492
## PC81 > 0.6264089
## -> class 0\|0 [0.873]
##
## Rule 45/14: (30/3.3, lift 13.5)
## PC1 > -0.7254466
## PC18 > 1.224285
## PC22 <= -0.2273211
## PC40 > -1.122004
## PC48 > 0.3607188
## PC55 > -0.04403881
## PC59 > -2.167428
## -> class 0\|0 [0.865]
##
## Rule 45/15: (49.3/8.2, lift 12.8)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC5 <= 1.390464
## PC13 <= 0.8367534
## PC14 > 0.3452199
## PC18 <= 2.09492
## PC22 > -0.2273211
## PC58 <= -0.6923037
## -> class 0\|0 [0.820]
##
## Rule 45/16: (77.1, lift 13.7)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 > -2.522465
## PC18 <= -0.4683644
## PC43 <= -1.939943
## PC71 > -0.538675
## -> class 0\|1 [0.987]
##
## Rule 45/17: (16.3, lift 13.1)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 > -0.6614195
## PC18 <= -0.4683644
## PC44 > 0.7241517
## -> class 0\|1 [0.945]
##
## Rule 45/18: (31.3/1, lift 13.0)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 > 0.1885499
## PC18 > -1.750188
## PC18 <= -0.4683644
## -> class 0\|1 [0.939]
##
## Rule 45/19: (49.5/5.1, lift 12.2)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 > -0.02879996
## PC11 > -0.06312435
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC44 > 0.7241517
## -> class 0\|1 [0.882]
##
## Rule 45/20: (45.2/8.8, lift 11.0)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC14 > -0.6060452
## PC16 <= 0.4563035
## PC18 <= -0.4683644
## PC43 > -1.939943
## PC77 > 1.007016
## -> class 0\|1 [0.793]
##
## Rule 45/21: (3141.2/1890.9, lift 5.5)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 > -0.4683644
## -> class 0\|1 [0.398]
##
## Rule 45/22: (202.6/0.1, lift 11.0)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 <= 0.1885499
## PC9 <= 0.6651683
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC28 <= 3.778366
## PC38 <= 1.142942
## PC41 <= 0.2175477
## PC43 <= 1.648032
## PC44 <= 0.7241517
## PC67 > -0.1214048
## PC75 <= 0.19298
## PC77 <= 0.2605191
## PC83 > -1.238572
## PC88 > -0.6645934
## -> class 0\|2 [0.994]
##
## Rule 45/23: (249.4/1.3, lift 11.0)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 <= 0.1885499
## PC9 <= 0.6651683
## PC11 > -0.06312435
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC31 <= 0.03255827
## PC38 <= 1.142942
## PC41 <= 0.2175477
## PC43 <= 1.648032
## PC44 <= 0.7241517
## PC55 > -1.653106
## PC75 <= 0.19298
## PC77 <= 0.2605191
## PC83 > -1.238572
## -> class 0\|2 [0.991]
##
## Rule 45/24: (109.3, lift 11.0)
## PC2 > 6.300215
## PC8 > -0.4816937
## PC18 > -0.4683644
## PC20 > -4.546392
## PC22 <= -0.2273211
## PC40 <= -1.122004
## PC87 <= 0.3641948
## -> class 0\|2 [0.991]
##
## Rule 45/25: (94.5, lift 11.0)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 > -0.4816937
## PC18 > -0.4683644
## PC20 > -4.546392
## PC22 <= -0.2273211
## PC40 <= -1.122004
## PC59 > -0.330136
## PC87 <= 0.3641948
## -> class 0\|2 [0.990]
##
## Rule 45/26: (96.3, lift 11.0)
## PC4 > 10.01577
## PC18 > -0.4683644
## PC30 <= 5.609498
## PC41 > -0.5387702
## PC47 <= 4.410915
## -> class 0\|2 [0.990]
##
## Rule 45/27: (67.8, lift 10.9)
## PC2 > 2.57978
## PC18 > -0.4683644
## PC20 > -4.546392
## PC20 <= 2.462164
## PC22 <= -0.2273211
## PC24 <= 5.230654
## PC40 > -1.122004
## PC47 <= 2.388013
## PC67 > -0.3456746
## PC83 > 0.7338921
## PC87 <= 0.1094855
## -> class 0\|2 [0.986]
##
## Rule 45/28: (62.8, lift 10.9)
## PC20 > -4.546392
## PC22 > -0.2273211
## PC28 > 3.364948
## PC47 <= 4.410915
## -> class 0\|2 [0.984]
##
## Rule 45/29: (43.3, lift 10.8)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC14 <= 0.3452199
## PC18 > -0.4683644
## PC18 <= 2.09492
## PC20 > -4.546392
## PC25 <= -1.12914
## PC42 > -2.840336
## PC86 <= 4.257531
## -> class 0\|2 [0.978]
##
## Rule 45/30: (34.7, lift 10.8)
## PC4 > 5.860116
## PC10 > -6.330352
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC38 <= 1.142942
## PC75 > 0.19298
## PC77 <= 0.2605191
## -> class 0\|2 [0.973]
##
## Rule 45/31: (35, lift 10.8)
## PC8 <= 0.02105202
## PC10 <= -2.362712
## PC18 <= -1.750188
## PC39 > -1.34417
## PC47 <= -0.3112438
## -> class 0\|2 [0.972]
##
## Rule 45/32: (58.9/0.7, lift 10.8)
## PC3 <= 1.640775
## PC8 <= -0.02879996
## PC11 > -0.06312435
## PC18 > -1.750188
## PC18 <= -0.6614195
## PC44 > 0.7241517
## PC77 <= 1.007016
## -> class 0\|2 [0.972]
##
## Rule 45/33: (31.8, lift 10.8)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC11 > -0.06312435
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC43 <= 1.648032
## PC75 > 0.19298
## PC77 <= 0.2605191
## PC80 <= -0.4744539
## PC85 <= 0.3245944
## -> class 0\|2 [0.970]
##
## Rule 45/34: (29, lift 10.7)
## PC10 > 8.172514
## PC18 > -0.4683644
## PC20 > -4.546392
## PC22 <= -0.2273211
## PC40 > -1.122004
## PC47 <= 2.388013
## -> class 0\|2 [0.968]
##
## Rule 45/35: (25.3, lift 10.7)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC14 <= 0.3452199
## PC18 > -0.4683644
## PC18 <= 2.09492
## PC20 > -4.546392
## PC59 <= -0.09966623
## PC73 <= -0.9881618
## PC86 <= 4.257531
## -> class 0\|2 [0.963]
##
## Rule 45/36: (51.6/1, lift 10.7)
## PC2 > 2.57978
## PC14 <= 0.3452199
## PC18 > -0.4683644
## PC18 <= 2.09492
## PC43 <= 0.6333902
## PC59 <= -0.09966623
## PC79 > 0.6180233
## PC86 <= 4.257531
## -> class 0\|2 [0.962]
##
## Rule 45/37: (24, lift 10.7)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 1.224285
## PC20 > -4.546392
## PC21 > -0.4558974
## PC22 <= -0.2273211
## PC40 > -1.122004
## PC67 > -0.3456746
## PC74 <= -0.2568011
## -> class 0\|2 [0.961]
##
## Rule 45/38: (23.2, lift 10.6)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC5 <= -0.4823957
## PC8 <= 0.1885499
## PC18 > -1.750188
## PC18 <= -0.4683644
## -> class 0\|2 [0.959]
##
## Rule 45/39: (20.1, lift 10.6)
## PC8 <= 0.02105202
## PC10 <= -2.362712
## PC18 <= -1.750188
## PC39 > -1.34417
## PC43 > -1.939943
## PC58 > -1.899415
## PC63 <= 1.201351
## PC94 > 0.5303116
## -> class 0\|2 [0.955]
##
## Rule 45/40: (26/0.3, lift 10.6)
## PC4 > -7.600563
## PC8 <= 0.02105202
## PC10 <= -2.362712
## PC18 <= -0.4683644
## PC29 > 1.684279
## PC57 <= 0.4343778
## PC77 <= 1.007016
## -> class 0\|2 [0.952]
##
## Rule 45/41: (85.1/3.3, lift 10.5)
## PC18 <= -1.750188
## PC39 > -1.100589
## PC42 <= 0.986693
## PC50 <= 1.071687
## PC63 > 1.201351
## PC77 <= 1.007016
## PC79 > -3.272041
## -> class 0\|2 [0.950]
##
## Rule 45/42: (40.4/1.2, lift 10.5)
## PC4 > -7.600563
## PC8 <= 0.02105202
## PC10 <= -2.362712
## PC18 <= -1.750188
## PC39 > -1.34417
## PC43 > -1.939943
## PC57 > 0.4343778
## PC63 <= 1.201351
## PC77 <= 1.007016
## -> class 0\|2 [0.948]
##
## Rule 45/43: (108.2/5, lift 10.5)
## PC3 <= 1.640775
## PC15 > 0.8067278
## PC18 <= -1.750188
## PC29 > -6.471094
## PC43 > -1.939943
## PC50 > -1.336283
## PC53 <= 1.954918
## PC77 <= 1.007016
## PC80 > -3.76893
## -> class 0\|2 [0.945]
##
## Rule 45/44: (17.2, lift 10.5)
## PC2 > 2.57978
## PC18 > -0.4683644
## PC20 > -4.546392
## PC22 <= -0.2273211
## PC40 > -1.122004
## PC59 <= -2.167428
## PC67 > -0.3456746
## PC83 <= 0.7338921
## -> class 0\|2 [0.944]
##
## Rule 45/45: (113.5/5.6, lift 10.5)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 > 0.02105202
## PC10 > -2.366485
## PC18 <= -1.750188
## PC29 > -6.471094
## PC39 > -0.1398884
## PC43 > -1.939943
## PC53 <= 3.797972
## -> class 0\|2 [0.943]
##
## Rule 45/46: (38.1/1.3, lift 10.4)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 <= -0.2681317
## PC18 > -0.4683644
## PC20 > -4.546392
## PC22 <= -0.2273211
## PC24 <= 5.230654
## PC40 > -1.122004
## PC47 <= 2.388013
## -> class 0\|2 [0.942]
##
## Rule 45/47: (13.5, lift 10.4)
## PC12 <= -1.462487
## PC14 <= 0.3452199
## PC18 <= 2.09492
## PC20 > -4.546392
## PC22 > -0.2273211
## PC42 > -2.840336
## PC43 <= 0.6333902
## PC55 > -0.3779121
## -> class 0\|2 [0.935]
##
## Rule 45/48: (116.4/7.5, lift 10.3)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 > 0.02105202
## PC10 > -2.366485
## PC18 <= -1.750188
## PC41 > 0.07684314
## PC43 > -1.939943
## PC53 <= 3.797972
## -> class 0\|2 [0.928]
##
## Rule 45/49: (11.3, lift 10.3)
## PC4 <= -5.169592
## PC11 <= -0.06312435
## PC18 <= -0.4683644
## PC43 > -1.939943
## PC68 > -0.6585395
## -> class 0\|2 [0.925]
##
## Rule 45/50: (17/0.5, lift 10.2)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 <= -1.750188
## PC41 > 0.5415599
## PC43 > -1.939943
## -> class 0\|2 [0.919]
##
## Rule 45/51: (10.6/0.2, lift 10.1)
## PC3 <= 1.640775
## PC18 <= -1.750188
## PC32 <= -1.689277
## PC42 <= 2.54671
## PC43 > -1.939943
## PC63 <= 1.201351
## -> class 0\|2 [0.909]
##
## Rule 45/52: (8.7, lift 10.1)
## PC2 > 2.57978
## PC18 > -0.4683644
## PC20 <= -4.546392
## PC35 > 0.5308881
## PC47 <= 4.410915
## -> class 0\|2 [0.907]
##
## Rule 45/53: (16.6/0.8, lift 10.0)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC8 > -0.2681317
## PC18 > -0.4683644
## PC18 <= 1.224285
## PC22 > -0.2456268
## PC22 <= -0.2273211
## -> class 0\|2 [0.905]
##
## Rule 45/54: (10.1/0.2, lift 10.0)
## PC3 <= 1.640775
## PC18 <= -1.750188
## PC43 > -1.939943
## PC63 <= 1.201351
## PC77 <= 1.007016
## PC97 > 2.121353
## -> class 0\|2 [0.902]
##
## Rule 45/55: (103.4/9.8, lift 10.0)
## PC4 > 7.320112
## PC10 > -2.362712
## PC18 <= -0.4683644
## PC39 > -1.34417
## PC42 <= 2.54671
## PC71 <= 0.3875821
## PC77 <= 1.007016
## -> class 0\|2 [0.898]
##
## Rule 45/56: (7.5, lift 9.9)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 > -2.522465
## PC18 <= -0.4683644
## PC43 <= -1.939943
## PC71 <= -0.538675
## -> class 0\|2 [0.894]
##
## Rule 45/57: (63.2/6.5, lift 9.8)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC14 <= 0.3452199
## PC18 > -0.4683644
## PC18 <= 2.09492
## PC22 > -0.2273211
## PC43 > 0.6333902
## PC90 <= 3.218583
## -> class 0\|2 [0.884]
##
## Rule 45/58: (9.3/0.4, lift 9.8)
## PC2 > 2.57978
## PC11 <= -0.06312435
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC68 <= -0.6585395
## -> class 0\|2 [0.880]
##
## Rule 45/59: (5.8, lift 9.7)
## PC16 <= -1.322452
## PC20 <= -4.546392
## PC22 <= -0.2611352
## PC79 <= 1.733159
## -> class 0\|2 [0.872]
##
## Rule 45/60: (173.4/23.1, lift 9.6)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC4 <= 5.860116
## PC11 > -0.06312435
## PC18 > -1.750188
## PC18 <= -0.4683644
## PC38 <= 1.142942
## PC41 <= 0.2175477
## PC43 <= 1.648032
## PC44 <= 0.7241517
## PC77 <= 0.2605191
## PC82 <= 0.4660748
## PC85 <= 0.3245944
## PC99 > -0.3814424
## -> class 0\|2 [0.862]
##
## Rule 45/61: (30.1/3.9, lift 9.4)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 <= 1.224285
## PC20 > -4.546392
## PC21 <= -0.4558974
## PC22 <= -0.2273211
## PC47 > 0.7126363
## PC74 <= -0.2568011
## PC83 <= 0.7338921
## -> class 0\|2 [0.848]
##
## Rule 45/62: (99.9/15.4, lift 9.3)
## PC4 <= -7.600563
## PC18 <= -0.4683644
## PC43 > -1.939943
## PC43 <= 0.3290616
## -> class 0\|2 [0.839]
##
## Rule 45/63: (67/10.4, lift 9.3)
## PC8 <= 0.1885499
## PC10 <= -6.330352
## PC18 <= -0.4683644
## PC77 <= 1.007016
## -> class 0\|2 [0.835]
##
## Rule 45/64: (19.2/2.5, lift 9.2)
## PC2 > 2.57978
## PC18 > -0.4683644
## PC22 > -0.2273211
## PC86 <= 4.257531
## PC90 > 3.218583
## -> class 0\|2 [0.834]
##
## Rule 45/65: (121.5/22.4, lift 9.0)
## PC10 <= -3.369588
## PC18 <= -1.750188
## PC20 > -2.544282
## PC77 <= 1.007016
## -> class 0\|2 [0.810]
##
## Rule 45/66: (23.2/4.1, lift 8.8)
## PC15 <= 0.9078955
## PC18 > -3.243848
## PC18 <= -2.522465
## PC43 <= -1.939943
## -> class 0\|2 [0.798]
##
## Rule 45/67: (37.5/12.7, lift 7.3)
## PC13 > 8.891523
## PC18 > -0.4683644
## PC22 > -0.2273211
## -> class 0\|2 [0.654]
##
## Rule 45/68: (63.9, lift 11.3)
## PC4 <= 10.01577
## PC16 > -1.322452
## PC18 > -0.4683644
## PC20 <= -4.546392
## PC35 <= 0.5308881
## PC79 <= 1.733159
## -> class 0\|3 [0.985]
##
## Rule 45/69: (56.5, lift 11.3)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC20 > -4.546392
## PC22 <= -0.2273211
## PC47 > 2.388013
## -> class 0\|3 [0.983]
##
## Rule 45/70: (37.4, lift 11.2)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC47 > 4.410915
## -> class 0\|3 [0.975]
##
## Rule 45/71: (30, lift 11.1)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC10 <= 8.172514
## PC18 > -0.4683644
## PC18 <= 1.224285
## PC22 <= -0.2273211
## PC48 > 0.5140868
## -> class 0\|3 [0.969]
##
## Rule 45/72: (23.5, lift 11.0)
## PC15 <= 0.8067278
## PC18 <= -1.750188
## PC43 > -1.939943
## PC79 <= -3.272041
## -> class 0\|3 [0.961]
##
## Rule 45/73: (45.8/1.4, lift 10.9)
## PC3 <= 1.640775
## PC18 <= -1.750188
## PC29 > -6.471094
## PC50 <= -1.336283
## -> class 0\|3 [0.949]
##
## Rule 45/74: (52.8/2.8, lift 10.7)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC4 <= 10.01577
## PC20 > -4.546392
## PC22 <= -0.2273211
## PC40 <= -1.122004
## PC87 > 0.3641948
## -> class 0\|3 [0.931]
##
## Rule 45/75: (6.7, lift 10.1)
## PC18 <= -0.4683644
## PC28 > 3.778366
## PC44 <= 0.7241517
## PC77 <= 0.2605191
## -> class 0\|3 [0.881]
##
## Rule 45/76: (83.2/10.6, lift 9.9)
## PC2 > 2.57978
## PC2 <= 6.300215
## PC3 <= 1.640775
## PC20 > -4.546392
## PC22 <= -0.2273211
## PC40 <= -1.122004
## PC59 <= -0.330136
## -> class 0\|3 [0.863]
##
## Rule 45/77: (102.7/14.3, lift 9.8)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC22 <= -0.2273211
## PC67 <= -0.3456746
## -> class 0\|3 [0.854]
##
## Rule 45/78: (12.2/1.6, lift 9.3)
## PC1 <= -0.1814509
## PC2 > 0.7056494
## PC2 <= 2.57978
## PC8 <= 0.08273966
## -> class 0\|3 [0.816]
##
## Rule 45/79: (55.5/16, lift 8.1)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC4 <= 10.01577
## PC86 > 4.257531
## -> class 0\|3 [0.704]
##
## Rule 45/80: (21/6.2, lift 7.9)
## PC15 > 0.8067278
## PC18 <= -1.750188
## PC53 > 1.954918
## -> class 0\|3 [0.686]
##
## Rule 45/81: (2936.9/1408.2, lift 6.0)
## PC2 > 2.57978
## PC3 <= 1.640775
## PC18 <= -0.4683644
## -> class 0\|3 [0.520]
##
## Rule 45/82: (106.3, lift 20.0)
## PC1 > -0.4334595
## PC14 <= -1.848327
## PC94 <= -0.1697897
## -> class 1\|0 [0.991]
##
## Rule 45/83: (207.4/2.2, lift 19.9)
## PC1 > 21.75816
## PC16 > -1.955825
## PC35 > -0.5249
## PC68 <= 1.012451
## -> class 1\|0 [0.985]
##
## Rule 45/84: (284.3/5.6, lift 19.7)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC5 <= 12.1829
## PC6 <= 5.1094
## PC9 > -0.7849584
## PC10 <= 1.135202
## PC16 <= -1.955825
## PC29 > 0.03516444
## PC70 <= 0.3006999
## PC90 <= 0.5817778
## PC91 > -0.5243187
## -> class 1\|0 [0.977]
##
## Rule 45/85: (53.3/0.9, lift 19.5)
## PC2 > 2.57978
## PC3 > 1.640775
## PC18 <= 0.7362046
## PC20 > -0.4269084
## PC62 <= -1.092129
## PC77 <= 0.6827924
## PC92 <= 0.4289787
## -> class 1\|0 [0.965]
##
## Rule 45/86: (129.5/8.5, lift 18.8)
## PC4 <= 0.6493767
## PC11 <= 1.243502
## PC12 > 2.808892
## PC14 <= -1.624508
## PC16 <= -1.955825
## PC71 <= 0.2716605
## -> class 1\|0 [0.928]
##
## Rule 45/87: (39.8/2.4, lift 18.5)
## PC2 > 2.57978
## PC3 > 1.640775
## PC51 > -0.3034294
## PC60 > 0.8443592
## -> class 1\|0 [0.918]
##
## Rule 45/88: (169.1/14.6, lift 18.4)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC5 <= 12.1829
## PC6 <= 5.1094
## PC11 <= 1.243502
## PC16 <= -1.955825
## PC35 <= -0.02292054
## PC86 > -2.373453
## -> class 1\|0 [0.909]
##
## Rule 45/89: (70.6/5.9, lift 18.3)
## PC1 > -0.1814509
## PC1 <= 0.3597013
## PC2 <= 2.57978
## PC16 <= 0.8572028
## PC32 <= 1.511098
## PC56 <= -0.2345833
## -> class 1\|0 [0.905]
##
## Rule 45/90: (22.3/1.7, lift 17.9)
## PC2 > 2.57978
## PC3 > 1.640775
## PC39 > 0.6296899
## PC50 > -0.320051
## -> class 1\|0 [0.888]
##
## Rule 45/91: (185.7/20.8, lift 17.9)
## PC16 <= -5.274351
## PC51 > 0.6593579
## -> class 1\|0 [0.884]
##
## Rule 45/92: (242/50.1, lift 16.0)
## PC1 > 7.833367
## PC7 > 2.844908
## PC14 > -1.848327
## PC16 > -1.955825
## -> class 1\|0 [0.791]
##
## Rule 45/93: (17.5/5.1, lift 13.8)
## PC2 > 2.57978
## PC3 > 1.640775
## PC24 > 3.18247
## PC50 > -0.320051
## PC51 > -0.3034294
## -> class 1\|0 [0.685]
##
## Rule 45/94: (156.5/0.1, lift 15.4)
## PC5 > 12.1829
## PC16 <= -1.955825
## PC95 > -0.0869053
## -> class 1\|1 [0.993]
##
## Rule 45/95: (110.5, lift 15.4)
## PC1 > -0.4334595
## PC5 <= 12.1829
## PC11 <= 1.243502
## PC16 <= -1.955825
## PC91 <= -0.5243187
## -> class 1\|1 [0.991]
##
## Rule 45/96: (106.8, lift 15.4)
## PC2 <= 2.57978
## PC11 <= 1.243502
## PC16 <= -1.955825
## PC90 > 0.5817778
## -> class 1\|1 [0.991]
##
## Rule 45/97: (105.3, lift 15.4)
## PC3 > 1.640775
## PC16 <= -5.274351
## PC51 <= 0.6593579
## -> class 1\|1 [0.991]
##
## Rule 45/98: (165/0.8, lift 15.3)
## PC3 > 1.640775
## PC4 <= -2.247588
## PC15 > 0.4240936
## PC51 <= -0.3034294
## -> class 1\|1 [0.989]
##
## Rule 45/99: (92.4, lift 15.3)
## PC2 > 2.57978
## PC3 > 1.640775
## PC15 > 0.4240936
## PC38 > 0.07944629
## -> class 1\|1 [0.989]
##
## Rule 45/100: (112.7/0.5, lift 15.3)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC9 > -0.7849584
## PC16 <= -1.955825
## PC29 > 0.03516444
## PC70 > 0.3006999
## PC91 > -0.5243187
## -> class 1\|1 [0.987]
##
## Rule 45/101: (63.5, lift 15.3)
## PC1 > 7.833367
## PC1 <= 21.75816
## PC7 <= 2.844908
## PC16 > -1.955825
## PC18 > 0.1652419
## -> class 1\|1 [0.985]
##
## Rule 45/102: (61.2, lift 15.3)
## PC1 > 7.833367
## PC1 <= 21.75816
## PC3 <= 0.09497605
## PC7 <= 2.844908
## PC8 > -4.616251
## PC16 > -1.955825
## PC19 > -1.592258
## -> class 1\|1 [0.984]
##
## Rule 45/103: (56.7, lift 15.3)
## PC1 > -0.3366674
## PC5 <= 12.1829
## PC6 > 5.1094
## PC11 <= 1.243502
## PC12 <= 2.808892
## PC16 <= -1.955825
## -> class 1\|1 [0.983]
##
## Rule 45/104: (69.7/0.4, lift 15.2)
## PC1 > 21.75816
## PC68 > 1.012451
## -> class 1\|1 [0.981]
##
## Rule 45/105: (47.2, lift 15.2)
## PC1 > -0.3366674
## PC5 <= 12.1829
## PC6 > 5.1094
## PC11 <= 1.243502
## PC14 > -1.624508
## PC16 <= -1.955825
## -> class 1\|1 [0.980]
##
## Rule 45/106: (102.5/1.7, lift 15.1)
## PC8 > 1.687932
## PC16 <= -5.274351
## -> class 1\|1 [0.974]
##
## Rule 45/107: (30.2, lift 15.0)
## PC2 <= 2.57978
## PC9 > -0.7849584
## PC10 <= 1.135202
## PC16 <= -1.955825
## PC29 <= 0.03516444
## PC35 > -0.02292054
## PC86 > -2.373453
## -> class 1\|1 [0.969]
##
## Rule 45/108: (27.2, lift 15.0)
## PC3 > 1.640775
## PC16 > -5.274351
## PC18 > 0.7362046
## PC60 <= 0.8443592
## -> class 1\|1 [0.966]
##
## Rule 45/109: (42.5/1, lift 14.8)
## PC4 > 0.6493767
## PC6 > 5.1094
## PC11 <= 1.243502
## PC16 <= -1.955825
## -> class 1\|1 [0.955]
##
## Rule 45/110: (19.7, lift 14.8)
## PC2 > 2.57978
## PC3 > 1.640775
## PC20 <= -0.4269084
## PC39 <= 0.6296899
## PC62 <= -1.092129
## -> class 1\|1 [0.954]
##
## Rule 45/111: (18.4, lift 14.8)
## PC2 > 2.57978
## PC3 > 1.640775
## PC16 > -5.274351
## PC18 <= 0.7362046
## PC50 > -0.320051
## PC51 > -0.3034294
## PC77 > 0.6827924
## -> class 1\|1 [0.951]
##
## Rule 45/112: (44.8/1.5, lift 14.7)
## PC1 > -0.1814509
## PC2 <= 2.57978
## PC8 > -4.616251
## PC16 > -1.955825
## PC16 <= 0.8572028
## PC82 <= -0.5927215
## -> class 1\|1 [0.947]
##
## Rule 45/113: (14.1, lift 14.6)
## PC5 <= 12.1829
## PC6 > 5.1094
## PC11 <= 1.243502
## PC16 <= -1.955825
## PC71 > 0.2716605
## -> class 1\|1 [0.938]
##
## Rule 45/114: (62.9/3.3, lift 14.5)
## PC1 > -0.1814509
## PC1 <= 0.3597013
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC16 > -1.955825
## PC16 <= 0.8572028
## PC32 <= 1.511098
## PC56 > -0.2345833
## -> class 1\|1 [0.934]
##
## Rule 45/115: (21.2/0.6, lift 14.4)
## PC2 > 2.57978
## PC3 > 1.640775
## PC16 > -5.274351
## PC20 > -0.4269084
## PC51 > -0.3034294
## PC92 > 0.4289787
## -> class 1\|1 [0.931]
##
## Rule 45/116: (453.3/35.2, lift 14.3)
## PC2 > 2.57978
## PC3 > 1.640775
## PC16 > -5.274351
## PC24 <= 3.18247
## PC39 <= 0.6296899
## PC50 > -0.320051
## PC51 > -0.3034294
## PC60 <= 0.8443592
## PC62 > -1.092129
## -> class 1\|1 [0.920]
##
## Rule 45/117: (8.2, lift 14.0)
## PC2 <= 2.57978
## PC6 <= 5.1094
## PC10 > 1.135202
## PC11 <= 1.243502
## PC16 <= -1.955825
## -> class 1\|1 [0.902]
##
## Rule 45/118: (54.2/5.3, lift 13.8)
## PC1 > 21.75816
## PC35 <= -0.5249
## -> class 1\|1 [0.888]
##
## Rule 45/119: (5.5, lift 13.5)
## PC1 > -0.4334595
## PC5 <= 12.1829
## PC16 <= -1.955825
## PC86 <= -2.373453
## -> class 1\|1 [0.867]
##
## Rule 45/120: (37.9/4.7, lift 13.3)
## PC1 > -0.4334595
## PC9 > -0.7849584
## PC11 > 1.243502
## PC16 <= -1.955825
## -> class 1\|1 [0.856]
##
## Rule 45/121: (11.8/1.3, lift 13.0)
## PC1 <= 21.75816
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC13 <= -0.139403
## PC16 > -1.955825
## PC16 <= 0.8572028
## PC39 > 0.3763422
## -> class 1\|1 [0.836]
##
## Rule 45/122: (57.5/18.4, lift 10.4)
## PC1 > -0.1814509
## PC14 <= -1.848327
## PC16 > -1.955825
## PC94 > -0.1697897
## -> class 1\|1 [0.673]
##
## Rule 45/123: (35.3/18.8, lift 7.3)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC14 > -1.848327
## PC16 > -1.955825
## PC16 <= 0.8572028
## PC48 > 0.6548464
## -> class 1\|1 [0.468]
##
## Rule 45/124: (166.3, lift 16.4)
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC5 > 2.990929
## PC14 > -1.848327
## PC16 > 0.8572028
## PC65 <= 1.003645
## -> class 1\|2 [0.994]
##
## Rule 45/125: (97.9, lift 16.4)
## PC2 > 2.57978
## PC3 > 1.640775
## PC15 > -0.4500476
## PC15 <= 0.4240936
## PC51 <= -0.3034294
## -> class 1\|2 [0.990]
##
## Rule 45/126: (62.8, lift 16.3)
## PC1 > -0.1814509
## PC2 <= 2.57978
## PC4 <= -1.724814
## PC16 > -1.955825
## PC82 > -0.5927215
## -> class 1\|2 [0.985]
##
## Rule 45/127: (129.4/1.3, lift 16.2)
## PC1 > 7.833367
## PC1 <= 21.75816
## PC3 <= 0.09497605
## PC7 <= 2.844908
## PC8 > -4.616251
## PC18 <= 0.1652419
## PC19 <= -1.592258
## -> class 1\|2 [0.983]
##
## Rule 45/128: (79.5/0.4, lift 16.2)
## PC2 > 2.57978
## PC6 <= -3.673249
## PC15 <= -0.4500476
## PC31 <= 0.02175204
## -> class 1\|2 [0.983]
##
## Rule 45/129: (49.1, lift 16.2)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC14 > -1.848327
## PC16 > 0.8572028
## PC89 <= -0.1980517
## PC100 > 0.07582099
## -> class 1\|2 [0.980]
##
## Rule 45/130: (144.8/2.2, lift 16.2)
## PC1 > 1.238194
## PC3 > 0.09497605
## PC13 <= -0.03069899
## PC14 > -1.848327
## PC16 > 0.8572028
## PC47 <= 0.9877267
## PC100 <= 0.3512199
## -> class 1\|2 [0.979]
##
## Rule 45/131: (38.1, lift 16.1)
## PC3 > 1.640775
## PC15 <= -0.4500476
## PC51 <= -0.3034294
## PC55 > 0.6304926
## -> class 1\|2 [0.975]
##
## Rule 45/132: (33.8, lift 16.1)
## PC1 > 0.3597013
## PC3 > 0.09497605
## PC4 > -1.724814
## PC16 <= 0.8572028
## PC48 <= 0.6548464
## PC83 <= -0.5269067
## -> class 1\|2 [0.972]
##
## Rule 45/133: (34, lift 16.1)
## PC3 > 1.640775
## PC4 <= -2.384496
## PC15 <= -0.4500476
## -> class 1\|2 [0.972]
##
## Rule 45/134: (106.5/2.6, lift 16.0)
## PC1 > 0.3597013
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC14 > -1.848327
## PC16 > -1.955825
## PC48 <= 0.6548464
## PC82 > -0.5927215
## PC97 <= -0.8605416
## -> class 1\|2 [0.967]
##
## Rule 45/135: (32.7/0.3, lift 15.9)
## PC1 > -0.4334595
## PC1 <= 21.75816
## PC16 > 0.8572028
## PC66 <= -0.3726602
## PC100 > 0.08040742
## PC100 <= 0.3512199
## -> class 1\|2 [0.964]
##
## Rule 45/136: (23.9, lift 15.9)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC5 <= 2.990929
## PC16 > -1.955825
## PC35 > 0.785134
## PC100 <= 0.3512199
## -> class 1\|2 [0.961]
##
## Rule 45/137: (22.8, lift 15.9)
## PC1 > -0.4334595
## PC8 > -4.616251
## PC16 > -1.955825
## PC41 > 4.031186
## -> class 1\|2 [0.960]
##
## Rule 45/138: (210.5/7.7, lift 15.9)
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC14 > -1.848327
## PC14 <= 0.6673606
## PC16 > 0.8572028
## PC26 > -0.771329
## PC56 > -0.6419484
## PC80 > -1.360059
## PC100 > 0.3512199
## -> class 1\|2 [0.959]
##
## Rule 45/139: (75/3.5, lift 15.6)
## PC2 > 2.57978
## PC3 > 1.640775
## PC4 > -2.247588
## PC15 > -0.4500476
## PC38 <= 0.07944629
## PC41 <= 1.642845
## PC51 <= -0.3034294
## -> class 1\|2 [0.942]
##
## Rule 45/140: (13.5/0.1, lift 15.3)
## PC2 > 2.57978
## PC3 > 1.640775
## PC50 <= -0.320051
## PC51 > -0.3034294
## -> class 1\|2 [0.929]
##
## Rule 45/141: (9.7, lift 15.1)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC8 <= -4.616251
## PC25 <= -0.2304425
## -> class 1\|2 [0.915]
##
## Rule 45/142: (246.7/23.1, lift 14.9)
## PC1 > 0.3597013
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC13 <= -0.139403
## PC14 > -1.848327
## PC16 > -1.955825
## PC16 <= 0.8572028
## PC39 <= 0.3763422
## PC48 <= 0.6548464
## PC82 > -0.5927215
## -> class 1\|2 [0.903]
##
## Rule 45/143: (6.7, lift 14.6)
## PC5 > 12.1829
## PC16 <= -1.955825
## PC95 <= -0.0869053
## -> class 1\|2 [0.886]
##
## Rule 45/144: (5.5, lift 14.3)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC8 > -4.616251
## PC16 > -1.955825
## PC100 > 0.07582099
## PC100 <= 0.08040742
## -> class 1\|2 [0.866]
##
## Rule 45/145: (5.4, lift 14.3)
## PC1 > -0.1814509
## PC1 <= 0.3597013
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC16 <= 0.8572028
## PC32 > 1.511098
## -> class 1\|2 [0.865]
##
## Rule 45/146: (76.6/10.8, lift 14.1)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC14 > -1.848327
## PC16 > 0.8572028
## PC60 <= -0.7636853
## PC100 <= 0.3512199
## -> class 1\|2 [0.850]
##
## Rule 45/147: (21/3.6, lift 13.2)
## PC1 > -0.4334595
## PC1 <= -0.1814509
## PC8 <= 0.08273966
## PC41 > 0.7826157
## -> class 1\|2 [0.800]
##
## Rule 45/148: (21.8/5.7, lift 11.9)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC9 <= -0.7849584
## PC16 <= -1.955825
## -> class 1\|2 [0.720]
##
## Rule 45/149: (9.9/3.5, lift 10.3)
## PC1 <= 7.833367
## PC3 <= 0.09497605
## PC5 <= -4.443321
## PC16 > -1.955825
## -> class 1\|2 [0.622]
##
## Rule 45/150: (369.7/0.7, lift 14.1)
## PC1 <= 1.238194
## PC2 <= 2.57978
## PC3 > 0.7816898
## PC16 > 0.8572028
## PC35 <= 0.785134
## PC41 <= 4.031186
## PC60 > -0.7636853
## PC100 <= 0.07582099
## -> class 1\|3 [0.995]
##
## Rule 45/151: (82.9, lift 14.0)
## PC2 > 2.57978
## PC3 > 1.640775
## PC4 > -2.384496
## PC6 > -3.673249
## PC15 <= -0.4500476
## PC55 <= 0.6304926
## -> class 1\|3 [0.988]
##
## Rule 45/152: (71.9/0.2, lift 13.9)
## PC1 <= 1.238194
## PC2 <= 2.57978
## PC3 > 0.7816898
## PC16 > 0.8572028
## PC60 > -0.7636853
## PC66 > -0.3726602
## PC89 > -0.1980517
## PC100 > 0.08040742
## PC100 <= 0.3512199
## -> class 1\|3 [0.983]
##
## Rule 45/153: (133/1.8, lift 13.9)
## PC1 > 0.3597013
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC4 > -1.724814
## PC8 > -4.616251
## PC13 > -0.139403
## PC16 > -1.955825
## PC16 <= 0.8572028
## PC48 <= 0.6548464
## PC83 > -0.5269067
## PC97 > -0.8605416
## -> class 1\|3 [0.979]
##
## Rule 45/154: (132.1/9.2, lift 13.1)
## PC1 > -0.1814509
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC14 > 0.6673606
## PC16 > 0.8572028
## -> class 1\|3 [0.924]
##
## Rule 45/155: (20.7/0.9, lift 13.0)
## PC1 > -0.1814509
## PC3 > 0.09497605
## PC5 <= 2.990929
## PC16 > 0.8572028
## PC56 <= -0.6419484
## PC100 > 0.3512199
## -> class 1\|3 [0.917]
##
## Rule 45/156: (6.1, lift 12.4)
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC14 > -1.848327
## PC16 > 0.8572028
## PC80 <= -1.360059
## PC100 > 0.3512199
## -> class 1\|3 [0.874]
##
## Rule 45/157: (19.9/1.8, lift 12.4)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC3 > 0.09497605
## PC16 > -1.955825
## PC65 > 1.003645
## -> class 1\|3 [0.874]
##
## Rule 45/158: (230.7/49.7, lift 11.1)
## PC3 > 1.640775
## PC15 <= -0.4500476
## PC31 > 0.02175204
## PC51 <= -0.3034294
## -> class 1\|3 [0.782]
##
## Rule 45/159: (2697.3/1522.7, lift 6.2)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC16 > -1.955825
## PC43 <= 0.2371628
## PC56 <= 0.2579809
## -> class 1\|3 [0.436]
##
## Rule 45/160: (467.3/9.3, lift 15.6)
## PC8 > 2.293971
## PC12 > -1.318698
## PC16 <= 0.6382234
## PC20 <= 0.005586031
## PC29 <= 0.2034334
## PC39 <= 0.8002831
## PC42 > -0.3827201
## PC56 <= 0.5347223
## PC60 > -0.4655866
## PC70 <= 0.08980133
## PC71 <= 0.9115143
## PC74 > -0.5635044
## PC100 > -0.6044958
## -> class 2\|0 [0.978]
##
## Rule 45/161: (22.3, lift 15.3)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 <= -0.1738288
## PC57 > 0.8549603
## -> class 2\|0 [0.959]
##
## Rule 45/162: (58.5/1.9, lift 15.2)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 <= -0.1738288
## PC83 > 0.272599
## -> class 2\|0 [0.952]
##
## Rule 45/163: (23.5/1.5, lift 14.4)
## PC1 > -0.4334595
## PC1 <= -0.1814509
## PC2 <= 2.57978
## PC8 > 0.08273966
## PC16 > -1.955825
## PC43 > 0.2371628
## PC56 <= 0.2579809
## -> class 2\|0 [0.903]
##
## Rule 45/164: (46.2/7.1, lift 13.3)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 <= -0.1738288
## PC68 > -0.3550116
## PC92 <= 0.3201515
## -> class 2\|0 [0.832]
##
## Rule 45/165: (57.9/15.7, lift 11.5)
## PC1 > -0.4334595
## PC1 <= 7.833367
## PC2 <= 2.57978
## PC3 <= 0.09497605
## PC8 > -4.616251
## PC14 > -1.848327
## PC16 > -1.955825
## PC44 > 1.164803
## -> class 2\|0 [0.721]
##
## Rule 45/166: (85/40.7, lift 8.3)
## PC2 <= 2.57978
## PC4 <= 0.25686
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC24 <= 0.9605203
## PC44 > 0.6074791
## PC83 <= -0.445406
## -> class 2\|0 [0.521]
##
## Rule 45/167: (1298.5/623.6, lift 8.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## -> class 2\|0 [0.520]
##
## Rule 45/168: (176.7, lift 10.3)
## PC2 <= 2.57978
## PC8 > 1.524369
## PC8 <= 2.293971
## PC10 > -0.1738288
## PC24 <= 1.571487
## PC33 > -0.2940664
## PC33 <= 0.3017249
## PC37 > -0.3321204
## PC42 > -0.8512377
## PC44 <= 0.6074791
## PC98 <= 0.6805522
## -> class 2\|1 [0.994]
##
## Rule 45/169: (144.3, lift 10.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC42 > -0.3827201
## PC45 > -0.1960905
## PC60 <= -0.4655866
## PC94 > -0.1226157
## -> class 2\|1 [0.993]
##
## Rule 45/170: (112.4, lift 10.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC19 > -0.06375658
## PC60 <= -0.4655866
## -> class 2\|1 [0.991]
##
## Rule 45/171: (93, lift 10.2)
## PC2 <= 2.57978
## PC3 <= -0.0687524
## PC8 > -0.2273773
## PC89 <= 0.4044438
## PC90 <= 0.6808016
## PC94 > 0.8874819
## -> class 2\|1 [0.989]
##
## Rule 45/172: (86.4/0.3, lift 10.2)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC99 > 1.33899
## -> class 2\|1 [0.986]
##
## Rule 45/173: (56.4, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC62 > 1.289482
## -> class 2\|1 [0.983]
##
## Rule 45/174: (51.7, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC56 > 0.5347223
## -> class 2\|1 [0.981]
##
## Rule 45/175: (48.6, lift 10.1)
## PC2 <= 2.57978
## PC3 <= -0.0687524
## PC4 <= 0.25686
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 > -0.1738288
## PC45 > 0.3485494
## PC62 > -1.27519
## PC78 <= 0.324953
## -> class 2\|1 [0.980]
##
## Rule 45/176: (46.4, lift 10.1)
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 > -0.1738288
## PC44 <= 0.6074791
## PC65 > 1.138157
## PC99 <= 1.33899
## -> class 2\|1 [0.979]
##
## Rule 45/177: (43.9, lift 10.1)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC12 <= -2.15299
## PC26 <= -3.325578
## -> class 2\|1 [0.978]
##
## Rule 45/178: (36.5, lift 10.1)
## PC2 <= 2.57978
## PC8 > -2.34682
## PC14 <= -3.562955
## -> class 2\|1 [0.974]
##
## Rule 45/179: (27.9, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC71 > 0.9115143
## -> class 2\|1 [0.967]
##
## Rule 45/180: (48.4/0.7, lift 10.0)
## PC8 > -2.34682
## PC9 > 10.07783
## PC13 <= 0.1217568
## -> class 2\|1 [0.966]
##
## Rule 45/181: (226.9/6.7, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC12 <= 1.915311
## PC16 > -1.830509
## PC20 > 0.005586031
## PC40 > -1.646721
## -> class 2\|1 [0.966]
##
## Rule 45/182: (85.5/2, lift 10.0)
## PC2 <= 2.57978
## PC3 <= -0.0687524
## PC4 <= 0.25686
## PC8 > 0.04513648
## PC10 > -0.1738288
## PC12 > -2.15299
## PC28 <= -0.04617634
## PC37 <= 0.5078054
## PC44 <= 0.6074791
## PC46 > -0.3454094
## PC78 <= 0.324953
## PC89 <= 0.4044438
## -> class 2\|1 [0.965]
##
## Rule 45/183: (125.7/3.8, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 <= -0.1738288
## PC37 > -0.3553049
## PC57 <= 0.8549603
## PC68 <= -0.3550116
## PC71 > -0.9767009
## PC83 <= 0.272599
## -> class 2\|1 [0.963]
##
## Rule 45/184: (25.9, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC39 > 0.8002831
## -> class 2\|1 [0.963]
##
## Rule 45/185: (84.1/2.5, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC3 > -0.0687524
## PC4 <= 0.25686
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 > -0.1738288
## PC12 > -2.15299
## PC44 <= 0.6074791
## -> class 2\|1 [0.960]
##
## Rule 45/186: (180.3/6.5, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 > -0.1738288
## PC12 > -2.15299
## PC22 > -1.070443
## PC28 > -0.04617634
## PC44 <= 0.6074791
## PC46 > -0.3454094
## PC55 > -0.7205731
## PC55 <= 0.5927621
## PC62 > -1.27519
## PC78 <= 0.324953
## PC80 > -0.2861524
## PC84 > -0.4685264
## PC89 <= 0.4044438
## PC92 <= 0.2549533
## -> class 2\|1 [0.959]
##
## Rule 45/187: (20.3, lift 9.9)
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC44 <= 0.6074791
## PC62 > 3.121161
## -> class 2\|1 [0.955]
##
## Rule 45/188: (26.8/0.3, lift 9.9)
## PC1 > -0.4334595
## PC1 <= -0.1814509
## PC2 <= 2.57978
## PC8 > 0.08273966
## PC56 > 0.2579809
## -> class 2\|1 [0.955]
##
## Rule 45/189: (19, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC4 > -0.0364825
## PC4 <= 0.25686
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC12 > -2.15299
## PC89 > 0.4044438
## -> class 2\|1 [0.952]
##
## Rule 45/190: (94.5/3.6, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC35 <= -0.8359504
## -> class 2\|1 [0.952]
##
## Rule 45/191: (27.6/0.7, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 > -0.1738288
## PC12 > -2.15299
## PC34 > 0.7733741
## PC78 > 0.324953
## -> class 2\|1 [0.944]
##
## Rule 45/192: (38.2/1.2, lift 9.8)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC12 > -1.318698
## PC21 <= 0.938319
## PC42 > -0.3827201
## PC70 > 0.08980133
## PC100 > -0.6044958
## -> class 2\|1 [0.944]
##
## Rule 45/193: (93.7/5, lift 9.7)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC12 <= -1.318698
## PC60 > -0.4655866
## -> class 2\|1 [0.937]
##
## Rule 45/194: (162.2/11.9, lift 9.5)
## PC1 <= -0.4334595
## PC7 <= 1.332249
## PC8 > 2.293971
## PC14 > -1.794212
## PC42 <= -0.3827201
## PC99 > -1.292652
## -> class 2\|1 [0.922]
##
## Rule 45/195: (10.5, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC12 <= -2.15299
## PC44 <= 0.6074791
## PC76 > 0.3151669
## -> class 2\|1 [0.920]
##
## Rule 45/196: (45.1/3.5, lift 9.4)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC74 <= -0.5635044
## PC100 > -0.6044958
## -> class 2\|1 [0.905]
##
## Rule 45/197: (88.2/7.8, lift 9.3)
## PC2 <= -9.236844
## -> class 2\|1 [0.902]
##
## Rule 45/198: (34.2/2.7, lift 9.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC20 <= 0.005586031
## PC75 > 0.3067021
## PC100 <= -0.6044958
## -> class 2\|1 [0.897]
##
## Rule 45/199: (6.7, lift 9.2)
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC9 > 10.07783
## PC100 > 3.031807
## -> class 2\|1 [0.885]
##
## Rule 45/200: (20.9/1.7, lift 9.1)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC24 <= 1.571487
## PC44 <= 0.6074791
## PC100 > 1.709504
## -> class 2\|1 [0.881]
##
## Rule 45/201: (49.7/5.6, lift 9.0)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC10 > -0.1738288
## PC44 <= 0.6074791
## PC59 <= -0.6592996
## -> class 2\|1 [0.872]
##
## Rule 45/202: (13.4/1.3, lift 8.8)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC10 <= -0.5552376
## -> class 2\|1 [0.852]
##
## Rule 45/203: (137.3/19.7, lift 8.8)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC9 > -3.60995
## PC10 > -0.1738288
## PC24 <= 0.9605203
## PC44 > 0.6074791
## PC83 > -0.445406
## -> class 2\|1 [0.851]
##
## Rule 45/204: (47.8/6.5, lift 8.8)
## PC1 > -0.1814509
## PC1 <= 7.833367
## PC3 <= 0.09497605
## PC5 > -4.443321
## PC8 > 0.0576438
## PC14 > -1.848327
## PC57 <= -0.2449477
## PC89 <= 0.6562743
## -> class 2\|1 [0.849]
##
## Rule 45/205: (73.3/10.8, lift 8.7)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 > -0.1738288
## PC12 > -2.15299
## PC46 <= -0.3454094
## PC100 <= 1.709504
## -> class 2\|1 [0.844]
##
## Rule 45/206: (33.6/8.5, lift 7.6)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC4 > 0.25686
## PC8 > -0.2273773
## -> class 2\|1 [0.733]
##
## Rule 45/207: (45.3/13.1, lift 7.3)
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC11 > -4.060817
## PC16 <= 1.947675
## PC26 <= 3.593514
## PC58 > -0.9946324
## PC63 > 0.06488332
## PC85 <= 2.262085
## PC87 <= -0.8339931
## -> class 2\|1 [0.701]
##
## Rule 45/208: (119.6, lift 9.8)
## PC2 <= 2.57978
## PC4 <= -0.0364825
## PC8 > -0.2273773
## PC8 <= 1.524369
## PC44 <= 0.6074791
## PC46 > -0.3454094
## PC59 > -0.6592996
## PC62 <= 3.121161
## PC65 <= 1.138157
## PC89 > 0.4044438
## PC97 <= 0.2846242
## PC99 <= 1.33899
## -> class 2\|2 [0.991]
##
## Rule 45/209: (114/1.2, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -0.2273773
## PC8 <= 1.524369
## PC12 > -2.15299
## PC22 <= -1.070443
## PC28 > -0.04617634
## PC46 > -0.3454094
## PC55 <= 0.8046482
## PC59 > -0.6592996
## PC94 <= 0.8874819
## -> class 2\|2 [0.981]
##
## Rule 45/210: (44.4, lift 9.6)
## PC1 > -0.1814509
## PC1 <= 7.833367
## PC3 <= 0.09497605
## PC8 <= 0.0576438
## PC11 <= 2.046466
## PC16 > -1.955825
## PC83 <= -0.1538208
## -> class 2\|2 [0.978]
##
## Rule 45/211: (30.5, lift 9.6)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -2.34682
## PC11 > -4.060817
## PC24 > -0.5368495
## PC58 > -0.9946324
## PC79 > 0.5394546
## -> class 2\|2 [0.969]
##
## Rule 45/212: (7.3, lift 8.8)
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC25 > 0.2228285
## PC58 <= -0.9946324
## -> class 2\|2 [0.893]
##
## Rule 45/213: (7.4, lift 8.8)
## PC8 <= -2.34682
## PC9 > 6.905536
## PC26 > 1.716732
## PC44 <= 0.9869432
## PC67 > -8.675401
## PC89 <= 0.4358049
## -> class 2\|2 [0.893]
##
## Rule 45/214: (12.3/1.6, lift 8.0)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC38 <= 0.168578
## PC44 <= 0.9869432
## PC59 <= 0.668458
## PC88 <= 1.028325
## PC94 <= -1.561759
## -> class 2\|2 [0.816]
##
## Rule 45/215: (35.7/6.4, lift 7.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC20 > 0.005586031
## PC40 <= -1.646721
## -> class 2\|2 [0.803]
##
## Rule 45/216: (13236.8/11423.1, lift 1.4)
## PC1 <= -0.4334595
## PC11 > -4.060817
## -> class 2\|2 [0.137]
##
## Rule 45/217: (14252.4/12498.6, lift 1.2)
## PC3 <= 0.09497605
## -> class 2\|2 [0.123]
##
## Rule 45/218: (89.3, lift 9.0)
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC11 > -4.060817
## PC44 <= 0.9869432
## PC72 > -0.504717
## PC85 > 0.06851667
## PC89 > 0.598175
## PC93 <= 0.4416389
## -> class 2\|3 [0.989]
##
## Rule 45/219: (186.6/1.7, lift 9.0)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC16 > 0.4114715
## PC38 <= 0.168578
## PC67 > -0.7200569
## PC68 > -1.82776
## -> class 2\|3 [0.986]
##
## Rule 45/220: (135.3/1, lift 9.0)
## PC1 <= -0.4334595
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC10 > -0.5552376
## PC21 <= 3.22876
## PC24 > -0.5368495
## PC24 <= 0.8893464
## PC29 <= 0.2788967
## PC44 > 0.4365815
## PC45 <= 0.424736
## PC60 > -0.897952
## PC63 <= 0.06488332
## PC88 <= 0.3967604
## -> class 2\|3 [0.986]
##
## Rule 45/221: (146.8/1.4, lift 9.0)
## PC2 <= 2.57978
## PC8 <= -2.34682
## PC17 <= -0.3912565
## PC38 <= 0.168578
## PC44 <= 0.9869432
## PC49 <= -0.002580408
## PC68 > -1.82776
## -> class 2\|3 [0.984]
##
## Rule 45/222: (55.2, lift 9.0)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC24 > -0.5368495
## PC26 <= 3.593514
## PC45 <= 0.424736
## PC55 <= -0.9323016
## PC63 <= 0.06488332
## -> class 2\|3 [0.983]
##
## Rule 45/223: (178/2, lift 9.0)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC11 > -4.060817
## PC42 <= 0.2460434
## PC44 <= 0.9869432
## PC49 > -0.002580408
## PC55 > -0.3730481
## PC72 > -0.504717
## PC85 > 0.06851667
## PC93 <= 0.4416389
## -> class 2\|3 [0.983]
##
## Rule 45/224: (66.9/0.2, lift 9.0)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC12 > 2.574274
## PC19 > -2.882286
## PC32 <= 1.524166
## PC40 > -0.713052
## PC63 <= 0.06488332
## PC89 > -0.2461074
## -> class 2\|3 [0.983]
##
## Rule 45/225: (53.1, lift 8.9)
## PC1 > -0.1814509
## PC1 <= 7.833367
## PC3 <= 0.09497605
## PC5 > -4.443321
## PC8 > -4.616251
## PC8 <= 0.0576438
## PC44 <= 1.164803
## PC56 > 0.01577579
## PC79 <= 0.6426493
## PC83 > -0.1538208
## -> class 2\|3 [0.982]
##
## Rule 45/226: (53.7, lift 8.9)
## PC1 <= -0.4334595
## PC6 <= 1.580282
## PC8 <= -2.34682
## PC38 > 0.168578
## PC68 > -1.82776
## PC99 <= -0.7223927
## -> class 2\|3 [0.982]
##
## Rule 45/227: (50.1, lift 8.9)
## PC8 <= -0.2273773
## PC35 > 2.158967
## PC40 > -0.713052
## PC63 <= 0.06488332
## -> class 2\|3 [0.980]
##
## Rule 45/228: (66.9/0.4, lift 8.9)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC11 > -4.060817
## PC17 > -0.3912565
## PC29 <= 0.3038806
## PC44 <= 0.9869432
## PC85 <= 0.8082542
## PC93 <= 0.4416389
## PC99 > 0.7099166
## -> class 2\|3 [0.979]
##
## Rule 45/229: (102.9/1.4, lift 8.9)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC67 > -8.675401
## PC72 <= -0.504717
## PC85 > 0.06851667
## -> class 2\|3 [0.978]
##
## Rule 45/230: (442.2/8.9, lift 8.9)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC19 > -2.424658
## PC20 <= 0.7573689
## PC26 <= 1.716732
## PC38 <= 0.168578
## PC44 <= 0.9869432
## PC67 > -8.675401
## PC85 <= 0.06851667
## PC94 > -1.561759
## -> class 2\|3 [0.978]
##
## Rule 45/231: (44, lift 8.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC24 <= 0.8893464
## PC29 > 0.01478292
## PC60 > -0.897952
## PC63 <= 0.06488332
## PC83 <= -1.073892
## -> class 2\|3 [0.978]
##
## Rule 45/232: (42.2, lift 8.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC10 > -0.5552376
## PC24 > -0.5368495
## PC26 <= 3.593514
## PC27 <= -0.1490105
## PC40 > -0.713052
## PC45 <= 0.424736
## PC60 > -0.897952
## PC63 <= 0.06488332
## PC88 <= 0.3967604
## PC89 <= -0.2461074
## -> class 2\|3 [0.977]
##
## Rule 45/233: (96.4/1.4, lift 8.9)
## PC8 <= -2.34682
## PC12 > 5.03618
## PC59 <= 0.668458
## PC68 > -1.82776
## -> class 2\|3 [0.976]
##
## Rule 45/234: (41.9, lift 8.9)
## PC1 > -0.4334595
## PC1 <= 7.833367
## PC3 <= 0.09497605
## PC5 > -4.443321
## PC8 <= 0.0576438
## PC11 > 2.046466
## PC44 <= 1.164803
## PC56 > 0.01577579
## PC83 <= -0.1538208
## -> class 2\|3 [0.975]
##
## Rule 45/235: (37.9, lift 8.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC21 <= 3.22876
## PC24 > -0.5368495
## PC27 <= -0.1490105
## PC29 <= 0.2788967
## PC51 > 0.2649137
## PC60 > -0.897952
## PC63 <= 0.06488332
## PC88 <= 0.3967604
## -> class 2\|3 [0.975]
##
## Rule 45/236: (36.2, lift 8.9)
## PC1 <= -0.4334595
## PC6 <= 1.580282
## PC8 <= -2.34682
## PC11 > -4.060817
## PC38 > 0.168578
## PC58 <= -0.4518657
## PC68 > -1.82776
## -> class 2\|3 [0.974]
##
## Rule 45/237: (32.9, lift 8.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC14 > -3.562955
## PC16 > 1.947675
## PC58 > -0.9946324
## PC59 <= 0.668458
## -> class 2\|3 [0.971]
##
## Rule 45/238: (84/1.5, lift 8.8)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC10 > -0.2222511
## PC14 > -3.562955
## PC21 > -0.7329502
## PC25 <= 0.2228285
## PC41 <= 3.233286
## PC58 <= -0.9946324
## PC68 > -0.7434736
## -> class 2\|3 [0.971]
##
## Rule 45/239: (30, lift 8.8)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC24 <= 0.8893464
## PC27 <= -0.1490105
## PC29 <= 0.01478292
## PC40 > -0.713052
## PC44 <= 0.4365815
## PC45 <= 0.424736
## PC60 > -0.897952
## PC63 <= 0.06488332
## PC88 <= 0.3967604
## -> class 2\|3 [0.969]
##
## Rule 45/240: (28.3, lift 8.8)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC24 > 1.571487
## -> class 2\|3 [0.967]
##
## Rule 45/241: (26.5, lift 8.8)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC10 > -0.0008777652
## PC11 > -4.060817
## PC14 > -3.562955
## PC19 > -2.882286
## PC60 > 0.1102077
## PC63 > 0.06488332
## PC79 <= -0.08866115
## PC87 > -0.8339931
## -> class 2\|3 [0.965]
##
## Rule 45/242: (25.7, lift 8.8)
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC37 <= 0.6603662
## PC63 > 0.06488332
## PC85 > 2.262085
## -> class 2\|3 [0.964]
##
## Rule 45/243: (22.9, lift 8.7)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC38 <= 0.168578
## PC44 > 0.9869432
## PC67 > -8.675401
## PC67 <= -0.7200569
## -> class 2\|3 [0.958]
##
## Rule 45/244: (20, lift 8.7)
## PC1 <= -0.4334595
## PC8 <= -0.2273773
## PC19 <= -2.424658
## PC20 <= 0.7573689
## PC24 > 0.7534485
## PC38 <= 0.168578
## PC85 <= 0.06851667
## -> class 2\|3 [0.954]
##
## Rule 45/245: (54.6/1.6, lift 8.7)
## PC1 <= -0.4334595
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC19 <= -2.882286
## PC55 > -0.5115289
## PC55 <= -0.03196046
## -> class 2\|3 [0.953]
##
## Rule 45/246: (138.7/5.7, lift 8.7)
## PC1 <= -0.4334595
## PC6 <= 1.580282
## PC8 <= -2.34682
## PC11 > -4.060817
## PC28 <= 0.1989879
## PC38 > 0.168578
## PC64 <= -0.2974173
## -> class 2\|3 [0.952]
##
## Rule 45/247: (240.4/12.4, lift 8.6)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC7 <= 1.036133
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC21 <= 3.22876
## PC22 > -2.06298
## PC24 <= 0.8893464
## PC27 > -0.1490105
## PC32 <= 1.524166
## PC40 > -0.713052
## PC44 <= 0.4212037
## PC58 > -0.9946324
## PC60 > -0.897952
## PC63 <= 0.06488332
## PC67 <= 0.9321573
## PC73 > -1.055204
## PC79 <= 0.5394546
## PC88 <= 0.3967604
## -> class 2\|3 [0.945]
##
## Rule 45/248: (118.8/6.7, lift 8.5)
## PC2 <= 2.57978
## PC8 <= -2.34682
## PC12 <= 1.221754
## PC17 > -0.3912565
## PC38 <= 0.168578
## PC44 <= 0.9869432
## PC49 <= -0.002580408
## PC51 <= -0.03930935
## PC85 > 0.06851667
## PC85 <= 0.8082542
## -> class 2\|3 [0.936]
##
## Rule 45/249: (449.6/28.2, lift 8.5)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC9 <= 6.905536
## PC19 > -2.424658
## PC38 <= 0.168578
## PC44 <= 0.9869432
## PC85 <= 0.06851667
## PC89 <= 0.4358049
## PC94 > -1.561759
## -> class 2\|3 [0.935]
##
## Rule 45/250: (11.8, lift 8.5)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC10 > -0.0008777652
## PC19 > -2.882286
## PC34 <= -0.358234
## PC37 <= 0.6603662
## PC60 > 0.1102077
## PC63 > 0.06488332
## -> class 2\|3 [0.928]
##
## Rule 45/251: (141.8/10.3, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC38 <= 0.168578
## PC67 > -8.675401
## PC79 > 0.2627645
## -> class 2\|3 [0.921]
##
## Rule 45/252: (10.5, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC11 > -4.060817
## PC85 > 0.7949203
## PC85 <= 0.8082542
## -> class 2\|3 [0.919]
##
## Rule 45/253: (9.9, lift 8.3)
## PC1 <= -0.4334595
## PC11 <= -4.060817
## PC22 <= -1.056395
## -> class 2\|3 [0.916]
##
## Rule 45/254: (9.3, lift 8.3)
## PC2 <= 2.57978
## PC8 > -2.34682
## PC27 <= -0.1490105
## PC44 <= 0.4365815
## PC51 <= 0.2649137
## PC68 > 2.207328
## PC88 <= 0.3967604
## -> class 2\|3 [0.911]
##
## Rule 45/255: (117.5/10.8, lift 8.2)
## PC1 > -0.1814509
## PC8 <= -4.616251
## PC25 > -0.2304425
## PC57 <= 0.2286142
## PC77 <= 1.212584
## -> class 2\|3 [0.901]
##
## Rule 45/256: (28/2.8, lift 7.9)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC10 > -0.5552376
## PC14 > -3.562955
## PC37 > 0.6603662
## PC58 > -0.9946324
## PC63 > 0.06488332
## -> class 2\|3 [0.872]
##
## Rule 45/257: (34.8/3.7, lift 7.9)
## PC1 <= -0.4334595
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC10 > -0.5552376
## PC26 > 3.593514
## PC59 <= 0.668458
## -> class 2\|3 [0.872]
##
## Rule 45/258: (433.1/221.6, lift 4.5)
## PC1 <= -0.4334595
## PC8 <= 2.293971
## PC9 <= -3.60995
## -> class 2\|3 [0.488]
##
## Rule 45/259: (188.6, lift 14.0)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC11 <= -4.060817
## PC22 > -1.056395
## -> class 2\|4 [0.995]
##
## Rule 45/260: (148/1.8, lift 13.8)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC29 <= 0.3038806
## PC38 <= 0.168578
## PC67 > -8.675401
## PC68 > -1.82776
## PC72 > -0.504717
## PC85 > 0.8082542
## -> class 2\|4 [0.981]
##
## Rule 45/261: (106.3/1.2, lift 13.8)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC38 <= 0.168578
## PC42 > 0.2460434
## PC49 > -0.002580408
## PC68 > -1.82776
## PC85 > 0.06851667
## PC93 <= 0.4416389
## -> class 2\|4 [0.979]
##
## Rule 45/262: (164.6/3, lift 13.8)
## PC2 <= 2.57978
## PC8 <= -2.34682
## PC16 <= 0.4114715
## PC44 > 0.9869432
## PC59 <= 0.668458
## PC67 > -0.7200569
## PC68 > -1.82776
## PC79 <= 0.2627645
## -> class 2\|4 [0.976]
##
## Rule 45/263: (38.7, lift 13.7)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC10 <= -0.2222511
## PC58 <= -0.9946324
## -> class 2\|4 [0.975]
##
## Rule 45/264: (38.8/1.2, lift 13.3)
## PC1 > -0.4334595
## PC8 <= -4.616251
## PC25 > -0.2304425
## PC77 > 1.212584
## -> class 2\|4 [0.947]
##
## Rule 45/265: (85.9/4, lift 13.3)
## PC8 <= -2.34682
## PC12 > 1.221754
## PC17 <= 0.9835293
## PC51 <= -0.03930935
## PC59 <= 0.668458
## PC72 > -0.504717
## PC85 > 0.06851667
## PC93 <= 0.4416389
## -> class 2\|4 [0.943]
##
## Rule 45/266: (209.4/11.6, lift 13.3)
## PC2 <= 2.57978
## PC8 <= -2.34682
## PC17 > -0.3912565
## PC17 <= 0.9835293
## PC20 <= 0.7573689
## PC38 <= 0.168578
## PC45 <= 0.1453556
## PC49 <= -0.002580408
## PC51 > -0.03930935
## PC72 > -0.504717
## PC85 > 0.06851667
## PC85 <= 0.7949203
## PC89 <= 0.598175
## PC93 <= 0.4416389
## PC99 <= 0.7099166
## -> class 2\|4 [0.941]
##
## Rule 45/267: (14.8, lift 13.3)
## PC1 > -0.4334595
## PC2 <= 2.57978
## PC8 <= -4.616251
## PC57 > 0.2286142
## -> class 2\|4 [0.940]
##
## Rule 45/268: (12.8, lift 13.1)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC21 <= -0.7329502
## PC58 <= -0.9946324
## -> class 2\|4 [0.932]
##
## Rule 45/269: (14.4/0.6, lift 12.8)
## PC1 <= -0.4334595
## PC6 > 1.580282
## PC8 <= -2.34682
## PC38 > 0.168578
## -> class 2\|4 [0.905]
##
## Rule 45/270: (7.7, lift 12.6)
## PC8 <= -2.34682
## PC38 <= 0.168578
## PC44 <= 0.9869432
## PC68 > -1.82776
## PC88 > 1.028325
## -> class 2\|4 [0.897]
##
## Rule 45/271: (9.4/0.2, lift 12.6)
## PC1 <= -0.4334595
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC19 <= -2.882286
## PC55 <= -0.5115289
## -> class 2\|4 [0.896]
##
## Rule 45/272: (807.6/83.7, lift 12.6)
## PC1 <= -0.4334595
## PC8 <= -2.34682
## PC19 <= -2.424658
## PC20 <= 0.7573689
## PC38 <= 0.168578
## -> class 2\|4 [0.895]
##
## Rule 45/273: (21.2/1.5, lift 12.6)
## PC8 <= -2.34682
## PC67 <= -8.675401
## PC68 > -1.82776
## -> class 2\|4 [0.892]
##
## Rule 45/274: (15.7/1.2, lift 12.3)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 <= -0.2273773
## PC9 <= 10.07783
## PC16 <= 1.947675
## PC45 > 0.424736
## PC58 > -0.9946324
## PC63 <= 0.06488332
## -> class 2\|4 [0.874]
##
## Rule 45/275: (43.9/15.8, lift 8.9)
## PC1 > -0.4334595
## PC1 <= -0.1814509
## PC2 <= 0.7056494
## PC8 <= 0.08273966
## PC41 <= 0.7826157
## -> class 2\|4 [0.633]
##
## Rule 45/276: (41.6/15.9, lift 8.6)
## PC1 <= -0.4334595
## PC2 <= 2.57978
## PC8 > -2.34682
## PC8 <= -0.2273773
## PC26 <= 3.593514
## PC29 > 0.2788967
## PC40 > -0.713052
## PC58 > -0.9946324
## PC63 <= 0.06488332
## -> class 2\|4 [0.614]
##
## Rule 45/277: (33.2/14.1, lift 8.1)
## PC8 <= -2.34682
## PC26 > 1.716732
## PC38 <= 0.168578
## PC44 <= 0.9869432
## PC85 <= 0.06851667
## PC89 > 0.4358049
## -> class 2\|4 [0.571]
##
## Default class: 1\|1
##
## ----- Trial 46: -----
##
## Rules:
##
## Rule 46/1: (172.7/0.4, lift 15.4)
## PC3 > -1.662225
## PC3 <= 1.640775
## PC9 <= 0.64594
## PC17 > -0.318235
## PC18 > 0.6478552
## PC26 <= 0.6085084
## PC30 <= 2.044923
## PC31 <= 0.1922682
## PC45 <= 1.476614
## PC56 <= 0.9129067
## PC76 <= 0.4622894
## PC81 > -0.4921752
## PC91 > -0.5170875
## PC96 > -0.4595961
## PC97 <= 0.483891
## -> class 0\|0 [0.992]
##
## Rule 46/2: (88.6, lift 15.4)
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC21 <= 0.4791392
## PC24 <= -2.807883
## PC26 <= 0.6085084
## PC49 <= 0.9187676
## PC81 > -0.4921752
## PC93 <= 1.109767
## -> class 0\|0 [0.989]
##
## Rule 46/3: (95.8, lift 15.4)
## PC7 > -0.9240131
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC26 <= 0.6085084
## PC43 <= -1.226377
## PC45 <= 1.476614
## PC84 > -0.4189914
## PC93 <= 1.109767
## -> class 0\|0 [0.989]
##
## Rule 46/4: (92.7, lift 15.4)
## PC1 > -0.7080471
## PC7 > -0.9240131
## PC8 <= 0.2398475
## PC18 > 0.6478552
## PC26 <= 0.6085084
## PC32 <= 2.240668
## PC47 > -1.610874
## PC49 <= 0.9187676
## PC71 <= -0.5062129
## PC91 <= 2.682686
## PC93 <= 1.109767
## -> class 0\|0 [0.989]
##
## Rule 46/5: (91.9, lift 15.4)
## PC3 > -1.043758
## PC3 <= 1.640775
## PC8 > -0.15241
## PC9 <= 0.64594
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC30 <= 2.044923
## PC47 > -0.5816528
## PC76 <= 0.4622894
## -> class 0\|0 [0.989]
##
## Rule 46/6: (72.9, lift 15.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.2398475
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC81 > -0.4921752
## -> class 0\|0 [0.987]
##
## Rule 46/7: (103.8/0.7, lift 15.3)
## PC1 > -0.7080471
## PC8 > -0.15241
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC26 <= 0.6085084
## PC29 > -0.285642
## PC47 <= -0.5816528
## PC81 > -0.4921752
## PC86 > -1.272787
## -> class 0\|0 [0.984]
##
## Rule 46/8: (138.5/1.5, lift 15.3)
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC21 <= 0.4791392
## PC30 > -3.190067
## PC43 <= 1.800024
## PC52 > -6.357232
## PC59 > -3.410317
## PC86 <= -1.272787
## PC87 <= 1.0369
## PC89 > -2.380763
## PC94 <= 2.268804
## -> class 0\|0 [0.982]
##
## Rule 46/9: (55.9, lift 15.3)
## PC3 <= 1.640775
## PC8 <= -0.15241
## PC13 <= 6.717022
## PC17 > -0.318235
## PC18 > 0.6478552
## PC26 <= 0.6085084
## PC32 <= 2.240668
## PC33 > -2.420491
## PC52 > -6.357232
## PC59 > -3.410317
## PC81 > -0.4921752
## PC84 > -0.4189914
## PC87 <= 1.0369
## PC91 > -1.730557
## -> class 0\|0 [0.981]
##
## Rule 46/10: (51.6, lift 15.3)
## PC1 <= -0.7080471
## PC2 > 2.5099
## PC7 > -0.9240131
## PC8 > -0.15241
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC22 > 1.121969
## PC26 <= 0.6085084
## -> class 0\|0 [0.981]
##
## Rule 46/11: (43.9, lift 15.2)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC30 > -3.190067
## PC91 <= 2.682686
## PC100 <= -1.469016
## -> class 0\|0 [0.978]
##
## Rule 46/12: (237/7, lift 15.0)
## PC1 > -0.7080471
## PC7 > -0.9240131
## PC13 > -2.766053
## PC18 > 3.003798
## PC26 <= 0.6085084
## PC36 <= 2.176832
## PC48 <= 0.2168016
## PC53 <= 1.160364
## PC55 > -0.2013405
## PC56 <= 0.9129067
## PC66 > -0.6159505
## PC70 > -0.7704364
## PC92 <= 0.2666446
## PC97 <= 0.483891
## -> class 0\|0 [0.966]
##
## Rule 46/13: (192.1/7.7, lift 14.9)
## PC11 <= 0.01816214
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC21 <= 0.4791392
## PC26 <= 0.6085084
## PC32 <= 2.240668
## PC47 <= 1.262969
## PC84 <= -0.4189914
## PC87 <= 1.0369
## PC91 > -1.730557
## PC91 <= 2.682686
## -> class 0\|0 [0.955]
##
## Rule 46/14: (9.2, lift 14.2)
## PC2 > 2.5099
## PC6 > 0.1520526
## PC9 <= 0.64594
## PC18 > 0.6478552
## PC76 > 0.4622894
## -> class 0\|0 [0.911]
##
## Rule 46/15: (9.1, lift 14.2)
## PC13 > 6.717022
## PC18 > 3.528055
## PC31 > 0.1783828
## PC47 > -1.610874
## PC51 > -2.976097
## -> class 0\|0 [0.910]
##
## Rule 46/16: (8.6, lift 14.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1548424
## PC18 > -1.007941
## PC18 <= 0.6478552
## PC87 <= -1.075903
## -> class 0\|0 [0.903]
##
## Rule 46/17: (4.6, lift 13.2)
## PC13 > 6.717022
## PC18 > 3.528055
## PC37 <= -0.2538081
## PC51 > -2.976097
## -> class 0\|0 [0.848]
##
## Rule 46/18: (6.3/0.4, lift 12.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1548424
## PC18 > -1.007941
## PC18 <= 0.6478552
## PC64 > 0.9884205
## -> class 0\|0 [0.828]
##
## Rule 46/19: (3.6, lift 12.8)
## PC2 > 2.5099
## PC17 <= -0.4770822
## PC18 > 0.6478552
## PC46 <= -1.833859
## -> class 0\|0 [0.822]
##
## Rule 46/20: (63.4/23.8, lift 9.7)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC21 > 0.4791392
## PC28 <= 3.364948
## PC52 > -6.357232
## PC87 <= 1.0369
## -> class 0\|0 [0.622]
##
## Rule 46/21: (100.2, lift 12.6)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC28 <= 3.364948
## PC84 > -0.4189914
## PC86 > -1.272787
## PC87 <= 1.0369
## PC89 > -2.380763
## PC93 > 1.109767
## PC100 > -1.469016
## -> class 0\|1 [0.990]
##
## Rule 46/22: (83.3, lift 12.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > -0.15241
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC21 <= 0.4791392
## PC31 <= 0.1922682
## PC43 > -1.226377
## PC48 <= 0.2168016
## PC55 > -0.2013405
## PC66 <= -0.6159505
## PC84 > -0.4189914
## -> class 0\|1 [0.988]
##
## Rule 46/23: (106.8/0.7, lift 12.6)
## PC3 <= -1.043758
## PC8 > -0.15241
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC21 <= 0.4791392
## PC43 > -1.226377
## PC43 <= 1.800024
## PC47 > -0.5816528
## PC84 > -0.4189914
## PC86 > -1.272787
## PC97 > 0.483891
## PC100 > -1.469016
## -> class 0\|1 [0.985]
##
## Rule 46/24: (68.7, lift 12.6)
## PC3 <= 1.640775
## PC8 <= 0.2398475
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC24 > -2.807883
## PC30 > -2.356448
## PC43 <= 1.800024
## PC53 > 1.160364
## PC71 > -0.5062129
## PC86 > -1.272787
## PC89 > -2.380763
## PC91 > -1.730557
## PC100 > -1.469016
## -> class 0\|1 [0.985]
##
## Rule 46/25: (61.3, lift 12.6)
## PC3 <= -1.662225
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC33 > -2.420491
## PC43 > -1.226377
## PC47 > -0.5816528
## PC55 > -0.2013405
## PC59 > -3.410317
## PC76 <= 0.4622894
## PC84 > -0.4189914
## PC86 > -1.272787
## PC87 <= 1.0369
## PC89 > -2.380763
## PC92 > 0.2666446
## -> class 0\|1 [0.984]
##
## Rule 46/26: (59.1, lift 12.5)
## PC3 <= -1.043758
## PC8 <= 0.2398475
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC21 <= 0.4791392
## PC30 > -2.356448
## PC31 > 0.1922682
## PC47 > -0.5816528
## PC76 <= 0.4622894
## PC84 > -0.4189914
## -> class 0\|1 [0.983]
##
## Rule 46/27: (88.4/0.7, lift 12.5)
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC26 <= 0.6085084
## PC30 > -2.356448
## PC33 <= -2.420491
## PC86 > -1.272787
## -> class 0\|1 [0.981]
##
## Rule 46/28: (152.2/2, lift 12.5)
## PC3 <= -1.009411
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC21 <= 0.4791392
## PC30 > -2.356448
## PC43 <= 1.800024
## PC54 > -1.184697
## PC65 <= 2.146915
## PC81 <= -0.4921752
## PC84 > -0.4189914
## PC86 > -1.272787
## -> class 0\|1 [0.980]
##
## Rule 46/29: (67.7/0.5, lift 12.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1548424
## PC18 > -1.007941
## PC18 <= 0.6478552
## PC64 <= 0.9884205
## PC87 > -1.075903
## -> class 0\|1 [0.978]
##
## Rule 46/30: (43.3, lift 12.5)
## PC3 <= -1.662225
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC26 <= 0.6085084
## PC30 > -3.190067
## PC32 <= 2.240668
## PC36 > 2.176832
## PC84 > -0.4189914
## PC86 > -1.272787
## -> class 0\|1 [0.978]
##
## Rule 46/31: (37.9, lift 12.4)
## PC8 > -0.15241
## PC18 > 0.6478552
## PC21 <= 0.4791392
## PC24 > -2.807883
## PC26 <= 0.6085084
## PC43 > -1.226377
## PC48 <= 0.2168016
## PC70 <= -0.7704364
## PC97 <= 0.483891
## PC100 > -1.469016
## -> class 0\|1 [0.975]
##
## Rule 46/32: (39.5, lift 12.4)
## PC2 > 2.5099
## PC9 > 0.64594
## PC18 > 0.6478552
## PC100 > -1.469016
## -> class 0\|1 [0.975]
##
## Rule 46/33: (49.9/0.4, lift 12.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > 0.4854996
## PC18 <= -1.007941
## PC55 > 0.8615937
## -> class 0\|1 [0.974]
##
## Rule 46/34: (89.6/1.4, lift 12.4)
## PC1 <= -0.7080471
## PC2 > 2.5099
## PC7 > -0.9240131
## PC8 > -0.15241
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC22 <= 1.121969
## PC26 <= 0.6085084
## PC43 > -1.226377
## PC43 <= 1.800024
## PC84 > -0.4189914
## -> class 0\|1 [0.974]
##
## Rule 46/35: (84.4/1.4, lift 12.4)
## PC3 <= -1.662225
## PC7 > -0.9240131
## PC8 > -0.15241
## PC13 <= 6.717022
## PC17 > -0.318235
## PC18 > 0.6478552
## PC24 > -2.807883
## PC43 > -1.226377
## PC47 > -0.5816528
## PC55 <= -0.2013405
## -> class 0\|1 [0.973]
##
## Rule 46/36: (80.9/1.2, lift 12.4)
## PC17 > -0.318235
## PC21 <= 0.4791392
## PC24 > -2.807883
## PC30 > 2.044923
## PC47 > -0.5816528
## PC76 <= 0.4622894
## PC81 > -0.4921752
## PC84 > -0.4189914
## PC87 <= 1.0369
## -> class 0\|1 [0.973]
##
## Rule 46/37: (32.4, lift 12.4)
## PC2 > 2.5099
## PC3 > -1.662225
## PC3 <= -1.043758
## PC17 > -0.4770822
## PC81 > -0.4921752
## PC84 > -0.4189914
## PC96 <= -0.4595961
## PC100 > -1.469016
## -> class 0\|1 [0.971]
##
## Rule 46/38: (132.5/3, lift 12.4)
## PC2 > 2.5099
## PC2 <= 6.470094
## PC3 <= 1.640775
## PC8 <= 0.1548424
## PC10 <= -0.8565096
## PC18 > -1.007941
## PC18 <= 0.6478552
## PC28 <= 0.03185407
## PC31 <= 0.2188425
## PC55 > -0.02877657
## PC71 > -0.2554744
## PC84 <= 0.4177404
## -> class 0\|1 [0.970]
##
## Rule 46/39: (107.5/2.4, lift 12.4)
## PC1 > -0.7080471
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1520526
## PC8 > -0.15241
## PC17 > -0.4770822
## PC21 <= 0.4791392
## PC30 > -3.190067
## PC33 > -2.420491
## PC43 > -1.226377
## PC47 > -0.5816528
## PC76 > 0.4622894
## PC81 > -0.4921752
## PC84 > -0.4189914
## PC100 > -1.469016
## -> class 0\|1 [0.969]
##
## Rule 46/40: (168.2/5, lift 12.3)
## PC3 <= -1.662225
## PC8 > -0.15241
## PC8 <= 0.2398475
## PC13 <= 6.717022
## PC17 > -0.318235
## PC18 > 0.6478552
## PC18 <= 3.003798
## PC21 <= 0.4791392
## PC26 <= 0.6085084
## PC43 > -1.226377
## PC43 <= 1.800024
## PC47 > -0.5816528
## -> class 0\|1 [0.965]
##
## Rule 46/41: (32.6/0.3, lift 12.3)
## PC2 > 2.5099
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC26 <= 0.6085084
## PC28 <= 3.364948
## PC30 > -2.356448
## PC32 <= 2.240668
## PC52 > -6.357232
## PC59 > -3.410317
## PC89 > -2.380763
## PC91 <= -1.730557
## PC100 > -1.469016
## -> class 0\|1 [0.964]
##
## Rule 46/42: (87.8/2.3, lift 12.3)
## PC13 > 6.717022
## PC18 > 3.528055
## PC20 > -3.980935
## PC31 <= 0.1783828
## PC37 > -0.2538081
## PC47 > -1.610874
## PC52 <= 3.547627
## -> class 0\|1 [0.964]
##
## Rule 46/43: (79.1/2, lift 12.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.9240131
## PC8 <= 0.2398475
## PC18 > 0.6478552
## PC24 > -2.807883
## PC30 > -2.356448
## PC43 <= 1.800024
## PC84 > -0.4189914
## PC86 > -1.272787
## -> class 0\|1 [0.963]
##
## Rule 46/44: (22.8, lift 12.2)
## PC10 <= -0.8565096
## PC18 > -1.007941
## PC38 <= -2.810091
## -> class 0\|1 [0.960]
##
## Rule 46/45: (45.9/0.9, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.01816214
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC28 <= 3.364948
## PC30 > -2.356448
## PC32 <= 2.240668
## PC59 > -3.410317
## PC84 <= -0.4189914
## PC87 <= 1.0369
## PC89 > -2.380763
## -> class 0\|1 [0.960]
##
## Rule 46/46: (54.2/1.3, lift 12.2)
## PC1 > -0.7080471
## PC2 > 2.5099
## PC3 <= -1.662225
## PC8 > -0.15241
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC24 > -2.807883
## PC30 <= 2.044923
## PC47 > -0.5816528
## PC48 > 0.2168016
## PC55 > -0.2013405
## PC71 > -0.5062129
## PC84 > -0.4189914
## -> class 0\|1 [0.958]
##
## Rule 46/47: (20.7, lift 12.2)
## PC8 > -0.15241
## PC13 <= -2.766053
## PC18 > 0.6478552
## PC24 > -2.807883
## PC43 > -1.226377
## PC84 > -0.4189914
## -> class 0\|1 [0.956]
##
## Rule 46/48: (74.5/2.6, lift 12.1)
## PC2 > 2.5099
## PC2 <= 6.470094
## PC8 <= 0.1548424
## PC10 <= -0.8565096
## PC18 > -0.008587785
## PC18 <= 0.6478552
## PC55 > -0.02877657
## PC84 <= 0.4177404
## -> class 0\|1 [0.953]
##
## Rule 46/49: (17.6, lift 12.1)
## PC2 > 2.5099
## PC3 > -1.662225
## PC3 <= 1.640775
## PC18 > 0.6478552
## PC21 <= 0.4791392
## PC91 <= -0.5170875
## PC93 <= 1.109767
## -> class 0\|1 [0.949]
##
## Rule 46/50: (22.2/0.2, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC32 > 2.240668
## PC47 > -1.610874
## PC86 > -1.272787
## -> class 0\|1 [0.949]
##
## Rule 46/51: (9.1, lift 11.6)
## PC13 > 6.717022
## PC18 > 0.6478552
## PC18 <= 3.528055
## PC47 > -1.610874
## PC51 > -2.976097
## PC74 > 0.9883926
## -> class 0\|1 [0.910]
##
## Rule 46/52: (144.4/12.6, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC17 <= -0.4770822
## PC18 > 0.6478552
## PC42 <= 1.944521
## PC46 > -1.833859
## PC51 > -2.976097
## PC87 <= 1.0369
## PC89 > -2.380763
## PC98 <= 0.6747627
## -> class 0\|1 [0.907]
##
## Rule 46/53: (35.1/2.8, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > -0.4770822
## PC17 <= -0.318235
## PC18 > 0.6478552
## PC32 <= 2.240668
## PC43 <= 1.800024
## PC84 > -0.4189914
## PC86 > -1.272787
## -> class 0\|1 [0.897]
##
## Rule 46/54: (46.6/4.3, lift 11.4)
## PC2 > 6.470094
## PC8 <= 0.1548424
## PC10 <= -0.8565096
## PC18 > -1.007941
## PC84 <= 0.4177404
## PC93 > 0.1459639
## -> class 0\|1 [0.891]
##
## Rule 46/55: (80.2/8.2, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC18 > 0.6478552
## PC28 <= 3.364948
## PC47 > 1.262969
## PC51 > -2.976097
## PC89 > -2.380763
## -> class 0\|1 [0.889]
##
## Rule 46/56: (5.3, lift 11.0)
## PC13 > 6.717022
## PC18 > 0.6478552
## PC18 <= 3.528055
## PC34 > 6.608083
## PC47 > -1.610874
## -> class 0\|1 [0.863]
##
## Rule 46/57: (54.8/7.2, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -0.8565096
## PC10 <= 4.043146
## PC18 > -1.007941
## PC18 <= 0.6478552
## PC43 <= -0.4846312
## -> class 0\|1 [0.855]
##
## Rule 46/58: (154.2/22.3, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 6.717022
## PC17 > -0.4770822
## PC18 > 0.6478552
## PC26 > 0.6085084
## PC28 <= 3.364948
## PC59 > -3.410317
## PC86 > -1.272787
## PC87 <= 1.0369
## PC100 > -1.469016
## -> class 0\|1 [0.851]
##
## Rule 46/59: (26.8/4.4, lift 10.4)
## PC18 <= -1.007941
## PC55 <= 0.8615937
## PC78 > 2.745598
## PC79 > -0.2786686
## -> class 0\|1 [0.813]
##
## Rule 46/60: (43.1, lift 10.3)
## PC2 > 2.5099
## PC12 <= 0.09670471
## PC18 > 0.6478552
## PC21 > 0.4791392
## PC38 > -1.858445
## PC52 > -6.357232
## PC87 <= 1.0369
## PC89 > -2.380763
## -> class 0\|2 [0.978]
##
## Rule 46/61: (37/0.2, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > -0.4770822
## PC26 > 0.6085084
## PC72 > 0.5586579
## PC87 <= 1.0369
## -> class 0\|2 [0.969]
##
## Rule 46/62: (19.1, lift 10.1)
## PC13 > 6.717022
## PC51 > -2.976097
## PC52 > 3.547627
## -> class 0\|2 [0.953]
##
## Rule 46/63: (300.7/154.1, lift 5.2)
## PC13 > 6.717022
## PC18 > 0.6478552
## PC51 > -2.976097
## -> class 0\|2 [0.488]
##
## Rule 46/64: (7477.8/5591.2, lift 2.7)
## PC2 > 2.5099
## -> class 0\|2 [0.252]
##
## Rule 46/65: (109.2, lift 11.8)
## PC7 > -0.4666672
## PC18 <= -1.415568
## PC23 <= 1.435465
## PC31 > -0.3032027
## PC32 > -1.68235
## PC32 <= 1.139101
## PC36 <= 1.293612
## PC38 > -4.870486
## PC43 > -1.939943
## PC48 > -0.4926009
## PC87 <= -0.4112684
## -> class 0\|3 [0.991]
##
## Rule 46/66: (84.3, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 9.191122
## PC7 > 0.4308184
## PC13 > -1.356722
## PC15 <= 0.787059
## PC18 <= 0.6478552
## PC43 > -1.939943
## PC44 <= 0.7597886
## PC51 > -1.046492
## PC61 > -0.4790628
## PC64 <= 0.1860472
## PC84 <= 0.319197
## PC93 > -0.1954447
## -> class 0\|3 [0.988]
##
## Rule 46/67: (72.5, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.007941
## PC31 > 0.2690308
## PC43 > -1.939943
## PC51 > -1.046492
## PC74 <= 4.941581
## -> class 0\|3 [0.987]
##
## Rule 46/68: (93.9/0.4, lift 11.8)
## PC3 <= 1.640775
## PC4 <= 9.191122
## PC7 > -0.4666672
## PC15 <= 0.787059
## PC16 > -0.02323213
## PC18 <= -1.007941
## PC31 > -0.3032027
## PC32 <= 1.139101
## PC34 > -3.30041
## PC36 <= 1.293612
## PC77 > -0.7246762
## PC78 <= 2.745598
## PC98 <= -0.5990894
## -> class 0\|3 [0.986]
##
## Rule 46/69: (168.7/1.5, lift 11.8)
## PC3 <= 1.640775
## PC7 > -0.4666672
## PC9 <= -0.09858543
## PC15 <= 0.787059
## PC18 <= -1.415568
## PC31 > -0.3032027
## PC32 <= 1.139101
## PC36 <= 1.293612
## PC44 <= 0.7597886
## PC51 > -1.046492
## PC57 <= 1.390045
## PC74 <= 4.941581
## PC79 > -1.619337
## PC86 > -1.46784
## -> class 0\|3 [0.985]
##
## Rule 46/70: (63.5, lift 11.8)
## PC4 <= 9.191122
## PC7 > -0.4666672
## PC9 > -0.08539487
## PC13 > -1.748959
## PC18 <= -1.415568
## PC32 > -1.68235
## PC36 <= 1.293612
## PC48 > -0.4926009
## PC51 > -1.046492
## PC99 > -1.106277
## PC99 <= -0.4015151
## -> class 0\|3 [0.985]
##
## Rule 46/71: (62.1, lift 11.8)
## PC2 > 2.5099
## PC17 <= -7.139768
## -> class 0\|3 [0.984]
##
## Rule 46/72: (59.8, lift 11.8)
## PC3 <= -0.4935342
## PC7 > -0.4666672
## PC15 <= 0.787059
## PC18 <= -1.007941
## PC32 > -1.68235
## PC32 <= 1.139101
## PC52 > 1.397777
## PC53 <= 1.4151
## PC61 > -0.4790628
## PC82 > -2.050006
## PC87 > -0.3099036
## -> class 0\|3 [0.984]
##
## Rule 46/73: (57.8, lift 11.7)
## PC2 > 2.5099
## PC7 > -0.4666672
## PC9 > -0.08539487
## PC15 <= 0.787059
## PC18 <= 0.6478552
## PC27 <= 2.077023
## PC32 <= 1.139101
## PC34 > -3.30041
## PC48 > -0.4926009
## PC53 > 1.436921
## PC57 <= 1.390045
## PC78 > -1.166037
## PC78 <= 2.745598
## -> class 0\|3 [0.983]
##
## Rule 46/74: (106/0.8, lift 11.7)
## PC2 > 2.5099
## PC4 <= 9.191122
## PC7 > -0.4666672
## PC18 <= -1.007941
## PC27 > 2.077023
## PC31 > -0.3032027
## PC33 <= 4.564105
## PC82 > -2.050006
## PC92 > -1.575889
## -> class 0\|3 [0.983]
##
## Rule 46/75: (50.3, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.787059
## PC18 <= -1.007941
## PC39 <= -1.445797
## PC43 > -1.939943
## -> class 0\|3 [0.981]
##
## Rule 46/76: (42.3, lift 11.7)
## PC2 > 2.5099
## PC4 <= 9.191122
## PC7 > -0.4666672
## PC15 <= 0.787059
## PC18 <= -1.007941
## PC43 > -1.939943
## PC46 > 0.620156
## PC82 > -2.050006
## -> class 0\|3 [0.977]
##
## Rule 46/77: (39.2, lift 11.7)
## PC18 <= -1.007941
## PC38 > -4.870486
## PC40 <= -2.798079
## PC55 <= 0.8615937
## PC74 <= 4.941581
## -> class 0\|3 [0.976]
##
## Rule 46/78: (39.2, lift 11.7)
## PC2 > 2.5099
## PC18 <= -1.007941
## PC38 > -4.870486
## PC41 <= 0.5393382
## PC88 > 4.915774
## -> class 0\|3 [0.976]
##
## Rule 46/79: (122.4/2, lift 11.7)
## PC7 > -0.4666672
## PC9 > -0.08539487
## PC15 <= 0.787059
## PC18 <= -1.415568
## PC19 <= 0.1093912
## PC32 <= 1.139101
## PC34 > -3.30041
## PC44 <= 0.7597886
## PC53 <= 1.4151
## PC61 > -0.4790628
## PC78 > -1.166037
## PC87 > -0.3099036
## PC90 <= -0.1284904
## PC99 > -1.106277
## -> class 0\|3 [0.976]
##
## Rule 46/80: (37.9, lift 11.6)
## PC3 > -0.4935342
## PC3 <= 1.640775
## PC15 <= 0.787059
## PC18 <= -1.007941
## PC19 <= 0.1093912
## PC44 <= 0.7597886
## PC71 > -0.8336673
## PC96 <= 1.173544
## -> class 0\|3 [0.975]
##
## Rule 46/81: (60.7/0.7, lift 11.6)
## PC3 <= 1.640775
## PC7 > -0.4666672
## PC9 > -0.08539487
## PC18 <= -1.415568
## PC21 > 0.1730336
## PC32 <= 1.139101
## PC51 > -1.046492
## PC57 <= 1.390045
## PC96 > -0.4075566
## -> class 0\|3 [0.973]
##
## Rule 46/82: (117.8/2.5, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 5.38841
## PC6 <= 0.132799
## PC7 > -0.713163
## PC8 <= 0.1548424
## PC10 > -0.8565096
## PC18 > -1.007941
## PC18 <= 0.6478552
## PC43 > -0.4846312
## PC75 > -0.06836645
## PC91 > -2.622873
## -> class 0\|3 [0.970]
##
## Rule 46/83: (166.3/4.3, lift 11.6)
## PC7 > -0.4666672
## PC9 > -0.08539487
## PC13 > -1.356722
## PC15 <= 0.787059
## PC18 <= -1.415568
## PC23 <= 1.435465
## PC25 <= 0.9713756
## PC31 > -0.3032027
## PC44 <= 0.7597886
## PC51 > -1.046492
## PC61 > -0.4790628
## PC64 > 0.1860472
## PC78 > -1.166037
## PC82 > -2.050006
## PC96 <= 1.173544
## -> class 0\|3 [0.969]
##
## Rule 46/84: (30.4, lift 11.6)
## PC2 > 2.5099
## PC18 > 0.6478552
## PC51 <= -2.976097
## -> class 0\|3 [0.969]
##
## Rule 46/85: (94.5/2.2, lift 11.6)
## PC2 > 2.5099
## PC3 <= 0.3461719
## PC15 <= 0.787059
## PC16 <= -0.02323213
## PC18 <= -1.641883
## PC41 <= 0.5393382
## PC78 <= 2.745598
## -> class 0\|3 [0.967]
##
## Rule 46/86: (66.1/1.3, lift 11.6)
## PC3 <= 1.640775
## PC4 <= 9.191122
## PC7 > -0.4666672
## PC15 <= 0.787059
## PC16 > -0.02323213
## PC18 <= -1.007941
## PC34 > -3.30041
## PC77 <= -0.7246762
## PC82 > -2.050006
## PC92 > -1.575889
## -> class 0\|3 [0.967]
##
## Rule 46/87: (118.4/2.9, lift 11.6)
## PC2 > 2.5099
## PC7 > -0.4666672
## PC9 > -0.08539487
## PC13 > -1.748959
## PC15 <= 0.787059
## PC18 <= -1.415568
## PC19 <= 0.1093912
## PC25 <= 0.9713756
## PC34 > -3.30041
## PC44 <= 0.7597886
## PC51 > -1.046492
## PC53 <= 1.4151
## PC61 > -0.4790628
## PC71 > -0.8336673
## PC78 > -1.166037
## PC87 > -0.3099036
## PC93 <= -0.1954447
## PC96 <= 1.173544
## PC99 > -1.106277
## -> class 0\|3 [0.967]
##
## Rule 46/88: (111.1/2.8, lift 11.5)
## PC2 > 2.5099
## PC7 > -0.4666672
## PC15 <= 0.787059
## PC18 <= -1.415568
## PC25 <= 0.9713756
## PC32 <= 1.139101
## PC44 <= 0.7597886
## PC53 <= 1.4151
## PC61 > -0.4790628
## PC79 > -1.619337
## PC87 > -0.3099036
## PC96 <= -0.4075566
## PC99 > -1.106277
## -> class 0\|3 [0.967]
##
## Rule 46/89: (115.9/3.1, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.787059
## PC18 <= -1.415568
## PC31 > -0.3032027
## PC32 > -1.68235
## PC32 <= 1.139101
## PC43 > -1.939943
## PC44 <= 0.7597886
## PC53 <= 1.4151
## PC61 > -0.4790628
## PC71 > -0.8336673
## PC79 > -1.619337
## PC86 > -1.46784
## PC100 <= -0.3379843
## -> class 0\|3 [0.965]
##
## Rule 46/90: (27, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.4854996
## PC18 <= -1.007941
## PC55 > 0.8615937
## -> class 0\|3 [0.965]
##
## Rule 46/91: (26.6, lift 11.5)
## PC4 > 5.38841
## PC10 > -0.8565096
## PC18 <= 0.6478552
## PC39 <= -1.854302
## -> class 0\|3 [0.965]
##
## Rule 46/92: (79.2/2.9, lift 11.4)
## PC3 <= 1.640775
## PC7 > -0.4666672
## PC9 > -0.08539487
## PC13 > -1.356722
## PC15 <= 0.787059
## PC18 <= -1.415568
## PC25 <= 0.9713756
## PC74 <= -0.4087485
## PC84 <= 0.319197
## PC87 > -0.3099036
## PC96 > -0.4075566
## PC99 > -1.106277
## -> class 0\|3 [0.952]
##
## Rule 46/93: (18.8, lift 11.4)
## PC2 > 2.5099
## PC47 > -1.610874
## PC80 <= -4.027995
## -> class 0\|3 [0.952]
##
## Rule 46/94: (30/0.6, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -4.920917
## PC4 <= 5.38841
## PC7 > -0.713163
## PC10 > -0.8565096
## PC18 > -1.007941
## PC18 <= 0.6478552
## PC43 > -0.4846312
## PC51 > -0.675656
## PC75 <= -0.06836645
## -> class 0\|3 [0.949]
##
## Rule 46/95: (14.1, lift 11.2)
## PC13 > 6.717022
## PC18 > 0.6478552
## PC18 <= 3.528055
## PC30 > -3.190067
## PC47 > -1.610874
## PC94 <= -1.333739
## -> class 0\|3 [0.938]
##
## Rule 46/96: (144.8/8.2, lift 11.2)
## PC2 > 2.5099
## PC18 <= -1.007941
## PC33 <= 4.256032
## PC43 > -1.939943
## PC55 <= 0.8615937
## PC74 <= 4.941581
## PC78 <= 2.745598
## PC92 <= -1.575889
## -> class 0\|3 [0.937]
##
## Rule 46/97: (19.2/0.4, lift 11.2)
## PC15 > 0.787059
## PC18 <= -1.007941
## PC55 <= 0.8615937
## PC74 <= 4.941581
## PC86 > -0.01866118
## PC91 <= -0.737647
## -> class 0\|3 [0.936]
##
## Rule 46/98: (16.5/0.2, lift 11.1)
## PC15 > 0.787059
## PC18 <= -1.007941
## PC59 > 0.9413661
## PC86 > -0.01866118
## PC91 > -0.737647
## -> class 0\|3 [0.933]
##
## Rule 46/99: (77.5/5.2, lift 11.0)
## PC3 <= 1.640775
## PC7 <= -0.4666672
## PC18 <= -1.007941
## PC28 > -1.486836
## PC33 <= 4.564105
## PC43 > -1.939943
## PC47 <= 0.2066539
## PC79 <= -0.1006995
## PC87 > -0.1294847
## -> class 0\|3 [0.922]
##
## Rule 46/100: (9.7, lift 10.9)
## PC7 <= -0.4666672
## PC18 <= -1.007941
## PC74 <= 4.941581
## PC79 > -0.1006995
## PC98 > 0.9968728
## -> class 0\|3 [0.909]
##
## Rule 46/101: (6, lift 10.5)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 <= 0.6685202
## PC9 <= 0.329827
## PC18 <= 0.1986594
## PC19 <= 0.1366851
## PC82 <= -0.4479639
## -> class 0\|3 [0.875]
##
## Rule 46/102: (15.6/1.6, lift 10.1)
## PC2 > 2.5099
## PC7 > -0.4666672
## PC15 <= 0.787059
## PC18 > -1.415568
## PC18 <= -1.007941
## PC32 > -1.68235
## PC34 > -3.30041
## PC36 <= 1.293612
## PC48 > -0.4926009
## PC60 <= 1.073352
## PC77 > -0.7246762
## PC86 > -1.46784
## PC92 > 0.360415
## -> class 0\|3 [0.850]
##
## Rule 46/103: (77.6/12.7, lift 9.9)
## PC13 > 6.717022
## PC18 <= 3.528055
## PC30 > -3.190067
## PC47 > -1.610874
## PC100 <= -0.7446932
## -> class 0\|3 [0.829]
##
## Rule 46/104: (22.4/4.2, lift 9.4)
## PC10 > 4.043146
## PC18 > -1.007941
## PC18 <= 0.6478552
## PC43 <= -0.4846312
## -> class 0\|3 [0.789]
##
## Rule 46/105: (27.3/8.4, lift 8.1)
## PC18 > 0.6478552
## PC30 <= -3.190067
## PC47 > -1.610874
## -> class 0\|3 [0.678]
##
## Rule 46/106: (78.1/0.5, lift 22.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.07186928
## PC16 <= -0.8879908
## PC46 > -0.6478975
## PC75 > -0.3557702
## PC79 <= 0.01646916
## PC94 <= 0.1363261
## -> class 1\|0 [0.981]
##
## Rule 46/107: (46.2, lift 22.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC46 > 0.9321272
## PC65 > -0.1233704
## PC94 <= 0.1363261
## -> class 1\|0 [0.979]
##
## Rule 46/108: (42.8, lift 22.5)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC9 <= 0.329827
## PC17 <= -1.095308
## PC19 > 0.1366851
## PC52 <= -0.3663496
## -> class 1\|0 [0.978]
##
## Rule 46/109: (142.2/5.8, lift 21.9)
## PC2 > 2.5099
## PC8 > -3.622398
## PC12 <= -0.07186928
## PC16 <= -0.8879908
## PC26 <= -0.09091553
## PC27 > -0.002992726
## PC33 > -0.5413352
## PC33 <= 0.3956173
## PC44 <= 0.8164062
## PC46 > -0.6478975
## PC65 > -0.1233704
## PC92 <= 0.4954863
## PC94 <= 0.05720164
## -> class 1\|0 [0.953]
##
## Rule 46/110: (7.8, lift 20.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC41 > 0.4214479
## PC46 > -0.6478975
## -> class 1\|0 [0.898]
##
## Rule 46/111: (6.9, lift 20.4)
## PC1 > -0.4334595
## PC9 <= 0.329827
## PC12 <= 0.4427281
## PC18 > 0.1986594
## PC39 > 0.0009451858
## PC43 <= -1.03708
## -> class 1\|0 [0.888]
##
## Rule 46/112: (3.5, lift 18.8)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC12 <= 0.4427281
## PC18 > 0.1986594
## PC50 > 0.5382044
## -> class 1\|0 [0.817]
##
## Rule 46/113: (1690.4/1097.3, lift 8.1)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC9 > 0.329827
## -> class 1\|0 [0.351]
##
## Rule 46/114: (137.2, lift 16.1)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC9 <= 0.329827
## PC12 <= 0.4427281
## PC18 > 0.1986594
## PC19 <= 0.1366851
## PC39 > 0.0009451858
## PC43 > -1.03708
## PC50 <= 0.5382044
## -> class 1\|1 [0.993]
##
## Rule 46/115: (55.4, lift 16.0)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > -2.058644
## PC6 <= 6.874635
## PC8 <= 0.2840465
## PC9 > 0.329827
## PC30 <= 0.633185
## PC45 <= 0.3895757
## PC58 > -0.5032357
## PC67 > -0.1487807
## -> class 1\|1 [0.983]
##
## Rule 46/116: (38.5, lift 15.8)
## PC1 > -0.4334595
## PC3 <= 5.349487
## PC9 > 0.329827
## PC31 > -1.264104
## PC45 <= 0.3895757
## PC58 > -0.5032357
## PC94 > 0.3487724
## -> class 1\|1 [0.973]
##
## Rule 46/117: (31.6, lift 15.8)
## PC1 > -0.4334595
## PC3 <= 5.349487
## PC6 <= 6.874635
## PC9 > 0.329827
## PC10 > 1.023987
## PC58 > -0.5032357
## -> class 1\|1 [0.970]
##
## Rule 46/118: (16.7, lift 15.4)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC7 > 0.63135
## PC10 > 0.7262346
## PC58 <= -0.5032357
## -> class 1\|1 [0.947]
##
## Rule 46/119: (14.5, lift 15.3)
## PC1 > 16.39705
## PC9 <= 0.329827
## PC19 > 0.1366851
## -> class 1\|1 [0.939]
##
## Rule 46/120: (37.7/1.5, lift 15.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC6 <= 0.8241328
## PC7 > -2.07165
## PC12 <= 0.4427281
## PC19 <= -1.163367
## PC82 <= 0.5649222
## -> class 1\|1 [0.937]
##
## Rule 46/121: (50.1/3.1, lift 15.0)
## PC1 > -0.4334595
## PC6 > -2.591218
## PC9 > 0.329827
## PC11 <= 1.112403
## PC23 <= 1.321219
## PC30 <= 0.633185
## PC45 <= 0.3895757
## PC86 > 0.7228212
## PC87 > -0.3137125
## -> class 1\|1 [0.921]
##
## Rule 46/122: (10.2, lift 14.9)
## PC1 > -0.4334595
## PC6 > 4.968307
## PC7 > 0.63135
## PC58 <= -0.5032357
## -> class 1\|1 [0.918]
##
## Rule 46/123: (115.1/8.7, lift 14.9)
## PC2 <= 2.5099
## PC4 <= -1.728242
## PC30 <= 0.633185
## PC58 > -0.5032357
## PC86 <= 0.7228212
## -> class 1\|1 [0.917]
##
## Rule 46/124: (10.1, lift 14.9)
## PC3 <= 5.349487
## PC7 <= -6.084325
## PC9 > 0.329827
## PC58 > -0.5032357
## -> class 1\|1 [0.917]
##
## Rule 46/125: (139.8/12.5, lift 14.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > -2.058644
## PC3 <= 5.349487
## PC9 > 0.329827
## PC16 <= -0.5373262
## PC22 > -1.563827
## PC58 > -0.5032357
## PC62 > -0.2326303
## PC98 <= 0.3258071
## -> class 1\|1 [0.905]
##
## Rule 46/126: (51.4/4.1, lift 14.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > -2.058644
## PC3 <= 5.349487
## PC8 > 0.2840465
## PC9 > 0.329827
## PC16 > -0.5373262
## PC27 <= 0.7840512
## PC30 <= 0.633185
## PC31 > -1.264104
## PC45 <= 0.3895757
## PC58 > -0.5032357
## PC86 <= 0.7228212
## -> class 1\|1 [0.905]
##
## Rule 46/127: (150.3/15.7, lift 14.5)
## PC3 <= 5.349487
## PC6 > 6.874635
## PC9 > 0.329827
## PC31 > -1.264104
## PC40 > -1.353911
## PC45 <= 0.3895757
## PC86 <= 0.7228212
## -> class 1\|1 [0.890]
##
## Rule 46/128: (28/2.7, lift 14.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 <= 5.349487
## PC6 <= 6.874635
## PC9 > 0.329827
## PC58 > -0.5032357
## PC86 <= 0.7228212
## PC98 > 0.3258071
## -> class 1\|1 [0.877]
##
## Rule 46/129: (47.7/6.3, lift 13.9)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 > -0.9156818
## PC9 > -0.3533954
## PC9 <= 0.329827
## PC10 > -0.5037766
## PC17 <= -0.005344559
## PC19 > 0.1366851
## PC52 > -0.3663496
## -> class 1\|1 [0.854]
##
## Rule 46/130: (22.1/10.2, lift 8.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 > 0.2891751
## PC8 > -0.5495703
## PC8 <= 2.293971
## -> class 1\|1 [0.533]
##
## Rule 46/131: (1245.6/717.9, lift 6.9)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.424]
##
## Rule 46/132: (75.3, lift 15.1)
## PC2 <= 2.5099
## PC3 > 5.349487
## PC4 > -1.728242
## PC9 > 0.329827
## PC38 > -0.1729924
## -> class 1\|2 [0.987]
##
## Rule 46/133: (164.4/1.3, lift 15.1)
## PC1 > -0.4334595
## PC6 > 0.8241328
## PC9 <= 0.329827
## PC18 <= 0.1986594
## PC19 <= -1.163367
## PC27 <= -0.3543069
## -> class 1\|2 [0.986]
##
## Rule 46/134: (65.3, lift 15.0)
## PC1 > -0.4334595
## PC6 > 0.8241328
## PC18 <= 0.1986594
## PC19 <= 0.1366851
## PC45 <= -0.4300224
## -> class 1\|2 [0.985]
##
## Rule 46/135: (58.2, lift 15.0)
## PC1 > -0.4334595
## PC32 <= -5.223018
## PC82 <= 0.5649222
## -> class 1\|2 [0.983]
##
## Rule 46/136: (58.3, lift 15.0)
## PC9 <= -5.872347
## PC19 <= -1.163367
## PC82 <= 0.5649222
## -> class 1\|2 [0.983]
##
## Rule 46/137: (56.9, lift 15.0)
## PC1 > -0.4334595
## PC19 <= -1.163367
## PC82 <= 0.5649222
## PC94 > 0.3956088
## -> class 1\|2 [0.983]
##
## Rule 46/138: (59, lift 15.0)
## PC6 > 0.8241328
## PC12 <= 0.4427281
## PC18 <= 0.1986594
## PC19 <= 0.1366851
## PC82 <= 0.5649222
## PC87 <= -0.5831611
## -> class 1\|2 [0.982]
##
## Rule 46/139: (39.5, lift 14.9)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC23 > 1.321219
## PC86 > 0.7228212
## -> class 1\|2 [0.976]
##
## Rule 46/140: (129.4/2.3, lift 14.9)
## PC1 > -0.4334595
## PC6 > 0.8241328
## PC9 <= 0.329827
## PC14 <= 0.08961587
## PC19 <= 0.1366851
## -> class 1\|2 [0.975]
##
## Rule 46/141: (77.3/1, lift 14.9)
## PC1 > -0.4334595
## PC19 <= -1.163367
## PC21 <= -1.71727
## -> class 1\|2 [0.975]
##
## Rule 46/142: (27.6, lift 14.8)
## PC1 > -0.4334595
## PC9 > 0.329827
## PC27 > 0.7840512
## PC58 > -0.5032357
## -> class 1\|2 [0.966]
##
## Rule 46/143: (27.1, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC93 > 0.6632618
## -> class 1\|2 [0.966]
##
## Rule 46/144: (26.2, lift 14.7)
## PC1 > -0.4334595
## PC1 <= 0.05213025
## PC2 <= 2.5099
## PC12 <= 0.4427281
## PC18 <= 0.1986594
## PC19 <= -1.163367
## -> class 1\|2 [0.965]
##
## Rule 46/145: (87.2/2.1, lift 14.7)
## PC6 > 0.8241328
## PC12 <= 0.4427281
## PC18 <= 0.1986594
## PC45 > -0.4300224
## PC76 <= -0.6828142
## -> class 1\|2 [0.965]
##
## Rule 46/146: (72.8/2, lift 14.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC6 <= 0.8241328
## PC7 <= -2.07165
## PC18 <= 0.1986594
## PC19 <= -1.163367
## PC82 <= 0.5649222
## -> class 1\|2 [0.960]
##
## Rule 46/147: (68.6/2, lift 14.6)
## PC1 > -0.4334595
## PC6 > 0.8241328
## PC9 <= 0.329827
## PC19 <= -1.163367
## PC61 > 0.7559928
## -> class 1\|2 [0.958]
##
## Rule 46/148: (322.6/16.1, lift 14.5)
## PC3 > 1.640775
## PC6 <= -1.710813
## PC15 > -1.571989
## PC16 > 0.9959877
## -> class 1\|2 [0.947]
##
## Rule 46/149: (72.8/3, lift 14.4)
## PC1 > -0.4334595
## PC7 <= 0.63135
## PC9 > 0.329827
## PC16 > -2.503382
## PC25 > 0.09645989
## PC58 <= -0.5032357
## PC73 <= -0.8041395
## -> class 1\|2 [0.946]
##
## Rule 46/150: (30.2/1.2, lift 14.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC9 > 0.329827
## PC30 <= 0.633185
## PC45 > 0.3895757
## PC58 > -0.5032357
## -> class 1\|2 [0.933]
##
## Rule 46/151: (12.1, lift 14.2)
## PC1 > -0.4334595
## PC9 > 0.329827
## PC43 > 0.2778344
## PC58 <= -0.5032357
## PC100 <= 0.5564654
## -> class 1\|2 [0.929]
##
## Rule 46/152: (9.8, lift 14.0)
## PC1 > 1.128336
## PC2 > 2.5099
## PC15 <= -1.571989
## -> class 1\|2 [0.915]
##
## Rule 46/153: (8.6, lift 13.8)
## PC1 > -0.4334595
## PC9 > 0.329827
## PC11 > 1.112403
## PC86 > 0.7228212
## -> class 1\|2 [0.905]
##
## Rule 46/154: (8.2, lift 13.8)
## PC1 > -0.4334595
## PC9 > 0.329827
## PC21 > -0.1238771
## PC25 > 0.09645989
## PC58 <= -0.5032357
## PC100 > 0.5564654
## -> class 1\|2 [0.902]
##
## Rule 46/155: (6.9, lift 13.5)
## PC2 <= 2.5099
## PC8 > -0.9156818
## PC9 <= 0.329827
## PC19 > 0.1366851
## PC52 > -0.3663496
## PC96 > 0.8328763
## -> class 1\|2 [0.887]
##
## Rule 46/156: (5.6, lift 13.3)
## PC3 > 0.9997033
## PC9 <= 0.329827
## PC12 > 0.4427281
## PC100 > 0.5111197
## -> class 1\|2 [0.869]
##
## Rule 46/157: (90/12, lift 13.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC11 <= 1.423378
## PC16 > -0.8879908
## PC16 <= 0.9959877
## PC22 <= 0.3218383
## PC67 > -0.1331788
## PC97 <= 1.535991
## -> class 1\|2 [0.859]
##
## Rule 46/158: (4.3, lift 12.8)
## PC2 <= 2.5099
## PC3 > 0.9997033
## PC9 <= 0.329827
## PC52 > 0.907129
## -> class 1\|2 [0.841]
##
## Rule 46/159: (259.9/48.6, lift 12.4)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC7 <= 0.63135
## PC9 > 0.329827
## PC16 > -2.503382
## PC21 <= -0.1238771
## PC58 <= -0.5032357
## -> class 1\|2 [0.810]
##
## Rule 46/160: (47.3/16.8, lift 9.8)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.6685202
## PC9 <= 0.329827
## PC18 <= 0.1986594
## PC19 > -1.163367
## PC19 <= 0.1366851
## PC38 <= 0.07582191
## -> class 1\|2 [0.640]
##
## Rule 46/161: (116.1/0.2, lift 16.3)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC7 <= 0.63135
## PC9 > 0.329827
## PC21 > -0.1238771
## PC25 <= 0.09645989
## PC58 <= -0.5032357
## PC92 > -0.4198906
## -> class 1\|3 [0.990]
##
## Rule 46/162: (82.3, lift 16.3)
## PC2 <= 2.5099
## PC3 > 0.9997033
## PC9 <= 0.329827
## PC12 > 0.4427281
## PC19 <= 0.1366851
## PC20 <= 0.08415429
## PC52 <= 0.907129
## PC100 <= 0.5111197
## -> class 1\|3 [0.988]
##
## Rule 46/163: (58.1, lift 16.2)
## PC1 <= 1.128336
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -1.571989
## PC93 <= 0.6632618
## -> class 1\|3 [0.983]
##
## Rule 46/164: (31.2, lift 16.0)
## PC1 > -0.4334595
## PC5 <= 2.288986
## PC9 > 0.329827
## PC75 > 1.048987
## PC92 > -0.4198906
## -> class 1\|3 [0.970]
##
## Rule 46/165: (58/0.9, lift 16.0)
## PC1 > -0.4334595
## PC5 <= 2.288986
## PC9 > 0.329827
## PC58 <= -0.5032357
## PC80 <= -0.7858856
## PC92 > -0.4198906
## -> class 1\|3 [0.968]
##
## Rule 46/166: (48.2/0.8, lift 15.9)
## PC2 <= 2.5099
## PC3 > 0.6685202
## PC9 <= 0.329827
## PC12 <= 0.4427281
## PC19 > -1.163367
## PC19 <= 0.1366851
## PC38 > 0.07582191
## -> class 1\|3 [0.965]
##
## Rule 46/167: (139.6/6.1, lift 15.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC6 > -0.09150197
## PC7 <= 0.63135
## PC9 > 0.329827
## PC21 > -0.1238771
## PC43 <= 0.2778344
## PC58 <= -0.5032357
## PC73 > -0.8041395
## PC100 <= 0.5564654
## -> class 1\|3 [0.950]
##
## Rule 46/168: (11.2, lift 15.3)
## PC1 > -0.4334595
## PC7 <= 0.63135
## PC9 > 0.329827
## PC12 > 2.630575
## PC14 > -2.442777
## PC58 <= -0.5032357
## -> class 1\|3 [0.924]
##
## Rule 46/169: (29.4/2.9, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC6 > -1.710813
## PC15 > -1.571989
## PC16 > 0.9959877
## -> class 1\|3 [0.876]
##
## Rule 46/170: (5.4, lift 14.3)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC5 <= 2.288986
## PC23 > 2.756399
## PC58 <= -0.5032357
## -> class 1\|3 [0.865]
##
## Rule 46/171: (4.8, lift 14.1)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC5 <= 2.288986
## PC21 > -0.1551749
## PC21 <= -0.1238771
## PC58 <= -0.5032357
## -> class 1\|3 [0.853]
##
## Rule 46/172: (18/6.3, lift 10.5)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC9 > 0.329827
## PC30 > 0.633185
## PC58 > -0.5032357
## -> class 1\|3 [0.633]
##
## Rule 46/173: (513.5/202.9, lift 10.0)
## PC1 > -0.4334595
## PC6 > 0.8241328
## PC9 <= 0.329827
## PC19 <= -1.163367
## PC27 > -0.3543069
## -> class 1\|3 [0.604]
##
## Rule 46/174: (401.2, lift 13.2)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC11 <= 2.053931
## PC12 > -1.731584
## PC19 <= 0.1373148
## PC21 > -0.08193903
## PC29 <= 0.2019749
## PC32 > -0.56495
## PC46 <= 1.480478
## PC60 > -0.4655866
## PC71 <= 0.9060505
## -> class 2\|0 [0.998]
##
## Rule 46/175: (250.7/1.6, lift 13.1)
## PC8 > 2.293971
## PC11 > -0.9337804
## PC11 <= 2.053931
## PC12 > -1.731584
## PC32 > -0.56495
## PC46 <= 1.480478
## PC56 <= 0.5283641
## PC60 > -0.4655866
## PC67 > 0.02848365
## PC71 <= 0.9060505
## PC74 > -0.5538318
## PC97 <= 0.638661
## -> class 2\|0 [0.990]
##
## Rule 46/176: (85.1/1.3, lift 12.9)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC11 > -0.9337804
## PC12 > -1.731584
## PC21 > -0.08193903
## PC47 > 0.5981562
## PC56 <= 0.5283641
## PC66 > -0.8204738
## PC97 <= 0.638661
## -> class 2\|0 [0.974]
##
## Rule 46/177: (291.3/6.8, lift 12.9)
## PC7 > 0.6089534
## PC8 > 2.293971
## PC11 <= 2.053931
## PC12 > -1.731584
## PC21 > -0.08193903
## PC29 <= 0.2019749
## PC30 <= 0.4605063
## PC35 > -0.06648187
## PC46 <= 1.480478
## PC56 <= 0.5283641
## PC60 > -0.4655866
## PC64 <= 0.1997956
## PC71 <= 0.9060505
## PC80 > -0.3722249
## -> class 2\|0 [0.974]
##
## Rule 46/178: (21, lift 12.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 > -0.9156818
## PC9 <= 0.329827
## PC10 <= -0.5037766
## PC19 > 0.1366851
## PC52 > -0.3663496
## -> class 2\|0 [0.957]
##
## Rule 46/179: (18.4, lift 12.6)
## PC1 <= -0.4334595
## PC6 > -0.9504476
## PC8 > 1.189587
## PC8 <= 2.293971
## PC12 > 1.414295
## -> class 2\|0 [0.951]
##
## Rule 46/180: (171.3/9.5, lift 12.4)
## PC1 <= -0.4334595
## PC2 > -1.439027
## PC8 > 1.189587
## PC12 > -0.861384
## PC36 <= 0.3500793
## PC74 > -0.3609722
## -> class 2\|0 [0.940]
##
## Rule 46/181: (22.1/0.8, lift 12.2)
## PC1 <= -0.4334595
## PC8 > 1.189587
## PC12 > 1.414295
## PC34 > -0.5438686
## PC63 <= -0.3914788
## -> class 2\|0 [0.924]
##
## Rule 46/182: (9.9, lift 12.1)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC22 > -0.8724027
## PC23 > 0.9437228
## PC41 > -2.973415
## PC43 > 0.388566
## -> class 2\|0 [0.916]
##
## Rule 46/183: (7.8, lift 11.9)
## PC1 > -1.431208
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC21 <= -0.08193903
## -> class 2\|0 [0.898]
##
## Rule 46/184: (26.7/2.7, lift 11.6)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC11 > 0.9033746
## PC12 > -1.731584
## PC21 > -0.08193903
## PC56 <= 0.5283641
## PC60 <= -0.4655866
## PC97 <= 0.638661
## -> class 2\|0 [0.872]
##
## Rule 46/185: (5, lift 11.3)
## PC1 <= -0.4334595
## PC2 <= -1.439027
## PC8 > 1.189587
## PC8 <= 2.293971
## PC34 <= -0.5438686
## -> class 2\|0 [0.857]
##
## Rule 46/186: (2590.1/1566.6, lift 5.2)
## PC2 <= 2.5099
## PC9 <= 0.329827
## PC12 > 0.4427281
## PC19 <= 0.1366851
## PC20 <= 0.08415429
## -> class 2\|0 [0.395]
##
## Rule 46/187: (111.4, lift 10.0)
## PC1 <= -1.114066
## PC3 > -2.063383
## PC7 <= 0.6183925
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 > -0.8724027
## PC38 > 0.2751541
## PC43 > -2.661045
## PC48 <= 0.6791302
## PC56 > -0.2203754
## PC58 > -0.8027554
## PC85 > -1.780849
## PC89 <= 0.4101843
## PC93 <= 0.6006563
## -> class 2\|1 [0.991]
##
## Rule 46/188: (261.6/2.1, lift 10.0)
## PC2 <= -1.439027
## PC6 <= 3.068577
## PC8 > 1.189587
## PC8 <= 2.293971
## PC12 <= 1.414295
## PC20 <= 0.1137367
## PC24 > -0.4801424
## PC34 > -0.5438686
## PC47 > -1.026152
## -> class 2\|1 [0.988]
##
## Rule 46/189: (75.1, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC29 <= 0.2019749
## PC32 <= -0.56495
## PC64 > 0.1997956
## -> class 2\|1 [0.987]
##
## Rule 46/190: (60.5, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC19 > 0.1373148
## PC32 > -0.56495
## PC67 <= 0.02848365
## -> class 2\|1 [0.984]
##
## Rule 46/191: (57.9, lift 9.9)
## PC2 <= -9.55354
## -> class 2\|1 [0.983]
##
## Rule 46/192: (52.9, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC32 <= -0.56495
## PC35 <= -0.06648187
## PC80 > -0.3722249
## -> class 2\|1 [0.982]
##
## Rule 46/193: (110.7/1.3, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC6 <= 1.404732
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 > -0.8724027
## PC28 > -0.114301
## PC43 <= 0.388566
## PC48 <= 0.6791302
## PC50 <= 1.063961
## PC56 > -0.2203754
## PC71 > 0.04789626
## PC85 > -1.780849
## PC92 <= 0.597307
## PC93 <= 0.6006563
## -> class 2\|1 [0.980]
##
## Rule 46/194: (48.8, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC3 <= -1.357168
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC22 > -0.8724027
## PC43 <= 0.388566
## PC56 <= -0.2203754
## -> class 2\|1 [0.980]
##
## Rule 46/195: (40.6, lift 9.8)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC11 <= -0.9337804
## -> class 2\|1 [0.976]
##
## Rule 46/196: (40.3, lift 9.8)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC56 > 0.5283641
## -> class 2\|1 [0.976]
##
## Rule 46/197: (38.1, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC12 > -2.780835
## PC22 <= -0.8724027
## PC30 > -0.2726555
## PC46 <= -0.2830695
## PC74 > -0.6089056
## PC83 <= 0.0636989
## -> class 2\|1 [0.975]
##
## Rule 46/198: (124.9/2.3, lift 9.8)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC11 <= 0.9033746
## PC21 > -0.08193903
## PC47 <= 0.5981562
## PC60 <= -0.4655866
## -> class 2\|1 [0.974]
##
## Rule 46/199: (79.2/1.5, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC34 > 0.9387439
## -> class 2\|1 [0.969]
##
## Rule 46/200: (30.7, lift 9.8)
## PC1 <= -0.4334595
## PC2 > -1.439027
## PC2 <= 2.5099
## PC8 > 1.189587
## PC8 <= 2.293971
## PC74 <= -0.3609722
## -> class 2\|1 [0.969]
##
## Rule 46/201: (101.7/2.2, lift 9.8)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC12 <= -1.731584
## -> class 2\|1 [0.969]
##
## Rule 46/202: (29.5, lift 9.8)
## PC1 <= -0.4334595
## PC2 > -1.439027
## PC2 <= 2.5099
## PC4 <= 0.2891751
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC12 > -0.861384
## PC36 > 0.3500793
## -> class 2\|1 [0.968]
##
## Rule 46/203: (28.9, lift 9.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 > -0.9156818
## PC9 <= -0.3533954
## PC17 <= -0.005344559
## PC19 > 0.1366851
## PC41 > -0.06325307
## -> class 2\|1 [0.968]
##
## Rule 46/204: (166.2/4.7, lift 9.7)
## PC1 <= -1.114066
## PC3 > -2.063383
## PC6 <= 1.404732
## PC7 <= 0.6183925
## PC8 > -0.5495703
## PC22 > -0.8724027
## PC28 > -0.114301
## PC43 > -2.661045
## PC43 <= 0.388566
## PC56 > -0.2203754
## PC58 > -0.8027554
## PC63 <= 0.2017673
## PC80 <= 0.1535308
## PC89 <= 0.4101843
## PC92 <= 0.597307
## PC93 <= 0.6006563
## -> class 2\|1 [0.966]
##
## Rule 46/205: (26.5, lift 9.7)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC19 > 0.1373148
## PC74 <= -0.5538318
## -> class 2\|1 [0.965]
##
## Rule 46/206: (194.9/6, lift 9.7)
## PC1 <= -1.431208
## PC8 > 2.293971
## PC21 <= -0.08193903
## PC97 <= 0.638661
## -> class 2\|1 [0.964]
##
## Rule 46/207: (77.5/1.9, lift 9.7)
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 > -0.8724027
## PC43 <= 0.388566
## PC48 > 0.6791302
## -> class 2\|1 [0.963]
##
## Rule 46/208: (24.6, lift 9.7)
## PC1 <= -0.4334595
## PC7 <= 0.6089534
## PC8 > 2.293971
## PC32 <= -0.56495
## PC60 > -0.4655866
## -> class 2\|1 [0.962]
##
## Rule 46/209: (38.1/0.7, lift 9.6)
## PC1 <= -0.4334595
## PC2 > -1.439027
## PC8 > 1.189587
## PC8 <= 2.293971
## PC12 <= -0.861384
## -> class 2\|1 [0.958]
##
## Rule 46/210: (21.7, lift 9.7)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC71 > 0.9060505
## -> class 2\|1 [0.958]
##
## Rule 46/211: (21.1, lift 9.6)
## PC2 <= 2.5099
## PC7 > 1.070939
## PC57 <= -1.484683
## PC65 > 0.6387532
## -> class 2\|1 [0.957]
##
## Rule 46/212: (74.9/2.6, lift 9.6)
## PC2 <= 2.5099
## PC8 > -3.1844
## PC9 <= 0.329827
## PC12 <= 0.4427281
## PC19 <= 0.1366851
## PC82 > 0.5649222
## -> class 2\|1 [0.954]
##
## Rule 46/213: (28.1/0.4, lift 9.6)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC6 <= -0.8741968
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC50 <= -0.4583999
## PC56 <= -0.2203754
## -> class 2\|1 [0.954]
##
## Rule 46/214: (17.1, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC27 <= -0.7546553
## PC29 <= 0.3446466
## PC47 <= -1.161003
## -> class 2\|1 [0.948]
##
## Rule 46/215: (59.3/2.3, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC22 > -0.8724027
## PC43 > 0.388566
## PC56 > 0.0990935
## PC85 > -1.780849
## -> class 2\|1 [0.946]
##
## Rule 46/216: (16.4, lift 9.5)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC6 <= -2.792601
## PC12 > 0.4427281
## PC19 <= 0.1366851
## PC65 <= 0.6387532
## -> class 2\|1 [0.946]
##
## Rule 46/217: (13.2, lift 9.4)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC7 > 0.6089534
## PC30 > 0.4605063
## -> class 2\|1 [0.934]
##
## Rule 46/218: (92.8/5.7, lift 9.4)
## PC1 <= -0.4334595
## PC3 > -2.063383
## PC6 <= -0.9504476
## PC8 > 1.189587
## PC8 <= 2.293971
## PC12 > 1.414295
## PC63 > -0.3914788
## -> class 2\|1 [0.930]
##
## Rule 46/219: (39.4/2.1, lift 9.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC46 > 1.480478
## PC97 <= 0.638661
## -> class 2\|1 [0.925]
##
## Rule 46/220: (99.9/7.3, lift 9.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC29 > 0.2019749
## PC97 <= 0.638661
## -> class 2\|1 [0.918]
##
## Rule 46/221: (8.9, lift 9.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC22 <= -0.8724027
## PC32 <= -2.278267
## PC74 > -0.6089056
## PC83 <= 0.0636989
## -> class 2\|1 [0.908]
##
## Rule 46/222: (67.8/5.4, lift 9.1)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC12 > -2.780835
## PC22 <= -0.8724027
## PC30 > -0.2726555
## PC34 <= -0.07273726
## PC74 > -0.6089056
## PC83 <= 0.0636989
## -> class 2\|1 [0.908]
##
## Rule 46/223: (10/0.4, lift 8.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC29 <= 0.3446466
## PC45 > 0.326501
## PC57 <= -0.100883
## PC64 <= -0.1138732
## -> class 2\|1 [0.884]
##
## Rule 46/224: (129.5/14.9, lift 8.9)
## PC1 <= -0.4334595
## PC8 > -0.5495703
## PC11 > 2.053931
## PC12 > -1.731584
## PC21 > -0.08193903
## PC56 <= 0.5283641
## PC66 > -0.8204738
## -> class 2\|1 [0.879]
##
## Rule 46/225: (356.7/44.6, lift 8.8)
## PC2 <= -1.439027
## PC8 > 1.189587
## PC8 <= 2.293971
## PC12 <= 1.414295
## PC20 <= 0.4645252
## PC34 > -0.5438686
## PC51 <= 0.3722911
## PC70 <= 0.2912573
## -> class 2\|1 [0.873]
##
## Rule 46/226: (39.4/5, lift 8.6)
## PC2 <= 2.5099
## PC8 > -2.966951
## PC14 <= -3.571462
## -> class 2\|1 [0.856]
##
## Rule 46/227: (46.1/9.6, lift 7.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC28 <= -0.2656237
## -> class 2\|1 [0.780]
##
## Rule 46/228: (121.4/27.2, lift 7.8)
## PC2 <= 2.5099
## PC7 > 0.6089534
## PC8 > -0.5495703
## PC12 > -1.731584
## PC21 > -0.08193903
## PC29 <= 0.2019749
## PC32 <= -0.56495
## PC46 <= 1.480478
## PC64 <= 0.1997956
## PC80 <= -0.3722249
## -> class 2\|1 [0.771]
##
## Rule 46/229: (114.8, lift 10.6)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 <= -0.8724027
## PC74 <= -0.6089056
## -> class 2\|2 [0.991]
##
## Rule 46/230: (102.1/0.3, lift 10.6)
## PC1 <= -0.4334595
## PC6 <= -0.05992074
## PC7 > -1.213506
## PC8 <= -0.5495703
## PC15 > -0.9084422
## PC43 <= -1.048315
## PC57 > -0.100883
## PC60 <= 1.645929
## -> class 2\|2 [0.987]
##
## Rule 46/231: (60.1, lift 10.5)
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC12 <= -2.780835
## PC22 <= -0.8724027
## PC57 <= 0.3321664
## PC83 <= 0.0636989
## -> class 2\|2 [0.984]
##
## Rule 46/232: (65.8/0.3, lift 10.5)
## PC1 <= -0.4334595
## PC8 > -2.087271
## PC8 <= -0.5495703
## PC9 <= 7.850052
## PC28 > -0.2656237
## PC56 > 0.145356
## PC57 > -0.100883
## PC63 > 0.1266935
## -> class 2\|2 [0.981]
##
## Rule 46/233: (116.2/1.5, lift 10.5)
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC14 > -3.571462
## PC18 > -0.453394
## PC37 <= 1.422928
## PC40 <= -0.6081436
## PC57 <= -0.100883
## -> class 2\|2 [0.979]
##
## Rule 46/234: (311.8/5.9, lift 10.5)
## PC1 <= -0.8876088
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC9 > -4.402143
## PC12 <= 4.792502
## PC18 > -0.453394
## PC28 > -0.2656237
## PC37 <= 1.422928
## PC57 <= -0.100883
## PC64 > -0.1138732
## -> class 2\|2 [0.978]
##
## Rule 46/235: (54.5/0.4, lift 10.4)
## PC1 <= -1.777456
## PC8 > -1.177402
## PC8 <= -0.5495703
## PC10 <= 0.2830673
## PC17 <= 0.5492198
## PC56 <= 0.145356
## PC59 > -0.6055204
## PC76 <= 0.3326994
## -> class 2\|2 [0.975]
##
## Rule 46/236: (30.5, lift 10.4)
## PC1 <= -0.4334595
## PC2 > -9.55354
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 > -0.8724027
## PC34 <= 0.9387439
## PC43 <= 0.388566
## PC48 <= 0.6791302
## PC85 > -1.780849
## PC93 > 0.6006563
## -> class 2\|2 [0.969]
##
## Rule 46/237: (29.5, lift 10.4)
## PC1 <= -0.4334595
## PC8 > 1.189587
## PC8 <= 2.293971
## PC12 <= 1.414295
## PC20 > 0.1137367
## PC70 > 0.2912573
## -> class 2\|2 [0.968]
##
## Rule 46/238: (28.2, lift 10.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC43 <= 0.388566
## PC48 <= 0.6791302
## PC85 > -1.780849
## PC92 > 0.597307
## -> class 2\|2 [0.967]
##
## Rule 46/239: (24.4, lift 10.3)
## PC1 <= -0.4334595
## PC2 <= -1.439027
## PC4 <= 0.2891751
## PC6 > 3.068577
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC20 <= 0.1137367
## -> class 2\|2 [0.962]
##
## Rule 46/240: (79/2.2, lift 10.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC3 > -1.357168
## PC6 <= -0.8741968
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC43 <= 0.388566
## PC50 > -0.4583999
## PC56 <= -0.2203754
## -> class 2\|2 [0.960]
##
## Rule 46/241: (126.1/4.4, lift 10.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 <= 0.2891751
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 <= -0.8724027
## PC30 > -0.2726555
## PC57 <= 0.3321664
## PC83 > 0.0636989
## -> class 2\|2 [0.958]
##
## Rule 46/242: (54/1.4, lift 10.2)
## PC1 <= -0.4334595
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC11 > 0.8444521
## PC14 > -3.571462
## PC28 > -0.2656237
## PC37 <= 1.422928
## PC57 <= -0.100883
## PC64 <= -0.1138732
## -> class 2\|2 [0.958]
##
## Rule 46/243: (124.1/6.7, lift 10.0)
## PC1 <= -1.777456
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC9 <= -1.680325
## PC10 <= 0.2830673
## PC18 > -0.453394
## PC43 > -1.048315
## PC59 > -0.6055204
## PC62 <= 0.2692127
## PC76 <= 0.3326994
## -> class 2\|2 [0.939]
##
## Rule 46/244: (14.3, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC34 <= 0.9387439
## PC48 <= 0.6791302
## PC56 > -0.2203754
## PC58 <= -0.8027554
## -> class 2\|2 [0.938]
##
## Rule 46/245: (48.5/2.4, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 <= 0.2891751
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 > -0.8724027
## PC28 > -0.114301
## PC38 <= 0.2751541
## PC48 <= 0.6791302
## PC63 > 0.2017673
## PC71 <= 0.04789626
## -> class 2\|2 [0.932]
##
## Rule 46/246: (10.9, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC43 <= -2.661045
## PC48 <= 0.6791302
## PC50 <= 1.063961
## PC71 <= 0.04789626
## -> class 2\|2 [0.923]
##
## Rule 46/247: (10.7, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC20 > 0.1137367
## PC33 <= -0.2940664
## PC34 > -0.5438686
## -> class 2\|2 [0.921]
##
## Rule 46/248: (137.5/10.1, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 <= 0.2891751
## PC7 > 0.6183925
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC28 > -0.114301
## PC43 <= 0.388566
## PC93 <= 0.6006563
## -> class 2\|2 [0.920]
##
## Rule 46/249: (261.4/21.4, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 <= -0.8724027
## PC32 > -2.278267
## PC34 > -0.07273726
## PC46 > -0.2830695
## PC57 <= 0.3321664
## -> class 2\|2 [0.915]
##
## Rule 46/250: (9.3, lift 9.7)
## PC1 <= -0.4334595
## PC4 <= 0.2891751
## PC8 > 1.189587
## PC8 <= 2.293971
## PC20 > 0.4645252
## -> class 2\|2 [0.911]
##
## Rule 46/251: (9, lift 9.7)
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC34 <= 0.9387439
## PC41 <= -2.973415
## PC43 > 0.388566
## -> class 2\|2 [0.909]
##
## Rule 46/252: (57.6/4.7, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC7 <= 0.6183925
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC28 > -0.114301
## PC43 <= 0.388566
## PC50 <= 1.063961
## PC56 > -0.2203754
## PC71 <= 0.04789626
## PC89 > 0.4101843
## -> class 2\|2 [0.904]
##
## Rule 46/253: (125.6/12, lift 9.6)
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC9 > 7.850052
## PC14 > -3.571462
## PC96 > -0.1650059
## -> class 2\|2 [0.898]
##
## Rule 46/254: (47.6/4.2, lift 9.6)
## PC1 <= -1.777456
## PC8 > -2.966951
## PC9 > -1.680325
## PC10 <= 0.2830673
## PC14 > -3.571462
## PC18 > -0.492968
## PC56 <= 0.145356
## PC57 > -0.100883
## PC70 > 0.2524897
## PC76 <= 0.3326994
## -> class 2\|2 [0.896]
##
## Rule 46/255: (45/4.7, lift 9.4)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC27 <= -0.7546553
## PC29 <= 0.3446466
## PC47 > -1.161003
## -> class 2\|2 [0.879]
##
## Rule 46/256: (22.3/2.1, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 <= 0.2891751
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC34 <= 0.9387439
## PC50 > 1.063961
## PC58 > -0.8027554
## PC85 > -1.780849
## -> class 2\|2 [0.872]
##
## Rule 46/257: (86.6/10.6, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= -1.439027
## PC8 > -0.5495703
## PC8 <= 2.293971
## PC20 > 0.1137367
## PC51 > 0.3722911
## PC70 <= 0.2912573
## -> class 2\|2 [0.869]
##
## Rule 46/258: (68.6/10.9, lift 8.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.087271
## PC8 <= -0.5495703
## PC9 <= 7.850052
## PC17 <= 0.5492198
## PC28 > -0.2656237
## PC43 > -1.048315
## PC56 > 0.145356
## PC86 > 0.3709893
## -> class 2\|2 [0.832]
##
## Rule 46/259: (23.2/3.6, lift 8.8)
## PC1 > -1.114066
## PC2 <= 2.5099
## PC6 <= 1.404732
## PC7 <= 0.6183925
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC22 > -0.8724027
## PC34 <= 0.9387439
## PC43 <= 0.388566
## PC56 > -0.2203754
## PC71 <= 0.04789626
## PC89 <= 0.4101843
## -> class 2\|2 [0.819]
##
## Rule 46/260: (11.8/1.8, lift 8.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC6 > -0.8741968
## PC8 > -0.5495703
## PC8 <= 1.189587
## PC38 > 0.1967136
## PC56 <= -0.2203754
## PC95 > -0.1445958
## -> class 2\|2 [0.795]
##
## Rule 46/261: (29.8/9.5, lift 7.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 <= 0.9997033
## PC6 > -2.792601
## PC9 <= 0.329827
## PC12 > 0.4427281
## PC20 <= 0.08415429
## PC65 <= 0.6387532
## PC73 > 0.05453787
## -> class 2\|2 [0.670]
##
## Rule 46/262: (463.6/169.9, lift 6.8)
## PC1 <= -0.4334595
## PC8 <= -0.5495703
## PC13 <= 0.4206764
## PC46 > 0.4031499
## PC64 > -0.1822279
## -> class 2\|2 [0.633]
##
## Rule 46/263: (155.4, lift 8.6)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC36 <= 0.2553899
## PC41 > -2.177238
## PC51 <= 0.8443022
## PC96 > 0.2911013
## -> class 2\|3 [0.994]
##
## Rule 46/264: (164.7/0.2, lift 8.6)
## PC1 <= -0.4334595
## PC8 > -2.966951
## PC8 <= -1.177402
## PC9 > -1.680325
## PC10 <= 0.2830673
## PC17 <= 0.5492198
## PC43 > -1.048315
## PC57 > -0.100883
## PC59 > -0.6055204
## PC70 <= 0.2524897
## PC76 <= 0.3326994
## -> class 2\|3 [0.993]
##
## Rule 46/265: (59.3, lift 8.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC6 > -1.547092
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC11 <= 0.8444521
## PC18 > -0.492968
## PC40 > -0.6081436
## PC45 <= 0.326501
## PC57 <= -0.100883
## PC64 <= -0.1138732
## -> class 2\|3 [0.984]
##
## Rule 46/266: (83.1/0.4, lift 8.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC7 <= -1.213506
## PC9 <= 7.850052
## PC43 <= -1.048315
## -> class 2\|3 [0.983]
##
## Rule 46/267: (57.4, lift 8.5)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC13 <= 0.4206764
## PC38 <= 0.2592863
## PC51 <= 0.8443022
## PC61 <= 0.1314662
## PC85 > 0.3236245
## PC93 > 0.3211098
## -> class 2\|3 [0.983]
##
## Rule 46/268: (252.2/3.9, lift 8.5)
## PC1 > -1.777456
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC17 <= 0.5492198
## PC43 > -1.048315
## PC56 <= 0.145356
## PC57 > -0.100883
## PC59 > -0.6055204
## -> class 2\|3 [0.981]
##
## Rule 46/269: (39.5, lift 8.4)
## PC8 <= -2.663209
## PC9 > 7.850052
## PC27 > -0.7546553
## PC38 <= 0.8947983
## PC57 > -0.100883
## -> class 2\|3 [0.976]
##
## Rule 46/270: (38, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC18 > -0.492968
## PC23 > 2.327786
## PC61 > 0.1314662
## -> class 2\|3 [0.975]
##
## Rule 46/271: (36.6, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC27 > 0.3871555
## PC51 <= 0.8443022
## PC83 <= 0.4173378
## PC85 > 0.3236245
## -> class 2\|3 [0.974]
##
## Rule 46/272: (34.7, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC13 <= 0.4206764
## PC17 > 0.9835293
## -> class 2\|3 [0.973]
##
## Rule 46/273: (90.2/1.6, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -0.5495703
## PC14 > -3.571462
## PC15 > 0.6607555
## PC27 > -0.7546553
## PC43 > -1.048315
## PC57 > -0.100883
## PC59 <= -0.6055204
## -> class 2\|3 [0.972]
##
## Rule 46/274: (29.8, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -0.5495703
## PC14 > -3.571462
## PC27 > -0.7546553
## PC43 <= -1.048315
## PC60 > 1.645929
## -> class 2\|3 [0.969]
##
## Rule 46/275: (47.4/0.6, lift 8.4)
## PC8 <= -0.5495703
## PC12 > 4.792502
## PC14 > -3.571462
## PC37 <= 1.422928
## -> class 2\|3 [0.967]
##
## Rule 46/276: (237.5/7.7, lift 8.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC9 <= 7.850052
## PC10 > 0.2830673
## PC17 <= 0.5492198
## PC18 > -0.453394
## PC27 > -0.7546553
## PC29 <= 0.3446466
## PC43 > -1.048315
## PC56 <= 0.145356
## PC57 > -0.100883
## PC59 > -0.6055204
## -> class 2\|3 [0.964]
##
## Rule 46/277: (73.5/2.1, lift 8.3)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 <= -0.9156818
## PC9 <= 0.329827
## PC19 > 0.1366851
## PC43 <= -0.1649584
## -> class 2\|3 [0.958]
##
## Rule 46/278: (21.4, lift 8.3)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC13 <= 0.4206764
## PC61 > 0.1314662
## PC67 > 0.4530539
## PC85 > 0.3236245
## -> class 2\|3 [0.957]
##
## Rule 46/279: (40.1/1.3, lift 8.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 <= -0.5495703
## PC9 <= 7.850052
## PC15 <= -0.9084422
## PC43 <= -1.048315
## PC57 > -0.100883
## -> class 2\|3 [0.944]
##
## Rule 46/280: (188/10.6, lift 8.1)
## PC1 <= -1.777456
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC9 <= 7.850052
## PC17 <= 0.5492198
## PC27 > -0.7546553
## PC43 > -1.048315
## PC56 <= 0.145356
## PC57 > -0.100883
## PC76 > 0.3326994
## -> class 2\|3 [0.939]
##
## Rule 46/281: (93.9/5.1, lift 8.1)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC18 > -0.492968
## PC76 <= -0.48181
## PC83 <= 0.4173378
## -> class 2\|3 [0.936]
##
## Rule 46/282: (7.9, lift 7.8)
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC9 > 7.850052
## PC14 > -3.571462
## PC38 > 0.8947983
## PC57 > -0.100883
## -> class 2\|3 [0.899]
##
## Rule 46/283: (43.8/5.8, lift 7.4)
## PC1 > -0.8876088
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## -> class 2\|3 [0.851]
##
## Rule 46/284: (7450.5/5328.2, lift 2.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## -> class 2\|3 [0.285]
##
## Rule 46/285: (12460.1/10151.6, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.185]
##
## Rule 46/286: (460.7/0.5, lift 15.6)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 <= -0.5495703
## PC18 <= -0.492968
## PC33 > 0.1273195
## PC55 > -0.3099379
## PC67 <= 0.2302268
## -> class 2\|4 [0.997]
##
## Rule 46/287: (379, lift 15.6)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC36 <= 0.2553899
## PC40 > 1.356368
## -> class 2\|4 [0.997]
##
## Rule 46/288: (156.2, lift 15.6)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC13 > 0.4206764
## PC21 > 0.8591744
## -> class 2\|4 [0.994]
##
## Rule 46/289: (151.5/0.2, lift 15.5)
## PC1 > -0.4334595
## PC1 <= 16.39705
## PC2 <= 2.5099
## PC8 <= -0.9156818
## PC19 > 0.1366851
## PC26 <= 1.247296
## PC30 <= -0.2057942
## PC43 > -0.1649584
## PC72 > -0.7606073
## -> class 2\|4 [0.992]
##
## Rule 46/290: (71.4, lift 15.4)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 <= 0.6685202
## PC9 <= 0.329827
## PC19 > -1.163367
## PC82 > -0.4479639
## PC82 <= 0.5649222
## PC88 <= -0.2864271
## -> class 2\|4 [0.986]
##
## Rule 46/291: (103.9/1.6, lift 15.3)
## PC8 <= -2.966951
## PC36 <= 0.2553899
## PC45 <= 0.1528479
## PC46 <= 0.4031499
## PC49 <= 0.07827593
## PC76 <= 0.5309201
## PC77 > 0.171089
## PC80 > -0.7750584
## PC82 <= 0.1202715
## PC85 <= 0.3236245
## PC95 > 0.01040603
## PC96 <= 0.2911013
## -> class 2\|4 [0.976]
##
## Rule 46/292: (19.9, lift 14.9)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC38 <= 0.2592863
## PC51 > 0.8443022
## -> class 2\|4 [0.954]
##
## Rule 46/293: (16.1, lift 14.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC17 > 0.5492198
## PC27 > -0.7546553
## PC57 > -0.100883
## PC72 > 0.04709764
## -> class 2\|4 [0.945]
##
## Rule 46/294: (43/3.8, lift 14.0)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC13 <= 0.4206764
## PC27 > 0.7584817
## PC38 <= 0.2592863
## PC46 <= 0.4031499
## -> class 2\|4 [0.892]
##
## Rule 46/295: (25.6/2.1, lift 13.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC9 <= 7.850052
## PC15 <= 0.6607555
## PC56 <= 0.145356
## PC57 > -0.100883
## PC59 <= -0.6055204
## -> class 2\|4 [0.888]
##
## Rule 46/296: (27/4.4, lift 12.7)
## PC1 <= -0.4334595
## PC8 <= -2.966951
## PC27 <= 0.7584817
## PC38 <= 0.2592863
## PC41 <= -2.177238
## PC46 <= 0.4031499
## -> class 2\|4 [0.814]
##
## Rule 46/297: (581.4/156.2, lift 11.4)
## PC2 <= 2.5099
## PC8 <= -2.966951
## PC46 <= 0.4031499
## PC81 <= 0.226089
## PC85 > 0.3236245
## -> class 2\|4 [0.731]
##
## Rule 46/298: (20.6/6.8, lift 10.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC37 > 1.422928
## PC57 <= -0.100883
## -> class 2\|4 [0.654]
##
## Rule 46/299: (32.6/11.5, lift 10.0)
## PC1 <= -0.4334595
## PC6 > -0.05992074
## PC8 <= -0.5495703
## PC15 > -0.9084422
## PC29 <= 0.3446466
## PC43 <= -1.048315
## PC57 > -0.100883
## PC60 <= 1.645929
## -> class 2\|4 [0.640]
##
## Rule 46/300: (45.5/20.2, lift 8.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.966951
## PC8 <= -0.5495703
## PC18 > -0.492968
## PC29 > 0.3446466
## -> class 2\|4 [0.554]
##
## Default class: 2\|3
##
## ----- Trial 47: -----
##
## Rules:
##
## Rule 47/1: (160.3, lift 16.4)
## PC2 <= 6.632227
## PC4 > -8.071015
## PC13 <= 8.316996
## PC18 > 2.129967
## PC19 <= -0.00961022
## PC22 > -0.7302641
## PC32 > 0.7004737
## PC33 <= 3.237279
## PC55 > -0.4851243
## PC71 <= 0.4788486
## PC97 <= 0.3049408
## -> class 0\|0 [0.994]
##
## Rule 47/2: (68.8, lift 16.3)
## PC2 <= 6.632227
## PC4 <= -8.071015
## PC14 > -0.4700126
## PC16 <= -0.449893
## PC18 > 2.848612
## PC64 <= 0.2544598
## PC93 <= 0.3487782
## -> class 0\|0 [0.986]
##
## Rule 47/3: (88.3/0.7, lift 16.2)
## PC4 > -8.071015
## PC5 <= -0.501492
## PC9 > 0.2734779
## PC18 > 2.129967
## PC55 > -0.2022897
## PC71 <= 0.4788486
## PC91 > -0.259846
## PC97 <= 0.3049408
## -> class 0\|0 [0.982]
##
## Rule 47/4: (77.6/0.8, lift 16.1)
## PC4 <= 9.102389
## PC12 <= 2.058601
## PC18 > 2.129967
## PC27 <= 2.941081
## PC40 > -1.922421
## PC56 <= 1.988945
## PC67 <= -0.191089
## PC81 <= 0.9457766
## PC85 > -2.471968
## -> class 0\|0 [0.977]
##
## Rule 47/5: (68.2/0.7, lift 16.1)
## PC4 <= 10.39132
## PC13 <= 8.316996
## PC18 > 2.129967
## PC27 <= 2.941081
## PC56 <= 1.988945
## PC67 <= 0.4744273
## PC86 <= -1.50712
## -> class 0\|0 [0.976]
##
## Rule 47/6: (402.8/10.6, lift 16.0)
## PC2 > 3.059934
## PC2 <= 6.632227
## PC4 > -8.071015
## PC5 > -0.501492
## PC13 <= 8.316996
## PC15 <= 1.139282
## PC18 > 2.129967
## PC27 <= 2.941081
## PC50 <= 0.4385564
## PC55 > -0.4851243
## PC56 <= 0.8819376
## PC68 <= 1.009368
## PC71 <= 0.4788486
## PC72 > -0.5036493
## PC91 > -0.6733376
## PC97 <= 0.3049408
## -> class 0\|0 [0.971]
##
## Rule 47/7: (148.6/5, lift 15.8)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC4 <= 5.573752
## PC6 <= 0.2633233
## PC13 <= 0.8532363
## PC14 > 0.5644688
## PC18 > 0.6852615
## PC67 <= 0.7143289
## PC100 > -0.5482178
## -> class 0\|0 [0.960]
##
## Rule 47/8: (63.6/2.1, lift 15.7)
## PC2 <= 6.632227
## PC4 <= 9.102389
## PC13 <= 8.316996
## PC18 > 2.129967
## PC27 <= 2.941081
## PC55 > -0.4851243
## PC56 <= 1.988945
## PC100 <= -0.6978741
## -> class 0\|0 [0.953]
##
## Rule 47/9: (18.8, lift 15.7)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC18 > -0.4683644
## PC18 <= 2.129967
## -> class 0\|0 [0.952]
##
## Rule 47/10: (34.8/0.9, lift 15.6)
## PC2 <= 6.632227
## PC4 <= 9.102389
## PC13 <= 8.316996
## PC18 > 2.129967
## PC33 <= 3.237279
## PC55 > -0.4851243
## PC80 <= -0.2960351
## PC97 > 0.3049408
## -> class 0\|0 [0.948]
##
## Rule 47/11: (46.1/2.7, lift 15.2)
## PC4 <= 10.39132
## PC13 <= 8.316996
## PC18 > 2.129967
## PC27 <= 2.941081
## PC33 <= 3.237279
## PC47 <= -1.02013
## PC86 > -1.50712
## -> class 0\|0 [0.923]
##
## Rule 47/12: (16.5/0.5, lift 15.2)
## PC4 > 5.573752
## PC8 > 0.4183616
## PC18 > -0.4683644
## -> class 0\|0 [0.922]
##
## Rule 47/13: (9.3, lift 15.0)
## PC4 > 9.019572
## PC4 <= 9.102389
## PC18 > 2.129967
## -> class 0\|0 [0.912]
##
## Rule 47/14: (17.3/1, lift 14.8)
## PC2 > 6.632227
## PC4 <= 10.39132
## PC13 <= 8.316996
## PC18 > 2.129967
## PC27 <= 2.941081
## PC33 <= 3.237279
## PC55 > -0.4851243
## PC56 <= 1.988945
## PC94 > 0.5546775
## -> class 0\|0 [0.897]
##
## Rule 47/15: (50.4/8.7, lift 13.5)
## PC2 > 6.632227
## PC4 <= 10.39132
## PC13 <= 8.316996
## PC15 <= 0.5641037
## PC18 > 2.129967
## PC27 <= 2.941081
## PC33 <= 3.237279
## PC40 > -1.922421
## PC55 > -0.4851243
## PC56 <= 1.988945
## PC67 <= 0.4744273
## PC85 > -2.471968
## -> class 0\|0 [0.816]
##
## Rule 47/16: (47.6/13.3, lift 11.7)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC42 <= -2.840336
## PC46 <= 2.019221
## PC99 > -1.350496
## -> class 0\|0 [0.711]
##
## Rule 47/17: (128.5, lift 13.6)
## PC2 > 6.632227
## PC13 <= 8.316996
## PC15 > 0.5641037
## PC18 > 2.129967
## PC56 <= 1.988945
## PC86 > -1.50712
## PC94 <= 0.5546775
## -> class 0\|1 [0.992]
##
## Rule 47/18: (107.6/1.4, lift 13.4)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC7 <= -0.7654072
## PC18 <= -0.4683644
## PC20 > -3.440173
## PC23 > -1.45131
## PC37 > 0.2175294
## -> class 0\|1 [0.978]
##
## Rule 47/19: (5.1, lift 11.7)
## PC13 > 8.316996
## PC100 > 3.559403
## -> class 0\|1 [0.859]
##
## Rule 47/20: (47.9/6.4, lift 11.6)
## PC13 > 8.316996
## PC18 > 3.543752
## PC20 > -3.954047
## PC46 <= 2.019221
## -> class 0\|1 [0.851]
##
## Rule 47/21: (43.3/7.2, lift 11.2)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC16 <= -0.4560341
## PC18 > -1.829186
## PC18 <= -0.4683644
## -> class 0\|1 [0.820]
##
## Rule 47/22: (17.7/3.2, lift 10.8)
## PC2 > 2.723708
## PC7 > -0.7224794
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC44 > 0.6426864
## PC47 <= 1.804074
## PC54 <= 3.096431
## PC94 > 0.5224349
## -> class 0\|1 [0.786]
##
## Rule 47/23: (18/3.8, lift 10.4)
## PC2 > 2.723708
## PC18 <= -0.4683644
## PC29 > -0.6656501
## PC37 <= -1.959962
## PC47 <= 1.804074
## PC70 <= 0.2587226
## -> class 0\|1 [0.760]
##
## Rule 47/24: (2684.2/1453.3, lift 6.3)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC4 <= 10.39132
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC30 > -3.238498
## PC46 <= 2.019221
## -> class 0\|1 [0.459]
##
## Rule 47/25: (164.9/107.2, lift 4.8)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC4 <= 8.375622
## PC18 > -1.829186
## PC97 > 1.410934
## -> class 0\|1 [0.352]
##
## Rule 47/26: (56.3, lift 10.0)
## PC2 > 2.723708
## PC13 > 1.698335
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC30 > -3.238498
## PC62 > -0.3591819
## PC66 <= 1.249241
## -> class 0\|2 [0.983]
##
## Rule 47/27: (47.2, lift 10.0)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC46 <= 2.019221
## PC85 > 1.627723
## PC99 > -1.350496
## -> class 0\|2 [0.980]
##
## Rule 47/28: (44.3, lift 10.0)
## PC2 > 2.990274
## PC3 > -0.8894261
## PC3 <= 1.640775
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC38 <= 1.10671
## PC41 <= 0.2175477
## PC44 <= 0.6426864
## PC77 <= 1.242511
## PC87 > -0.4312632
## -> class 0\|2 [0.978]
##
## Rule 47/29: (123.9/2.1, lift 9.9)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC14 <= 0.5644688
## PC18 > -0.4683644
## PC20 > -0.9430088
## PC32 <= -0.1301751
## PC49 <= 0.7176014
## PC57 <= 0.8735422
## PC73 <= 0.6456435
## PC77 <= -0.1229769
## PC80 <= 0.3292896
## PC93 <= 0.3012548
## -> class 0\|2 [0.976]
##
## Rule 47/30: (107.6/2, lift 9.9)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC5 > 2.765218
## PC18 <= -0.4683644
## PC54 <= 3.096431
## PC58 <= 3.236362
## PC78 <= 3.132586
## -> class 0\|2 [0.973]
##
## Rule 47/31: (46.4/0.3, lift 9.9)
## PC2 > 2.723708
## PC6 > -1.360778
## PC13 <= 1.698335
## PC14 > -0.8971257
## PC18 <= 2.129967
## PC79 <= 0.7155718
## PC85 <= 1.627723
## PC90 <= -2.050295
## -> class 0\|2 [0.972]
##
## Rule 47/32: (132.3/2.8, lift 9.9)
## PC13 > 8.316996
## PC18 > -0.4683644
## PC46 <= 2.019221
## PC63 > -0.8551956
## PC65 <= -0.4597442
## -> class 0\|2 [0.972]
##
## Rule 47/33: (30.7/0.2, lift 9.8)
## PC3 <= 1.640775
## PC13 <= 1.698335
## PC14 > -0.8971257
## PC14 <= 0.5644688
## PC18 <= 2.129967
## PC30 > -3.238498
## PC46 <= 2.019221
## PC59 <= -1.632287
## PC77 > -0.1229769
## PC99 > -1.350496
## -> class 0\|2 [0.964]
##
## Rule 47/34: (70.7/1.8, lift 9.8)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC14 <= -0.8971257
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC46 <= 2.019221
## PC67 <= 0.7143289
## PC99 > -1.350496
## -> class 0\|2 [0.962]
##
## Rule 47/35: (47.1/1, lift 9.8)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC14 > 0.5644688
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC50 > 0.8536695
## PC81 <= 2.133149
## PC99 > -1.350496
## -> class 0\|2 [0.960]
##
## Rule 47/36: (34.9/0.7, lift 9.7)
## PC2 > 2.723708
## PC12 > 2.058601
## PC18 > 2.129967
## PC67 <= -0.191089
## -> class 0\|2 [0.953]
##
## Rule 47/37: (17.9, lift 9.7)
## PC16 > 0.3161492
## PC18 <= -0.4683644
## PC28 > 3.289739
## PC69 <= 1.066061
## PC77 <= 1.242511
## -> class 0\|2 [0.950]
##
## Rule 47/38: (128.8/5.5, lift 9.7)
## PC4 > 8.375622
## PC18 <= -0.4683644
## PC37 > -1.959962
## PC70 <= 2.195136
## PC77 <= 1.242511
## -> class 0\|2 [0.950]
##
## Rule 47/39: (16.2, lift 9.6)
## PC2 > 2.723708
## PC6 > -0.7461939
## PC7 <= -0.3301688
## PC13 <= 1.353153
## PC16 > 0.3161492
## PC18 <= -0.4683644
## PC31 > -0.04867892
## PC69 <= 1.066061
## PC71 <= 0.4713553
## PC75 <= 0.0467784
## -> class 0\|2 [0.945]
##
## Rule 47/40: (12.7, lift 9.5)
## PC2 > 2.723708
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC21 > 0.1393969
## PC47 <= 1.804074
## PC93 <= -1.31666
## -> class 0\|2 [0.932]
##
## Rule 47/41: (80.9/4.9, lift 9.5)
## PC2 > 2.723708
## PC7 > -0.605471
## PC9 > 0.5460296
## PC18 <= -1.829186
## PC39 > -0.8190987
## PC71 > -0.9794831
## PC78 > -1.312719
## -> class 0\|2 [0.929]
##
## Rule 47/42: (23.4/0.8, lift 9.5)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC6 > -1.360778
## PC11 > 0.2538003
## PC14 > -0.8971257
## PC30 > -3.238498
## PC46 <= 2.019221
## PC79 <= 0.7155718
## -> class 0\|2 [0.928]
##
## Rule 47/43: (49.8/3.3, lift 9.3)
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC29 > -0.6656501
## PC37 <= -1.959962
## PC47 <= 1.804074
## PC54 <= 3.096431
## PC70 > 0.2587226
## -> class 0\|2 [0.917]
##
## Rule 47/44: (104.3/8.7, lift 9.3)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC14 <= 0.5644688
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC46 <= 2.019221
## PC66 > -0.5636256
## PC79 > 0.7155718
## -> class 0\|2 [0.909]
##
## Rule 47/45: (48.2/5.2, lift 8.9)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC6 <= 0.2633233
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC30 > -3.238498
## PC81 <= 2.133149
## PC99 <= -1.350496
## -> class 0\|2 [0.877]
##
## Rule 47/46: (45.4/6.8, lift 8.5)
## PC2 > 2.723708
## PC6 > -0.7461939
## PC7 > -0.605471
## PC8 > -0.8362898
## PC8 <= -0.1416677
## PC13 <= 1.353153
## PC18 <= -0.4683644
## PC31 > -0.3028209
## PC64 <= -0.4628634
## PC69 <= 1.066061
## PC71 > -0.9794831
## PC73 <= 2.002053
## PC77 <= 1.242511
## PC98 > -0.5164444
## -> class 0\|2 [0.835]
##
## Rule 47/47: (19.3/4, lift 7.8)
## PC2 > 2.723708
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC81 > 2.133149
## -> class 0\|2 [0.765]
##
## Rule 47/48: (7202.9/5249.3, lift 2.8)
## PC2 > 2.723708
## -> class 0\|2 [0.271]
##
## Rule 47/49: (276, lift 12.3)
## PC4 > -7.83144
## PC6 > -0.7461939
## PC7 > -0.3301688
## PC8 > -0.8362898
## PC10 > -2.500309
## PC11 > -0.03430764
## PC13 > -1.184084
## PC15 <= -0.1990302
## PC18 <= -1.829186
## PC34 > -1.920665
## PC57 <= 1.474847
## PC64 > -0.4628634
## PC65 > -1.752205
## PC71 <= 0.4713553
## -> class 0\|3 [0.996]
##
## Rule 47/50: (239.6, lift 12.3)
## PC4 <= 8.375622
## PC6 > -0.7461939
## PC7 > -0.7654072
## PC8 > -0.8362898
## PC9 <= 0.5460296
## PC11 > -0.03430764
## PC17 <= 0.08259258
## PC18 <= -1.829186
## PC28 <= 3.289739
## PC34 > -1.920665
## PC57 <= 1.474847
## PC64 > -0.4628634
## PC71 <= 0.4713553
## PC75 > 0.0467784
## -> class 0\|3 [0.996]
##
## Rule 47/51: (126.5, lift 12.2)
## PC3 <= 1.640775
## PC4 <= 8.375622
## PC7 > -0.7224794
## PC9 <= 0.5460296
## PC16 <= 0.3161492
## PC17 <= 0.63545
## PC18 <= -1.829186
## PC32 <= 2.463673
## PC65 > -1.752205
## PC71 <= 0.4713553
## PC77 <= 1.242511
## -> class 0\|3 [0.992]
##
## Rule 47/52: (96.9, lift 12.2)
## PC4 > -7.83144
## PC8 > -0.1416677
## PC9 <= 0.5460296
## PC11 > -0.03430764
## PC13 > -1.184084
## PC13 <= 1.353153
## PC16 > 0.3161492
## PC18 <= -0.4683644
## PC31 > -0.3028209
## PC46 <= 0.2280874
## PC64 <= -0.4628634
## PC77 <= -0.2557314
## PC90 <= 0.3289552
## -> class 0\|3 [0.990]
##
## Rule 47/53: (73, lift 12.2)
## PC4 > -7.83144
## PC4 <= 8.375622
## PC18 <= -1.829186
## PC37 > -1.959962
## PC57 <= 1.474847
## PC69 > 1.066061
## PC98 > -0.5164444
## -> class 0\|3 [0.987]
##
## Rule 47/54: (71.8, lift 12.2)
## PC2 > 2.723708
## PC5 <= 2.765218
## PC7 > -0.7224794
## PC18 <= -0.4683644
## PC37 > -1.959962
## PC65 > -1.752205
## PC73 > 2.002053
## -> class 0\|3 [0.986]
##
## Rule 47/55: (63.9, lift 12.1)
## PC2 > 2.723708
## PC4 <= 8.375622
## PC7 > -0.7654072
## PC16 > -0.4560341
## PC18 <= -0.4683644
## PC37 > -1.959962
## PC43 > 1.773609
## -> class 0\|3 [0.985]
##
## Rule 47/56: (155.6/1.5, lift 12.1)
## PC3 <= 1.640775
## PC4 > -7.83144
## PC4 <= 8.375622
## PC7 > -0.605471
## PC9 <= 0.5460296
## PC11 > -0.03430764
## PC13 > 1.353153
## PC18 <= -1.829186
## PC37 > -1.959962
## -> class 0\|3 [0.984]
##
## Rule 47/57: (62.2/0.1, lift 12.1)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC54 > 3.096431
## -> class 0\|3 [0.983]
##
## Rule 47/58: (47.1, lift 12.1)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC4 > -7.83144
## PC4 <= 8.375622
## PC7 > -0.605471
## PC9 <= 0.5460296
## PC11 > -0.03430764
## PC13 > -1.184084
## PC13 <= 1.353153
## PC18 <= -0.4683644
## PC34 > -1.920665
## PC60 <= 0.07835404
## PC64 <= -0.4628634
## -> class 0\|3 [0.980]
##
## Rule 47/59: (46.1, lift 12.1)
## PC2 > 2.723708
## PC5 <= 2.765218
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC99 <= -2.727979
## -> class 0\|3 [0.979]
##
## Rule 47/60: (44.9, lift 12.1)
## PC2 > 2.723708
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC38 > 1.10671
## PC44 <= 0.6426864
## -> class 0\|3 [0.979]
##
## Rule 47/61: (45.6, lift 12.1)
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC26 <= -0.02727594
## PC37 > -1.959962
## PC77 > 1.242511
## -> class 0\|3 [0.979]
##
## Rule 47/62: (173.2/3.2, lift 12.0)
## PC2 > 2.723708
## PC4 > -7.83144
## PC4 <= 8.375622
## PC5 <= 2.765218
## PC7 > -0.7654072
## PC18 <= -1.829186
## PC32 <= 2.463673
## PC57 <= 1.474847
## PC65 > -1.752205
## PC98 <= -0.5164444
## -> class 0\|3 [0.976]
##
## Rule 47/63: (37.5, lift 12.0)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC7 <= -0.7654072
## PC18 <= -0.4683644
## PC22 > 2.403663
## -> class 0\|3 [0.975]
##
## Rule 47/64: (35.8, lift 12.0)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC47 > 1.804074
## -> class 0\|3 [0.974]
##
## Rule 47/65: (28.5, lift 11.9)
## PC3 <= 1.640775
## PC4 <= 8.375622
## PC5 <= 2.765218
## PC7 > -0.7654072
## PC18 <= -0.4683644
## PC28 > 0.2517757
## PC57 > 1.474847
## PC65 > -1.752205
## -> class 0\|3 [0.967]
##
## Rule 47/66: (23, lift 11.8)
## PC2 > 2.723708
## PC7 > -0.7224794
## PC16 > -0.4560341
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC38 <= 1.10671
## PC41 > 0.2175477
## PC65 > -1.752205
## -> class 0\|3 [0.960]
##
## Rule 47/67: (22, lift 11.8)
## PC2 > 2.723708
## PC2 <= 5.325577
## PC3 <= 1.640775
## PC7 > -0.7654072
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC37 > -1.959962
## PC44 <= 0.6426864
## PC70 > 0.6440953
## PC77 <= 1.242511
## -> class 0\|3 [0.958]
##
## Rule 47/68: (66.4/1.9, lift 11.8)
## PC2 > 2.723708
## PC4 > -7.83144
## PC4 <= 8.375622
## PC7 > -0.7224794
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC21 <= 0.1393969
## PC44 <= 0.6426864
## PC65 > -1.752205
## PC93 <= -1.31666
## -> class 0\|3 [0.957]
##
## Rule 47/69: (23.8/0.1, lift 11.8)
## PC13 > 8.316996
## PC18 > -0.4683644
## PC18 <= 3.543752
## PC32 <= 2.35277
## PC63 <= -0.8551956
## -> class 0\|3 [0.956]
##
## Rule 47/70: (309.2/13, lift 11.8)
## PC4 > -7.83144
## PC6 > -0.7461939
## PC7 > -0.605471
## PC8 > -0.8362898
## PC10 > -2.500309
## PC11 > -0.03430764
## PC13 > -1.184084
## PC15 <= -0.1990302
## PC18 <= -1.829186
## PC31 > -0.3028209
## PC32 <= 2.056928
## PC34 > -1.920665
## PC57 <= 1.474847
## PC64 > -0.4628634
## PC65 > -1.752205
## PC71 <= 0.4713553
## PC84 <= 0.2514168
## -> class 0\|3 [0.955]
##
## Rule 47/71: (15.4, lift 11.6)
## PC2 > 2.723708
## PC9 > 0.5460296
## PC18 <= -1.829186
## PC37 > -1.959962
## PC39 <= -0.8190987
## PC71 > -0.9794831
## PC77 <= 1.242511
## -> class 0\|3 [0.943]
##
## Rule 47/72: (15.2, lift 11.6)
## PC7 <= -0.7654072
## PC18 <= -0.4683644
## PC20 <= -3.440173
## PC33 <= -1.386284
## -> class 0\|3 [0.942]
##
## Rule 47/73: (14.4, lift 11.6)
## PC4 > 8.375622
## PC5 <= 2.765218
## PC18 <= -0.4683644
## PC37 > -1.959962
## PC70 > 2.195136
## -> class 0\|3 [0.939]
##
## Rule 47/74: (13.3, lift 11.5)
## PC2 > 2.723708
## PC2 <= 5.325577
## PC3 <= 1.640775
## PC16 > -0.4560341
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC37 > -1.959962
## PC44 <= 0.6426864
## PC87 <= -0.4312632
## PC97 <= 1.410934
## -> class 0\|3 [0.935]
##
## Rule 47/75: (13.5, lift 11.5)
## PC2 > 2.723708
## PC13 > 1.698335
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC66 > 1.249241
## -> class 0\|3 [0.935]
##
## Rule 47/76: (24.2/0.7, lift 11.5)
## PC5 <= 2.765218
## PC18 <= -0.4683644
## PC29 <= -0.6656501
## PC37 <= -1.959962
## -> class 0\|3 [0.934]
##
## Rule 47/77: (12.6, lift 11.5)
## PC2 > 2.723708
## PC2 <= 5.325577
## PC3 <= -0.8894261
## PC13 > -0.8110462
## PC16 > 1.014927
## PC18 > -1.829186
## PC37 > -1.959962
## -> class 0\|3 [0.932]
##
## Rule 47/78: (12.2, lift 11.5)
## PC4 > -7.83144
## PC5 <= 2.765218
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC28 > 3.646305
## -> class 0\|3 [0.929]
##
## Rule 47/79: (18.8/1, lift 11.2)
## PC2 > 2.723708
## PC2 <= 5.325577
## PC3 <= -0.8894261
## PC13 > -0.8110462
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC37 > -1.959962
## PC65 > 0.6945879
## -> class 0\|3 [0.905]
##
## Rule 47/80: (11.2/0.3, lift 11.2)
## PC3 <= 1.640775
## PC5 > 2.765218
## PC18 <= -0.4683644
## PC58 > 3.236362
## -> class 0\|3 [0.905]
##
## Rule 47/81: (18.8/1, lift 11.1)
## PC2 > 2.723708
## PC2 <= 2.990274
## PC3 <= 1.640775
## PC16 > -0.4560341
## PC18 > -1.829186
## PC18 <= -0.4683644
## -> class 0\|3 [0.902]
##
## Rule 47/82: (20.3/1.3, lift 11.1)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC67 > 0.7143289
## -> class 0\|3 [0.896]
##
## Rule 47/83: (43.5/3.8, lift 11.0)
## PC2 > 2.723708
## PC7 <= -0.7654072
## PC17 <= -4.136189
## PC20 <= -3.440173
## -> class 0\|3 [0.894]
##
## Rule 47/84: (63.3/6.4, lift 10.9)
## PC13 > 8.316996
## PC18 > -0.4683644
## PC18 <= 3.543752
## PC46 > -0.01764959
## PC65 > -0.4597442
## -> class 0\|3 [0.887]
##
## Rule 47/85: (112.6/13.9, lift 10.7)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC4 > -7.83144
## PC4 <= 8.375622
## PC7 > -0.7224794
## PC16 > -0.4560341
## PC18 > -1.829186
## PC18 <= -0.4683644
## PC44 <= 0.6426864
## PC72 > 0.6009928
## PC97 <= 1.410934
## -> class 0\|3 [0.870]
##
## Rule 47/86: (53.8/7.5, lift 10.5)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC46 > 2.019221
## -> class 0\|3 [0.848]
##
## Rule 47/87: (14.8/2.7, lift 9.7)
## PC2 > 2.723708
## PC2 <= 5.325577
## PC3 <= 1.640775
## PC13 > -0.8110462
## PC16 > -0.4560341
## PC18 > -1.829186
## PC37 > -1.959962
## PC44 <= 0.6426864
## PC53 > 0.9131973
## PC65 <= 0.6945879
## PC87 > -0.4312632
## -> class 0\|3 [0.783]
##
## Rule 47/88: (29.3/9.5, lift 8.2)
## PC2 > 2.723708
## PC13 > 1.698335
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC62 <= -0.3591819
## -> class 0\|3 [0.663]
##
## Rule 47/89: (268.3/101.5, lift 7.7)
## PC2 > 2.723708
## PC3 <= 1.640775
## PC4 <= 10.39132
## PC13 <= 8.316996
## PC30 <= -3.238498
## -> class 0\|3 [0.621]
##
## Rule 47/90: (11.1/4.4, lift 7.3)
## PC2 > 0.7056494
## PC2 <= 2.723708
## PC3 <= -0.078421
## PC21 <= 0.5964558
## -> class 0\|3 [0.589]
##
## Rule 47/91: (184.4/0.3, lift 23.3)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC6 <= 5.393637
## PC7 > -0.2138148
## PC15 <= -3.124698
## -> class 1\|0 [0.993]
##
## Rule 47/92: (148.4, lift 23.3)
## PC1 > -0.4303757
## PC6 <= -1.587701
## PC11 <= -2.309642
## -> class 1\|0 [0.993]
##
## Rule 47/93: (137.9, lift 23.3)
## PC1 > -0.4303757
## PC1 <= 9.434016
## PC5 <= 0.05537757
## PC21 > 0.5964558
## PC40 <= -0.01233292
## PC58 <= 0.5073202
## -> class 1\|0 [0.993]
##
## Rule 47/94: (131.3/0.4, lift 23.2)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC7 > -0.2138148
## PC8 > 0.5800788
## PC15 <= -3.124698
## -> class 1\|0 [0.990]
##
## Rule 47/95: (79.6, lift 23.2)
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC16 <= -0.9381145
## PC47 > -0.295758
## PC64 > -1.577876
## PC65 > -0.1389549
## PC78 <= 0.2832753
## PC79 <= 0.01722709
## PC87 <= 0.2516995
## -> class 1\|0 [0.987]
##
## Rule 47/96: (49, lift 23.0)
## PC1 > -0.4303757
## PC7 > -0.2138148
## PC15 <= -3.124698
## PC80 > 0.671409
## -> class 1\|0 [0.980]
##
## Rule 47/97: (39.3, lift 22.9)
## PC2 > 2.723708
## PC3 > 1.640775
## PC47 > 1.119763
## PC64 > -1.577876
## PC65 > -0.1389549
## -> class 1\|0 [0.976]
##
## Rule 47/98: (29, lift 22.7)
## PC1 > 5.037923
## PC3 <= -0.078421
## PC15 > -3.124698
## PC21 <= 0.5964558
## PC28 <= 0.2428869
## PC78 <= -0.2035949
## -> class 1\|0 [0.968]
##
## Rule 47/99: (107.7/2.7, lift 22.7)
## PC2 > 2.723708
## PC3 > 1.640775
## PC8 > -3.622398
## PC12 <= -0.05653552
## PC16 <= -0.9381145
## PC26 <= 0.07516892
## PC34 <= 0.0455539
## PC39 > -0.07875787
## PC47 > -0.295758
## PC51 <= 1.020521
## PC73 > -0.3853759
## PC73 <= 0.1706023
## PC76 <= 0.2441399
## PC92 <= 0.4954863
## PC94 <= 0.03857326
## -> class 1\|0 [0.966]
##
## Rule 47/100: (23.9, lift 22.6)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC10 <= -0.3806608
## PC11 <= 2.038316
## PC16 <= 0.1122229
## PC21 <= 0.5964558
## PC68 > -2.002274
## -> class 1\|0 [0.961]
##
## Rule 47/101: (21.8, lift 22.5)
## PC2 <= 2.723708
## PC16 <= 0.1122229
## PC21 <= 0.5964558
## PC57 <= -1.824684
## -> class 1\|0 [0.958]
##
## Rule 47/102: (29.3/0.5, lift 22.3)
## PC1 > -0.4303757
## PC3 > -0.078421
## PC12 > 2.712912
## PC16 > 0.1122229
## PC82 <= 0.1936182
## -> class 1\|0 [0.952]
##
## Rule 47/103: (66.8/3.7, lift 21.9)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC11 <= 2.038316
## PC16 <= 0.1122229
## PC46 > -3.741464
## PC68 > -2.002274
## PC75 > 0.8398787
## -> class 1\|0 [0.932]
##
## Rule 47/104: (22/0.6, lift 21.9)
## PC2 > 2.723708
## PC3 > 1.640775
## PC15 > 2.499697
## -> class 1\|0 [0.932]
##
## Rule 47/105: (108.6/7.1, lift 21.7)
## PC1 > 5.037923
## PC3 <= -0.078421
## PC21 <= 0.5964558
## PC28 <= 0.2428869
## PC78 > -0.2035949
## PC98 <= -0.02447303
## -> class 1\|0 [0.926]
##
## Rule 47/106: (7.5, lift 21.0)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 <= -0.078421
## PC21 <= 0.5964558
## PC50 > 0.5827398
## -> class 1\|0 [0.895]
##
## Rule 47/107: (17.5/2, lift 19.9)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC11 <= 2.038316
## PC16 <= 0.1122229
## PC21 > 0.5527624
## PC21 <= 0.5964558
## PC68 > -2.002274
## -> class 1\|0 [0.847]
##
## Rule 47/108: (151.1/0.1, lift 15.8)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 1.258097
## PC22 > -2.091307
## PC52 > -0.3801298
## PC54 > -0.4501934
## PC62 <= 0.8388757
## PC65 > -0.6879153
## PC83 > -0.4227733
## -> class 1\|1 [0.993]
##
## Rule 47/109: (86.7, lift 15.7)
## PC2 > 2.723708
## PC3 > 1.640775
## PC15 <= 2.499697
## PC16 <= -0.9381145
## PC65 <= -0.1389549
## -> class 1\|1 [0.989]
##
## Rule 47/110: (69.1, lift 15.7)
## PC1 > 9.434016
## PC7 > -4.497778
## PC9 > -6.092827
## PC21 > 0.5964558
## PC22 <= 2.281079
## PC32 > -4.733686
## -> class 1\|1 [0.986]
##
## Rule 47/111: (56.2, lift 15.6)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC47 <= -0.295758
## -> class 1\|1 [0.983]
##
## Rule 47/112: (56.2, lift 15.6)
## PC3 > 1.640775
## PC12 <= -0.05653552
## PC16 <= -0.9381145
## PC47 <= 1.119763
## PC79 > 0.01722709
## PC94 > 0.03857326
## -> class 1\|1 [0.983]
##
## Rule 47/113: (402.8/6.5, lift 15.6)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC10 > -0.3806608
## PC11 <= 2.038316
## PC15 > -3.124698
## PC16 <= 0.1122229
## PC17 > -3.014803
## PC19 <= 2.708552
## PC21 > -0.8354934
## PC21 <= 0.5527624
## PC46 > -3.741464
## PC55 <= 1.690251
## PC57 > -1.824684
## PC68 > -2.002274
## PC73 > -0.8147966
## PC75 <= 0.8398787
## PC76 > -1.820736
## PC99 <= 1.505153
## -> class 1\|1 [0.981]
##
## Rule 47/114: (81.8/0.7, lift 15.6)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC26 > 0.07516892
## PC47 <= 1.119763
## PC79 > 0.01722709
## -> class 1\|1 [0.980]
##
## Rule 47/115: (48.2/0.1, lift 15.5)
## PC2 > 2.723708
## PC3 > 1.640775
## PC15 <= 2.499697
## PC47 <= 1.119763
## PC51 > 1.020521
## PC73 > -0.3853759
## PC79 > 0.01722709
## -> class 1\|1 [0.978]
##
## Rule 47/116: (43.5, lift 15.5)
## PC2 > 2.723708
## PC3 > 1.640775
## PC12 > -0.05653552
## PC16 <= 1.258097
## PC47 > -0.295758
## -> class 1\|1 [0.978]
##
## Rule 47/117: (40.1, lift 15.5)
## PC2 > 2.723708
## PC8 <= -3.622398
## PC16 <= -0.9381145
## -> class 1\|1 [0.976]
##
## Rule 47/118: (39.6, lift 15.5)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 <= 1.258097
## PC39 > -0.07875787
## PC78 > 0.2832753
## -> class 1\|1 [0.976]
##
## Rule 47/119: (73.5/1.1, lift 15.4)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC39 <= -0.07875787
## -> class 1\|1 [0.973]
##
## Rule 47/120: (43/0.4, lift 15.4)
## PC2 > 2.723708
## PC3 > 1.640775
## PC8 > -3.622398
## PC15 <= 2.499697
## PC16 <= 1.258097
## PC34 > 0.0455539
## PC39 > -0.07875787
## PC47 > -0.295758
## PC47 <= 1.119763
## PC79 > 0.01722709
## -> class 1\|1 [0.969]
##
## Rule 47/121: (29.7, lift 15.4)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC64 <= -1.577876
## -> class 1\|1 [0.968]
##
## Rule 47/122: (59.7/1.4, lift 15.3)
## PC2 > 2.723708
## PC3 > 1.640775
## PC15 <= 2.499697
## PC16 <= -0.9381145
## PC34 <= 0.0455539
## PC47 <= 1.119763
## PC76 > 0.2441399
## -> class 1\|1 [0.962]
##
## Rule 47/123: (75.6/2.1, lift 15.3)
## PC6 > 5.393637
## PC8 <= 0.5800788
## PC15 <= -3.124698
## PC80 <= 0.671409
## -> class 1\|1 [0.960]
##
## Rule 47/124: (24.8/0.2, lift 15.2)
## PC2 > 2.723708
## PC3 > 1.640775
## PC15 <= 2.499697
## PC16 <= -0.9381145
## PC47 <= 1.119763
## PC87 > 0.2516995
## -> class 1\|1 [0.954]
##
## Rule 47/125: (15.7, lift 15.0)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC79 > 0.01722709
## PC87 <= 0.2516995
## PC92 > 0.4954863
## -> class 1\|1 [0.943]
##
## Rule 47/126: (123/6.9, lift 14.9)
## PC1 > 5.037923
## PC3 <= -0.078421
## PC11 > -2.309642
## PC15 > -3.124698
## PC15 <= 2.615308
## PC21 <= 0.5964558
## PC28 <= 0.2428869
## PC50 <= 0.5827398
## PC78 > -0.2035949
## PC98 > -0.02447303
## -> class 1\|1 [0.937]
##
## Rule 47/127: (53.4/3.2, lift 14.7)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC34 <= 0.0455539
## PC47 <= 1.119763
## PC73 <= -0.3853759
## -> class 1\|1 [0.925]
##
## Rule 47/128: (94.5/6.7, lift 14.6)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 <= 1.258097
## PC47 > -0.295758
## PC73 > 0.1706023
## PC79 > 0.01722709
## -> class 1\|1 [0.920]
##
## Rule 47/129: (9, lift 14.4)
## PC1 > -0.4303757
## PC11 > 2.038316
## PC12 > 2.016689
## PC15 > -3.124698
## -> class 1\|1 [0.909]
##
## Rule 47/130: (7.9, lift 14.3)
## PC1 <= 5.037923
## PC3 <= -0.078421
## PC5 <= -4.574959
## PC15 > -3.124698
## -> class 1\|1 [0.899]
##
## Rule 47/131: (31.7/2.4, lift 14.3)
## PC1 > -0.4303757
## PC3 > -0.078421
## PC12 > 2.712912
## PC15 > -3.124698
## PC82 > 0.1936182
## -> class 1\|1 [0.898]
##
## Rule 47/132: (12.1/1.3, lift 13.3)
## PC1 > -0.4303757
## PC3 <= -0.078421
## PC6 > -1.587701
## PC11 <= -2.309642
## -> class 1\|1 [0.835]
##
## Rule 47/133: (19.5/8.5, lift 8.8)
## PC2 <= 2.723708
## PC3 > 0.6922847
## PC15 > -3.124698
## PC16 > 0.1122229
## PC76 <= -1.644479
## -> class 1\|1 [0.557]
##
## Rule 47/134: (20.6/11.5, lift 7.1)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC42 <= -1.113485
## -> class 1\|1 [0.450]
##
## Rule 47/135: (212, lift 15.5)
## PC2 > 2.723708
## PC3 > 1.640775
## PC15 > -1.571989
## PC16 > 1.258097
## PC21 <= 0.03635013
## PC83 > -0.05215264
## -> class 1\|2 [0.995]
##
## Rule 47/136: (138.9, lift 15.4)
## PC3 > 9.854558
## PC16 > 1.258097
## -> class 1\|2 [0.993]
##
## Rule 47/137: (119.8, lift 15.4)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 > 1.258097
## PC51 > -0.7977742
## -> class 1\|2 [0.992]
##
## Rule 47/138: (39.6, lift 15.1)
## PC1 > -0.4303757
## PC21 > 0.5964558
## PC32 <= -4.733686
## -> class 1\|2 [0.975]
##
## Rule 47/139: (82.1/1.3, lift 15.1)
## PC1 > 9.434016
## PC7 <= -4.497778
## PC20 <= 0.8330482
## PC21 > 0.5964558
## -> class 1\|2 [0.973]
##
## Rule 47/140: (250.8/6.3, lift 15.1)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC9 > -0.781581
## PC16 > 0.1122229
## PC22 <= 4.657815
## PC25 <= 0.4653457
## PC26 > -0.9040647
## PC39 > -0.4966829
## PC43 > -0.4683815
## PC44 <= 0.6203994
## PC57 > -0.5184033
## PC62 > -0.6467688
## PC90 > -0.7245789
## PC100 > 0.1627408
## -> class 1\|2 [0.971]
##
## Rule 47/141: (38.3/0.3, lift 15.0)
## PC3 > 0.6922847
## PC12 <= 2.712912
## PC15 > -3.124698
## PC16 > 0.1122229
## PC42 > 1.362701
## -> class 1\|2 [0.967]
##
## Rule 47/142: (19.9, lift 14.8)
## PC3 > 0.6922847
## PC16 > 0.1122229
## PC70 > 1.200859
## -> class 1\|2 [0.954]
##
## Rule 47/143: (149/6.5, lift 14.8)
## PC1 > -0.4303757
## PC3 > -0.078421
## PC16 <= 0.1122229
## PC19 <= 2.708552
## PC21 <= -0.8354934
## PC55 <= 1.690251
## -> class 1\|2 [0.951]
##
## Rule 47/144: (15.8, lift 14.7)
## PC2 <= 2.723708
## PC21 <= 0.5964558
## PC76 <= -1.820736
## PC99 <= 1.505153
## -> class 1\|2 [0.944]
##
## Rule 47/145: (15.1, lift 14.6)
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 1.258097
## PC22 <= -2.091307
## -> class 1\|2 [0.942]
##
## Rule 47/146: (15.1, lift 14.6)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 > -0.9381145
## PC54 > -0.4501934
## PC65 <= -0.6879153
## -> class 1\|2 [0.942]
##
## Rule 47/147: (11.7/0.1, lift 14.2)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 1.258097
## PC54 <= -0.4501934
## -> class 1\|2 [0.917]
##
## Rule 47/148: (9.1, lift 14.1)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 1.258097
## PC54 > -0.4501934
## PC62 > 0.8388757
## -> class 1\|2 [0.910]
##
## Rule 47/149: (6.7, lift 13.7)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 1.258097
## PC52 <= -0.3801298
## -> class 1\|2 [0.885]
##
## Rule 47/150: (5.6, lift 13.5)
## PC1 > -0.4303757
## PC16 > 0.1122229
## PC21 <= 0.5964558
## PC52 > 0.907129
## PC62 <= -0.6467688
## -> class 1\|2 [0.869]
##
## Rule 47/151: (55.7/6.6, lift 13.5)
## PC2 <= 2.723708
## PC12 <= 2.712912
## PC24 > 3.948501
## PC100 <= 0.1627408
## -> class 1\|2 [0.867]
##
## Rule 47/152: (7.4/0.3, lift 13.3)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC16 > 0.1122229
## PC55 > -0.1997176
## PC62 <= -0.6467688
## PC100 > 0.1627408
## -> class 1\|2 [0.857]
##
## Rule 47/153: (25.4/5.8, lift 11.7)
## PC1 > -0.4303757
## PC15 > -3.124698
## PC24 <= 3.948501
## PC54 > 0.9942203
## PC86 <= -1.292934
## PC100 <= 0.1627408
## -> class 1\|2 [0.753]
##
## Rule 47/154: (32/9.2, lift 10.9)
## PC1 > -0.4303757
## PC7 <= -0.2138148
## PC15 <= -3.124698
## PC30 > 0.0586412
## -> class 1\|2 [0.700]
##
## Rule 47/155: (45.1/14.9, lift 10.3)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 1.258097
## PC83 <= -0.4227733
## -> class 1\|2 [0.663]
##
## Rule 47/156: (2597.6/1758.1, lift 5.0)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC15 > -3.124698
## PC21 <= 0.5964558
## -> class 1\|2 [0.323]
##
## Rule 47/157: (176.1/0.8, lift 13.9)
## PC3 > 1.640775
## PC3 <= 9.854558
## PC16 > 1.258097
## PC51 <= -0.7977742
## PC83 <= -0.05215264
## -> class 1\|3 [0.990]
##
## Rule 47/158: (384.1/5.7, lift 13.8)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > 0.6922847
## PC5 <= 2.992542
## PC15 > -3.124698
## PC16 > 0.1122229
## PC24 <= 3.948501
## PC27 > -0.3112248
## PC42 <= 1.362701
## PC54 <= 0.9942203
## PC70 <= 1.200859
## PC100 > -1.181732
## PC100 <= 0.1627408
## -> class 1\|3 [0.983]
##
## Rule 47/159: (60.3/1.4, lift 13.5)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC5 <= 2.992542
## PC16 > 0.1122229
## PC21 <= 0.5964558
## PC52 <= 0.907129
## PC55 <= -0.1997176
## PC62 <= -0.6467688
## PC100 > 0.1627408
## -> class 1\|3 [0.962]
##
## Rule 47/160: (45.1/0.9, lift 13.4)
## PC2 <= 2.723708
## PC3 > 0.6922847
## PC5 <= 2.992542
## PC16 > 0.1122229
## PC24 <= 3.948501
## PC27 > -0.3112248
## PC53 > 0.5974824
## PC86 > -1.292934
## PC100 <= 0.1627408
## -> class 1\|3 [0.960]
##
## Rule 47/161: (130.2/8.4, lift 13.0)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC5 <= 2.992542
## PC16 > 0.1122229
## PC22 <= 4.657815
## PC39 > -0.4966829
## PC43 <= -0.4683815
## PC76 > -1.644479
## -> class 1\|3 [0.929]
##
## Rule 47/162: (9.5, lift 12.8)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC5 <= 2.992542
## PC25 <= 0.4653457
## PC43 > -0.4683815
## PC57 > -0.5184033
## PC90 <= -0.7245789
## PC100 > 0.1627408
## -> class 1\|3 [0.913]
##
## Rule 47/163: (6.4, lift 12.3)
## PC1 > -0.4303757
## PC3 > -0.078421
## PC5 <= 2.992542
## PC16 > 0.1122229
## PC39 <= -0.4966829
## PC76 > -1.644479
## PC100 > 0.1627408
## -> class 1\|3 [0.880]
##
## Rule 47/164: (23.1/2.6, lift 12.0)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC5 <= 2.992542
## PC22 > 4.657815
## PC25 <= 0.4653457
## -> class 1\|3 [0.855]
##
## Rule 47/165: (4.6, lift 11.9)
## PC2 > 2.723708
## PC3 > 1.640775
## PC16 > 1.258097
## PC21 > 0.03635013
## PC83 > -0.05215264
## -> class 1\|3 [0.849]
##
## Rule 47/166: (292.3/46.3, lift 11.8)
## PC2 <= 2.723708
## PC3 > 0.6922847
## PC15 > -3.124698
## PC16 > 0.1122229
## PC21 <= 0.5964558
## PC25 <= -0.03988472
## PC76 > -1.644479
## -> class 1\|3 [0.839]
##
## Rule 47/167: (17.7/2.4, lift 11.6)
## PC2 > 2.723708
## PC3 > 1.640775
## PC15 <= -1.571989
## PC83 > -0.05215264
## -> class 1\|3 [0.828]
##
## Rule 47/168: (21/3.1, lift 11.5)
## PC1 > -0.4303757
## PC3 > -0.078421
## PC8 <= -1.793369
## PC11 > 2.038316
## PC15 > -3.124698
## PC16 <= 0.1122229
## PC21 <= 0.5964558
## -> class 1\|3 [0.823]
##
## Rule 47/169: (23.8/3.7, lift 11.4)
## PC1 > -0.4303757
## PC3 > -0.078421
## PC5 <= 2.992542
## PC16 > 0.1122229
## PC26 <= -0.9040647
## PC100 > 0.1627408
## -> class 1\|3 [0.817]
##
## Rule 47/170: (60.1/12.7, lift 10.9)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC3 > -0.078421
## PC9 <= -0.781581
## PC16 > 0.1122229
## PC21 <= 0.5964558
## -> class 1\|3 [0.780]
##
## Rule 47/171: (87.4/20.4, lift 10.7)
## PC1 > -0.4303757
## PC1 <= 9.434016
## PC2 <= 2.723708
## PC5 > 0.05537757
## PC15 > -3.124698
## PC21 > 0.5964558
## PC58 <= 0.5073202
## -> class 1\|3 [0.761]
##
## Rule 47/172: (43.5/10.4, lift 10.5)
## PC2 <= 2.723708
## PC3 > 0.6922847
## PC5 <= 2.992542
## PC16 > 0.1122229
## PC25 <= 0.4653457
## PC57 <= -0.5184033
## PC62 > -0.6467688
## -> class 1\|3 [0.750]
##
## Rule 47/173: (21.9/5.5, lift 10.2)
## PC7 <= -4.497778
## PC20 > 0.8330482
## PC21 > 0.5964558
## -> class 1\|3 [0.727]
##
## Rule 47/174: (18.2/5.4, lift 9.6)
## PC1 > -0.4303757
## PC15 <= -3.124698
## PC17 > 2.105873
## -> class 1\|3 [0.683]
##
## Rule 47/175: (45.6/16.6, lift 8.8)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC11 <= 2.038316
## PC16 <= 0.1122229
## PC46 > -3.741464
## PC68 <= -2.002274
## -> class 1\|3 [0.630]
##
## Rule 47/176: (1600.8/986.9, lift 5.4)
## PC1 > -0.4303757
## PC1 <= 9.434016
## PC2 <= 2.723708
## PC15 > -3.124698
## PC21 > 0.5964558
## PC40 > -0.01233292
## PC90 <= 0.3660457
## -> class 1\|3 [0.384]
##
## Rule 47/177: (82.9, lift 13.5)
## PC1 > -0.4303757
## PC14 <= -0.272082
## PC21 > 0.5964558
## PC90 > 0.3660457
## -> class 2\|0 [0.988]
##
## Rule 47/178: (49.8, lift 13.4)
## PC1 > -0.4303757
## PC2 > -2.926237
## PC2 <= 2.723708
## PC14 <= -0.01266046
## PC15 > -3.124698
## PC21 > 0.5964558
## PC40 > -0.01233292
## -> class 2\|0 [0.980]
##
## Rule 47/179: (63.1/0.4, lift 13.3)
## PC1 <= -0.4303757
## PC8 > 1.067046
## PC8 <= 2.293971
## PC10 <= -0.173114
## PC32 > 1.05426
## PC36 > 0.09076007
## PC36 <= 0.3500793
## PC67 > -0.539088
## -> class 2\|0 [0.979]
##
## Rule 47/180: (37.5, lift 13.3)
## PC1 > -0.4303757
## PC1 <= 9.434016
## PC18 > 0.1944695
## PC21 > 0.5964558
## PC63 <= 0.0337215
## PC77 > 0.0794874
## PC90 <= 0.3660457
## -> class 2\|0 [0.975]
##
## Rule 47/181: (70.9/1.7, lift 13.1)
## PC1 <= -0.4303757
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 <= 0.1524317
## PC19 <= -0.4432499
## PC32 <= 1.05426
## PC37 > -0.4743057
## PC42 <= 0.2001903
## PC57 > 0.01772677
## PC63 <= -0.01013241
## PC74 > -0.5368775
## -> class 2\|0 [0.963]
##
## Rule 47/182: (242.1/11.2, lift 12.9)
## PC1 <= -0.4303757
## PC8 > 3.680524
## PC21 > -0.248798
## PC31 > -0.2209754
## PC99 <= 0.2544636
## -> class 2\|0 [0.950]
##
## Rule 47/183: (1370.4/570.9, lift 7.9)
## PC1 <= -0.4303757
## PC8 > 2.293971
## -> class 2\|0 [0.583]
##
## Rule 47/184: (107.2/0.1, lift 10.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 > -0.173114
## PC32 > 1.05426
## PC75 <= 1.484592
## -> class 2\|1 [0.990]
##
## Rule 47/185: (102.3, lift 10.5)
## PC1 <= -0.4303757
## PC8 > 0.6891894
## PC8 <= 2.293971
## PC20 <= 0.02124968
## PC24 <= 0.3841126
## PC32 <= 1.05426
## PC51 <= 0.5550532
## PC57 <= 0.01772677
## -> class 2\|1 [0.990]
##
## Rule 47/186: (161/0.8, lift 10.5)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC16 > -0.5069452
## PC32 <= 1.507496
## PC42 <= -0.07449649
## PC84 <= -0.1604905
## -> class 2\|1 [0.989]
##
## Rule 47/187: (73.2, lift 10.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC19 > -0.4432499
## PC23 <= -1.127308
## PC57 > 0.01772677
## -> class 2\|1 [0.987]
##
## Rule 47/188: (77.3, lift 10.5)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC21 <= -0.248798
## PC24 <= 0.5782537
## -> class 2\|1 [0.987]
##
## Rule 47/189: (70.3, lift 10.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC20 > 0.02124968
## PC48 > -0.2207335
## PC57 <= 0.01772677
## PC71 <= 0.4689285
## PC72 > -0.5002347
## PC84 > 0.2127012
## -> class 2\|1 [0.986]
##
## Rule 47/190: (57.3, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC9 > -3.5521
## PC9 <= 2.762732
## PC10 > 0.1524317
## PC19 <= -0.4432499
## PC31 <= 1.307769
## PC39 > -0.4145089
## PC57 > 0.01772677
## -> class 2\|1 [0.983]
##
## Rule 47/191: (134.3/1.4, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC42 > -0.3840451
## PC57 <= 0.01772677
## PC71 > 0.4689285
## PC72 > -0.5002347
## -> class 2\|1 [0.982]
##
## Rule 47/192: (57.3/0.1, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 1.067046
## PC32 > 1.05426
## PC75 <= 1.484592
## -> class 2\|1 [0.981]
##
## Rule 47/193: (69.7/0.4, lift 10.4)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC56 > 0.2420707
## PC99 > 0.2544636
## -> class 2\|1 [0.981]
##
## Rule 47/194: (49, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC4 <= -0.4762218
## PC8 > -0.2273773
## PC8 <= 2.293971
## -> class 2\|1 [0.980]
##
## Rule 47/195: (50.7/0.1, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC32 > 1.05426
## PC36 > 0.3500793
## PC75 <= 1.484592
## -> class 2\|1 [0.979]
##
## Rule 47/196: (40.4, lift 10.4)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC32 <= 1.05426
## PC35 > -0.4735363
## PC57 <= 0.01772677
## PC59 > 0.6738303
## PC84 <= 0.2127012
## -> class 2\|1 [0.976]
##
## Rule 47/197: (134.1/2.8, lift 10.3)
## PC1 <= -0.4303757
## PC2 <= -0.6092851
## PC8 > 2.293971
## PC8 <= 3.680524
## PC21 > -0.248798
## PC56 > 0.2420707
## -> class 2\|1 [0.972]
##
## Rule 47/198: (28.1, lift 10.3)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC32 > 1.05426
## PC36 <= 0.09076007
## -> class 2\|1 [0.967]
##
## Rule 47/199: (27.6, lift 10.3)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC24 <= -0.02853877
## PC40 <= -0.6227571
## PC75 <= 0.2880022
## -> class 2\|1 [0.966]
##
## Rule 47/200: (137/3.9, lift 10.2)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC8 <= 5.900245
## PC16 > -0.5069452
## PC32 <= 1.507496
## PC62 > 0.2066349
## PC69 <= 0.344935
## PC84 <= -0.1604905
## -> class 2\|1 [0.965]
##
## Rule 47/201: (23.8, lift 10.2)
## PC1 > 9.434016
## PC15 > -3.124698
## PC21 > 0.5964558
## PC22 > 2.281079
## -> class 2\|1 [0.961]
##
## Rule 47/202: (75.4/2.1, lift 10.2)
## PC1 <= -0.4303757
## PC8 > -0.2273773
## PC21 > -0.248798
## PC32 <= -1.640972
## PC56 <= 0.2420707
## PC68 <= -1.219803
## -> class 2\|1 [0.960]
##
## Rule 47/203: (21.7, lift 10.2)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC57 <= 0.01772677
## PC70 <= -0.8875067
## -> class 2\|1 [0.958]
##
## Rule 47/204: (21.4, lift 10.2)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC59 > -0.3408477
## PC71 <= 0.4689285
## PC95 > -0.5655584
## PC100 <= -1.093934
## -> class 2\|1 [0.957]
##
## Rule 47/205: (25.4/0.2, lift 10.1)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC15 > 2.130596
## PC72 > -0.5002347
## PC84 <= 0.2127012
## PC98 > 0.03874488
## -> class 2\|1 [0.956]
##
## Rule 47/206: (19.9, lift 10.1)
## PC1 > -0.4303757
## PC3 <= -0.078421
## PC21 <= 0.5964558
## PC28 > 0.2428869
## PC41 > 0.7693486
## -> class 2\|1 [0.954]
##
## Rule 47/207: (58.6/1.9, lift 10.1)
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC12 > -1.739409
## PC24 <= 1.571487
## PC36 <= 0.2000397
## PC48 <= -0.2207335
## PC57 <= 0.01772677
## PC84 > 0.2127012
## -> class 2\|1 [0.953]
##
## Rule 47/208: (23.8/0.2, lift 10.1)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC20 > 0.02124968
## PC72 > -0.5002347
## PC95 <= -0.5655584
## -> class 2\|1 [0.952]
##
## Rule 47/209: (18.8, lift 10.1)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC22 <= -0.7624658
## PC24 <= 0.5782537
## PC43 <= 0.4944947
## PC56 <= 0.2420707
## -> class 2\|1 [0.952]
##
## Rule 47/210: (18.5, lift 10.1)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC18 <= -0.4901999
## PC20 > 0.02124968
## PC72 > -0.5002347
## PC95 > -0.5655584
## -> class 2\|1 [0.951]
##
## Rule 47/211: (23.5/0.3, lift 10.1)
## PC1 > -0.4303757
## PC1 <= 9.434016
## PC2 <= -2.926237
## PC15 > -3.124698
## PC21 > 0.5964558
## PC40 > -0.01233292
## PC90 <= 0.3660457
## -> class 2\|1 [0.949]
##
## Rule 47/212: (15.8, lift 10.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC33 <= -0.481495
## PC34 > 0.7273669
## PC60 > 0.3272899
## -> class 2\|1 [0.944]
##
## Rule 47/213: (117.7/6.1, lift 10.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC20 <= 0.02124968
## PC24 <= 0.3841126
## PC29 <= 0.1940798
## PC32 <= 1.05426
## PC51 <= 0.5550532
## PC57 <= 0.01772677
## PC72 > -0.5002347
## PC92 > -0.06184028
## -> class 2\|1 [0.941]
##
## Rule 47/214: (15.2/0.2, lift 9.9)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC17 <= -0.7654796
## PC57 <= 0.01772677
## PC72 > -0.5002347
## PC84 <= 0.2127012
## PC98 > 0.03874488
## -> class 2\|1 [0.930]
##
## Rule 47/215: (12, lift 9.9)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC57 <= 0.01772677
## PC59 <= -0.3408477
## PC72 > -0.5002347
## -> class 2\|1 [0.928]
##
## Rule 47/216: (21.1/0.7, lift 9.8)
## PC1 <= -0.4303757
## PC8 > -3.4806
## PC12 > 5.334802
## PC60 > 0.3272899
## -> class 2\|1 [0.926]
##
## Rule 47/217: (11.4, lift 9.8)
## PC1 <= -0.4303757
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC9 <= 2.762732
## PC19 <= -0.4432499
## PC39 > -0.4145089
## PC57 > 0.01772677
## PC74 <= -0.5368775
## -> class 2\|1 [0.925]
##
## Rule 47/218: (14/0.2, lift 9.8)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC20 > 0.02124968
## PC32 <= 1.05426
## PC36 <= 0.2000397
## PC37 > 0.3485287
## PC84 <= 0.2127012
## -> class 2\|1 [0.925]
##
## Rule 47/219: (49.1/3.6, lift 9.7)
## PC1 <= -0.4303757
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 <= -0.4432499
## PC31 <= 1.307769
## PC32 <= 1.05426
## PC57 > 0.01772677
## PC63 > -0.01013241
## -> class 2\|1 [0.910]
##
## Rule 47/220: (44.2/3.2, lift 9.7)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC37 <= 0.3485287
## PC47 <= -0.3240894
## PC57 <= 0.01772677
## PC84 <= 0.2127012
## PC91 > -0.1589403
## -> class 2\|1 [0.910]
##
## Rule 47/221: (93/7.9, lift 9.6)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC19 > -0.4432499
## PC39 > -0.4145089
## PC42 > -1.113485
## PC71 > -0.0463507
## PC80 > -0.5998511
## PC98 <= -0.2327365
## -> class 2\|1 [0.906]
##
## Rule 47/222: (8.6, lift 9.6)
## PC1 <= -0.4303757
## PC8 > 1.067046
## PC8 <= 2.293971
## PC36 > 0.09076007
## PC67 <= -0.539088
## -> class 2\|1 [0.906]
##
## Rule 47/223: (94.9/9.9, lift 9.4)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC20 > 0.02124968
## PC35 <= -0.4735363
## PC59 > -0.3408477
## PC71 <= 0.4689285
## -> class 2\|1 [0.887]
##
## Rule 47/224: (39.2/3.7, lift 9.4)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC43 <= 0.4944947
## PC66 <= -0.5088865
## -> class 2\|1 [0.887]
##
## Rule 47/225: (94.4/10.7, lift 9.3)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC36 <= 0.2000397
## PC57 <= 0.01772677
## PC72 > -0.5002347
## PC84 <= 0.2127012
## PC91 <= -0.1589403
## -> class 2\|1 [0.879]
##
## Rule 47/226: (118.2/18.4, lift 8.9)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC24 <= -0.02853877
## PC43 <= 0.4944947
## PC75 > 0.2880022
## -> class 2\|1 [0.839]
##
## Rule 47/227: (40.1/5.8, lift 8.9)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC4 <= -0.3772568
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC60 <= 0.3272899
## PC90 > -0.1233674
## -> class 2\|1 [0.838]
##
## Rule 47/228: (165.4/28.7, lift 8.7)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC17 <= 0.399528
## PC19 > -0.4432499
## PC22 > -1.271484
## PC32 <= 1.05426
## PC39 > -0.4145089
## PC46 > -0.6446754
## PC57 > 0.01772677
## PC61 <= 1.795327
## PC80 > -0.5998511
## PC98 > -0.2327365
## -> class 2\|1 [0.822]
##
## Rule 47/229: (61.6/10.9, lift 8.6)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC20 > 0.02124968
## PC32 <= 1.05426
## PC36 > 0.2000397
## PC42 > -1.113485
## PC71 <= 0.4689285
## -> class 2\|1 [0.813]
##
## Rule 47/230: (23.6/3.9, lift 8.6)
## PC1 > -0.4303757
## PC2 <= 2.723708
## PC14 > -0.01266046
## PC15 > -3.124698
## PC18 > 0.1944695
## PC21 > 0.5964558
## PC63 > 0.0337215
## -> class 2\|1 [0.809]
##
## Rule 47/231: (22.2/5, lift 8.0)
## PC1 > -0.4303757
## PC1 <= 9.434016
## PC2 <= 2.723708
## PC15 > -3.124698
## PC21 > 0.5964558
## PC40 <= -0.01233292
## PC58 > 0.5073202
## -> class 2\|1 [0.752]
##
## Rule 47/232: (49.6/14.1, lift 7.5)
## PC1 <= -0.4303757
## PC8 > 2.293971
## PC16 <= 0.3230948
## PC24 > 0.5782537
## -> class 2\|1 [0.707]
##
## Rule 47/233: (45/13, lift 7.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC33 <= -0.481495
## PC60 > 0.3272899
## PC98 <= -0.7850819
## -> class 2\|1 [0.703]
##
## Rule 47/234: (53.3/22.2, lift 6.2)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC4 > -0.3772568
## PC8 > -3.4806
## PC60 <= 0.3272899
## PC80 > 2.090004
## -> class 2\|1 [0.580]
##
## Rule 47/235: (47.7/22.2, lift 5.7)
## PC1 > -0.4303757
## PC1 <= 5.037923
## PC2 <= 0.7056494
## PC3 <= -0.078421
## PC5 > -4.574959
## PC8 > -0.3682183
## PC15 > -3.124698
## PC21 <= 0.5964558
## -> class 2\|1 [0.533]
##
## Rule 47/236: (222.9/0.4, lift 9.9)
## PC1 <= -1.024751
## PC4 > -0.3772568
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC15 > -2.639711
## PC36 <= 0.6711292
## PC39 > -3.09902
## PC43 > -3.630194
## PC43 <= -1.246394
## PC60 <= 0.3272899
## -> class 2\|2 [0.994]
##
## Rule 47/237: (238.5/1.1, lift 9.8)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC4 > -0.4762218
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC18 > -0.4901999
## PC20 > 0.02124968
## PC35 > -0.4735363
## PC47 > -0.3240894
## PC48 <= 0.3934304
## PC57 <= 0.01772677
## PC59 > -0.3408477
## PC71 <= 0.4689285
## PC72 > -0.5002347
## PC84 <= 0.2127012
## PC91 > -0.1589403
## PC98 <= 0.03874488
## PC100 > -1.093934
## -> class 2\|2 [0.991]
##
## Rule 47/238: (69.3, lift 9.8)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 0.6891894
## PC24 <= 0.3841126
## PC57 <= 0.01772677
## PC71 <= 0.4689285
## PC92 <= -0.06184028
## -> class 2\|2 [0.986]
##
## Rule 47/239: (45.5, lift 9.7)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC4 > -0.3772568
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC36 <= 0.6711292
## PC57 <= -0.5892602
## PC60 <= 0.3272899
## PC87 > 0.1070572
## -> class 2\|2 [0.979]
##
## Rule 47/240: (54.7/0.5, lift 9.7)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -1.384191
## PC15 > -2.639711
## PC40 <= -0.1209662
## PC45 > 0.06713483
## PC59 > 0.129146
## PC60 <= 0.3272899
## -> class 2\|2 [0.974]
##
## Rule 47/241: (94.5/3, lift 9.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC4 > -0.3772568
## PC8 > -1.384191
## PC8 <= -0.2273773
## PC11 <= 1.311818
## PC15 > -2.639711
## PC60 <= 0.3272899
## PC87 > 0.1070572
## PC91 > -0.06437419
## PC91 <= 0.3149089
## -> class 2\|2 [0.959]
##
## Rule 47/242: (68.6/2.4, lift 9.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC32 <= 1.05426
## PC43 <= 1.510245
## PC57 <= 0.01772677
## PC70 > -0.8875067
## PC72 <= -0.5002347
## -> class 2\|2 [0.952]
##
## Rule 47/243: (106.2/5, lift 9.4)
## PC1 <= -0.4303757
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC12 <= -1.739409
## PC20 > 0.02124968
## PC32 <= 1.05426
## PC43 <= 1.510245
## PC48 <= -0.2207335
## -> class 2\|2 [0.944]
##
## Rule 47/244: (14.2, lift 9.3)
## PC1 > -0.4303757
## PC1 <= 9.434016
## PC21 > 0.5964558
## PC40 > -0.01233292
## PC75 > 1.323604
## PC90 <= 0.3660457
## -> class 2\|2 [0.938]
##
## Rule 47/245: (41.8/1.8, lift 9.3)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 > -0.4432499
## PC23 > -1.127308
## PC57 > 0.01772677
## PC71 <= -0.0463507
## PC80 > -0.5998511
## PC98 <= -0.2327365
## -> class 2\|2 [0.937]
##
## Rule 47/246: (16.1/0.1, lift 9.3)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC20 <= 0.02124968
## PC32 <= 1.05426
## PC51 > 0.5550532
## PC57 <= 0.01772677
## PC71 <= 0.4689285
## PC72 > -0.5002347
## -> class 2\|2 [0.937]
##
## Rule 47/247: (11.8, lift 9.2)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC19 > -0.4432499
## PC23 > -1.127308
## PC39 > -0.4145089
## PC61 > 1.795327
## PC98 > -0.2327365
## -> class 2\|2 [0.927]
##
## Rule 47/248: (12, lift 9.2)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.9116667
## PC8 <= -0.2273773
## PC12 <= 5.334802
## PC30 <= 0.1369185
## PC33 > -0.481495
## PC36 > 0.07506683
## PC43 <= -0.2128752
## PC60 > 0.3272899
## -> class 2\|2 [0.923]
##
## Rule 47/249: (372/31.7, lift 9.1)
## PC1 <= -0.4303757
## PC4 > -0.4762218
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC15 <= 2.130596
## PC17 > -0.7654796
## PC18 > -0.4901999
## PC20 > 0.02124968
## PC32 <= 1.05426
## PC35 > -0.4735363
## PC36 <= 0.2000397
## PC37 <= 0.3485287
## PC47 > -0.3240894
## PC57 <= 0.01772677
## PC59 > -0.3408477
## PC59 <= 0.6738303
## PC71 <= 0.4689285
## PC84 <= 0.2127012
## PC91 > -0.1589403
## PC95 > -0.5655584
## PC100 > -1.093934
## -> class 2\|2 [0.913]
##
## Rule 47/250: (11.7/0.2, lift 9.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC40 > -0.127298
## PC40 <= -0.1209662
## PC60 <= 0.3272899
## -> class 2\|2 [0.910]
##
## Rule 47/251: (10.9/0.2, lift 9.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC22 <= -1.271484
## PC57 > 0.01772677
## PC98 > -0.2327365
## -> class 2\|2 [0.908]
##
## Rule 47/252: (184.7/17.6, lift 8.9)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC12 <= 5.334802
## PC30 > 0.1369185
## PC33 > -0.481495
## PC36 > 0.07506683
## PC43 <= -0.2128752
## -> class 2\|2 [0.901]
##
## Rule 47/253: (68.4/6, lift 8.9)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC4 > -0.4762218
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC24 <= 0.3841126
## PC29 > 0.1940798
## PC43 <= 1.510245
## PC57 <= 0.01772677
## -> class 2\|2 [0.901]
##
## Rule 47/254: (538.8/55.9, lift 8.9)
## PC1 <= -0.6001226
## PC2 <= 2.723708
## PC4 > -0.3772568
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC15 > -2.639711
## PC19 > -2.444572
## PC36 <= 0.6711292
## PC53 > -0.8359207
## PC57 <= 0.2556582
## PC60 <= 0.3272899
## PC87 <= 0.1070572
## -> class 2\|2 [0.895]
##
## Rule 47/255: (7.1, lift 8.8)
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC9 > 2.762732
## PC19 <= -0.4432499
## PC32 <= 1.05426
## PC57 > 0.01772677
## -> class 2\|2 [0.890]
##
## Rule 47/256: (11.2/0.5, lift 8.8)
## PC1 <= -0.4303757
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 <= -0.4432499
## PC31 > 1.307769
## PC39 > -0.4145089
## PC57 > 0.01772677
## -> class 2\|2 [0.889]
##
## Rule 47/257: (6.9, lift 8.8)
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC10 > -0.5814319
## PC36 > 0.07506683
## PC60 > 0.3272899
## PC60 <= 0.3420375
## -> class 2\|2 [0.888]
##
## Rule 47/258: (58.1/6.1, lift 8.8)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC33 <= -0.481495
## PC34 <= 0.7273669
## PC60 > 0.3272899
## PC95 > -0.8506507
## PC98 > -0.7850819
## -> class 2\|2 [0.882]
##
## Rule 47/259: (15/1.4, lift 8.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC10 > -0.5814319
## PC24 > -0.4574388
## PC32 > 1.359294
## PC33 > -0.481495
## PC36 > 0.07506683
## PC43 <= -0.2128752
## PC92 > -0.9525924
## -> class 2\|2 [0.858]
##
## Rule 47/260: (13.5/1.2, lift 8.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC20 <= 0.02124968
## PC24 > 0.3841126
## PC24 <= 1.571487
## PC32 <= 1.05426
## PC43 <= 1.510245
## PC57 <= 0.01772677
## -> class 2\|2 [0.858]
##
## Rule 47/261: (72.3/10.9, lift 8.3)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC12 <= 5.334802
## PC33 > -0.481495
## PC97 <= -0.7215357
## -> class 2\|2 [0.840]
##
## Rule 47/262: (38/5.5, lift 8.3)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 > -0.4432499
## PC23 > -1.127308
## PC24 <= 1.571487
## PC39 > -0.4145089
## PC42 > -1.113485
## PC57 > 0.01772677
## PC80 <= -0.5998511
## -> class 2\|2 [0.837]
##
## Rule 47/263: (39.2/7.1, lift 8.0)
## PC1 > -0.4303757
## PC1 <= 5.037923
## PC2 <= 2.723708
## PC3 <= -0.078421
## PC8 <= -0.3682183
## PC15 > -3.124698
## PC70 > 0.1453745
## -> class 2\|2 [0.803]
##
## Rule 47/264: (226.6/55.2, lift 7.5)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC9 > -4.300422
## PC11 > 0.3502534
## PC12 <= 5.334802
## PC36 <= 0.07506683
## -> class 2\|2 [0.754]
##
## Rule 47/265: (53.4/15.1, lift 7.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC15 > -2.639711
## PC36 > 0.6711292
## PC60 <= 0.3272899
## -> class 2\|2 [0.709]
##
## Rule 47/266: (12.1/3.8, lift 6.6)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC46 > 0.413817
## PC88 > 0.3251038
## -> class 2\|2 [0.662]
##
## Rule 47/267: (41.2/14.4, lift 6.4)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC75 > 1.484592
## -> class 2\|2 [0.644]
##
## Rule 47/268: (167.7, lift 8.4)
## PC2 <= 2.723708
## PC8 <= -3.4806
## PC15 > -0.1916555
## PC27 <= 0.7350691
## PC28 <= 0.05048775
## PC44 <= 0.8358026
## PC85 <= 0.659854
## PC97 <= 1.583909
## -> class 2\|3 [0.994]
##
## Rule 47/269: (52.8, lift 8.3)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC86 <= -0.6613067
## -> class 2\|3 [0.982]
##
## Rule 47/270: (45.1, lift 8.3)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC79 > 0.3198665
## -> class 2\|3 [0.979]
##
## Rule 47/271: (66.3/1.3, lift 8.2)
## PC1 > -0.4303757
## PC1 <= 5.037923
## PC2 <= 2.723708
## PC3 <= -0.078421
## PC5 > -4.574959
## PC8 <= -0.3682183
## PC15 > -3.124698
## PC21 <= 0.5964558
## PC70 <= 0.1453745
## PC89 > -0.5684595
## -> class 2\|3 [0.966]
##
## Rule 47/272: (20.8, lift 8.1)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC24 > 1.571487
## -> class 2\|3 [0.956]
##
## Rule 47/273: (19.2, lift 8.1)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC36 <= 0.6711292
## PC39 > -3.09902
## PC43 <= -3.630194
## PC60 <= 0.3272899
## PC80 <= 2.090004
## -> class 2\|3 [0.953]
##
## Rule 47/274: (15.8, lift 8.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC36 > 0.6711292
## PC65 <= -0.3071449
## PC80 <= 2.090004
## -> class 2\|3 [0.944]
##
## Rule 47/275: (16, lift 8.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 <= -0.2273773
## PC24 > -0.4574388
## PC30 > 0.1369185
## PC36 > 0.07506683
## PC50 <= -0.6740814
## PC60 > 0.3272899
## -> class 2\|3 [0.944]
##
## Rule 47/276: (13.7, lift 7.9)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC12 <= 5.334802
## PC33 <= -0.481495
## PC60 > 0.3272899
## PC95 <= -0.8506507
## -> class 2\|3 [0.936]
##
## Rule 47/277: (30.5/1.4, lift 7.8)
## PC7 <= -0.2138148
## PC14 > 1.479784
## PC15 <= -3.124698
## PC30 <= 0.0586412
## -> class 2\|3 [0.927]
##
## Rule 47/278: (10.4, lift 7.8)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 <= -0.2273773
## PC19 > -4.014434
## PC44 > 0.8358026
## PC59 > 0.5439333
## PC85 <= 0.659854
## -> class 2\|3 [0.919]
##
## Rule 47/279: (4.4, lift 7.1)
## PC8 > -3.4806
## PC36 <= 0.6711292
## PC39 <= -3.09902
## PC43 <= -1.246394
## -> class 2\|3 [0.845]
##
## Rule 47/280: (23/2.9, lift 7.1)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC4 > -0.3772568
## PC8 <= -0.2273773
## PC43 > -1.246394
## PC53 <= -0.8359207
## PC60 <= 0.3272899
## PC80 <= 2.090004
## -> class 2\|3 [0.845]
##
## Rule 47/281: (396.7/159.6, lift 5.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 <= 2.293971
## PC32 <= 1.05426
## PC39 <= -0.4145089
## PC57 > 0.01772677
## -> class 2\|3 [0.597]
##
## Rule 47/282: (12735/10376.5, lift 1.6)
## PC2 <= 2.723708
## -> class 2\|3 [0.185]
##
## Rule 47/283: (306.9/0.3, lift 16.9)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC19 <= -4.014434
## -> class 2\|4 [0.996]
##
## Rule 47/284: (123.5/0.4, lift 16.7)
## PC7 <= -0.2138148
## PC14 <= 1.479784
## PC15 <= -3.124698
## PC17 <= 2.105873
## PC30 <= 0.0586412
## PC31 > -0.1231729
## PC43 > -0.1397224
## -> class 2\|4 [0.989]
##
## Rule 47/285: (154.1/1.5, lift 16.7)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC15 <= -0.1916555
## PC24 <= -0.139737
## PC46 <= 0.413817
## -> class 2\|4 [0.984]
##
## Rule 47/286: (51.4, lift 16.6)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 <= -0.2273773
## PC11 <= 0.3502534
## PC22 > 1.28584
## PC36 <= 0.07506683
## PC60 > 0.3272899
## -> class 2\|4 [0.981]
##
## Rule 47/287: (155.7/2.2, lift 16.6)
## PC2 <= 2.723708
## PC8 <= -3.4806
## PC9 <= 10.24004
## PC16 > -1.034545
## PC25 <= 0.3230813
## PC46 <= 0.413817
## PC79 <= 0.3198665
## PC85 > 0.659854
## -> class 2\|4 [0.980]
##
## Rule 47/288: (41.4, lift 16.5)
## PC1 <= -0.4303757
## PC5 <= -0.6736053
## PC8 <= -0.2273773
## PC17 > -0.3553776
## -> class 2\|4 [0.977]
##
## Rule 47/289: (75.5/0.8, lift 16.5)
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC17 > -0.3553776
## PC33 > -0.481495
## PC36 <= -0.2595286
## PC60 > 0.3272899
## PC63 <= -0.2947426
## PC95 > 0.02716198
## -> class 2\|4 [0.976]
##
## Rule 47/290: (444/11.2, lift 16.5)
## PC2 <= 2.723708
## PC8 <= -3.4806
## PC44 > 0.8358026
## PC46 <= 0.413817
## PC79 <= 0.3198665
## PC86 > -0.6613067
## PC97 <= 1.583909
## -> class 2\|4 [0.973]
##
## Rule 47/291: (33.1/0.1, lift 16.4)
## PC2 <= 2.723708
## PC8 <= -0.2273773
## PC17 > -0.3553776
## PC22 > 0.5454477
## PC33 > -0.481495
## PC36 <= 0.07506683
## PC60 > 0.3272899
## PC63 <= -0.2947426
## -> class 2\|4 [0.968]
##
## Rule 47/292: (127.1/3.6, lift 16.3)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC28 > 0.05048775
## PC46 <= 0.413817
## -> class 2\|4 [0.965]
##
## Rule 47/293: (21.6, lift 16.2)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC15 <= -0.1916555
## PC44 <= 0.8358026
## PC92 <= -0.2447877
## PC96 > -0.2493796
## -> class 2\|4 [0.958]
##
## Rule 47/294: (134/4.7, lift 16.2)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC11 <= -4.141527
## -> class 2\|4 [0.958]
##
## Rule 47/295: (62/2.2, lift 16.1)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC15 <= -0.1916555
## PC16 > -1.034545
## PC46 <= 0.413817
## PC79 <= 0.3198665
## PC93 <= 0.4297585
## PC96 <= -0.2493796
## -> class 2\|4 [0.950]
##
## Rule 47/296: (387.4/18.8, lift 16.1)
## PC8 <= -3.4806
## PC12 > 1.346087
## PC24 > -0.139737
## PC93 <= 0.4297585
## -> class 2\|4 [0.949]
##
## Rule 47/297: (16.4, lift 16.0)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC11 <= 0.3502534
## PC17 > -0.3553776
## PC36 <= 0.07506683
## PC60 > 0.3272899
## PC70 > 0.2185804
## -> class 2\|4 [0.946]
##
## Rule 47/298: (18.4/0.1, lift 16.0)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC15 <= -0.1916555
## PC16 > -1.034545
## PC29 > 0.1970029
## PC79 <= 0.3198665
## -> class 2\|4 [0.946]
##
## Rule 47/299: (29.8/1.3, lift 15.7)
## PC8 <= -3.4806
## PC15 <= -0.1916555
## PC28 <= 0.05048775
## PC46 <= 0.413817
## PC52 > 0.1513507
## PC79 <= 0.3198665
## PC96 > -0.2493796
## -> class 2\|4 [0.927]
##
## Rule 47/300: (70.2/4.5, lift 15.6)
## PC2 <= 2.723708
## PC8 <= -3.4806
## PC15 <= -0.1916555
## PC16 > -1.034545
## PC44 <= 0.8358026
## PC46 <= 0.413817
## PC49 <= 0.0436689
## PC52 <= 0.1513507
## PC79 <= 0.3198665
## PC99 > 0.183575
## -> class 2\|4 [0.924]
##
## Rule 47/301: (10.1, lift 15.5)
## PC1 <= -0.4303757
## PC8 <= -3.4806
## PC79 <= 0.3198665
## PC85 <= 0.659854
## PC97 > 1.583909
## -> class 2\|4 [0.918]
##
## Rule 47/302: (87/7, lift 15.4)
## PC8 <= -3.4806
## PC15 <= -0.1916555
## PC16 > -1.034545
## PC37 <= -0.4227054
## PC46 <= 0.413817
## PC49 <= 0.0436689
## -> class 2\|4 [0.910]
##
## Rule 47/303: (8.7, lift 15.3)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC11 <= 0.3502534
## PC17 > -0.3553776
## PC52 > 0.1973856
## PC63 <= -0.2947426
## -> class 2\|4 [0.906]
##
## Rule 47/304: (6.9, lift 15.0)
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC17 > -0.3553776
## PC33 > -0.481495
## PC36 <= 0.07506683
## PC60 > 1.646828
## PC63 <= -0.2947426
## -> class 2\|4 [0.888]
##
## Rule 47/305: (34.5/6.8, lift 13.3)
## PC1 <= -0.4303757
## PC2 <= 2.723708
## PC8 > -3.4806
## PC8 <= -0.2273773
## PC10 <= -0.5814319
## PC33 > -0.481495
## PC60 > 0.3272899
## -> class 2\|4 [0.785]
##
## Rule 47/306: (31.5/11.9, lift 10.4)
## PC2 <= 2.723708
## PC8 <= -0.2273773
## PC17 > -0.3553776
## PC29 > 0.3237171
## PC60 > 0.3272899
## -> class 2\|4 [0.615]
##
## Default class: 2\|3
##
## ----- Trial 48: -----
##
## Rules:
##
## Rule 48/1: (127.8, lift 15.7)
## PC2 <= 6.608233
## PC12 > -0.9238364
## PC17 > -0.1491582
## PC18 > 1.22969
## PC22 > -0.3632967
## PC31 > -0.2922627
## PC37 <= 1.231708
## PC55 > -0.289443
## PC63 <= 2.15753
## PC76 <= -0.6032332
## PC89 > -0.4505707
## -> class 0\|0 [0.992]
##
## Rule 48/2: (258.1/2.2, lift 15.6)
## PC2 <= 6.608233
## PC4 <= 8.050642
## PC6 <= 0.3421981
## PC12 > -0.9238364
## PC13 <= 1.533616
## PC17 > -0.5206551
## PC18 > 1.22969
## PC19 > -0.2224045
## PC22 > -0.3632967
## PC37 <= 1.231708
## PC55 > -0.2046797
## PC59 <= -0.1885396
## PC67 > -0.07185119
## PC76 <= 0.4864229
## PC89 > -0.4505707
## PC95 <= 0.7564328
## -> class 0\|0 [0.988]
##
## Rule 48/3: (18.4/0.8, lift 14.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.7646611
## PC18 > -2.430627
## PC18 <= 0.6226293
## PC90 <= -1.848083
## -> class 0\|0 [0.910]
##
## Rule 48/4: (6.9, lift 14.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC9 > 0.1718769
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC31 > 0.2183889
## -> class 0\|0 [0.887]
##
## Rule 48/5: (9.7/1.7, lift 12.2)
## PC13 > 7.236558
## PC18 > 0.6226293
## PC31 > 0.1783828
## PC34 > -0.9182814
## PC93 <= -0.0705788
## -> class 0\|0 [0.772]
##
## Rule 48/6: (2286.2/1223.3, lift 7.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.6226293
## PC42 > -3.903153
## -> class 0\|0 [0.465]
##
## Rule 48/7: (84.1, lift 13.2)
## PC2 > 2.231518
## PC17 <= 3.241955
## PC18 > 0.6226293
## PC19 > -0.2224045
## PC28 <= 3.478025
## PC48 > 0.2097725
## PC52 > -0.3959625
## PC56 > -0.5595728
## PC59 > -0.1885396
## PC76 > -0.6032332
## PC99 > -0.4943343
## -> class 0\|1 [0.988]
##
## Rule 48/8: (81.2, lift 13.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC17 <= -0.5206551
## PC18 > 0.6226293
## PC23 > 0.3305984
## PC25 > -0.7787059
## PC28 <= 3.478025
## -> class 0\|1 [0.987]
##
## Rule 48/9: (69, lift 13.2)
## PC6 <= 0.3421981
## PC12 > -0.9238364
## PC13 <= 7.236558
## PC18 > 1.22969
## PC41 > -0.1608191
## PC52 > -0.3959625
## PC56 > -0.5595728
## PC67 <= -0.07185119
## PC76 > -0.6032332
## PC89 > -0.4505707
## PC100 > -1.212266
## -> class 0\|1 [0.986]
##
## Rule 48/10: (54.4, lift 13.1)
## PC7 > -0.7646611
## PC15 > -0.2495917
## PC16 <= 0.4127792
## PC18 <= -0.7623823
## PC78 > 2.492486
## PC85 > -0.2875412
## -> class 0\|1 [0.982]
##
## Rule 48/11: (49.4, lift 13.1)
## PC2 > 2.231518
## PC13 <= 7.236558
## PC18 > 0.6226293
## PC25 > -0.7787059
## PC28 <= 3.478025
## PC35 > 0.8845652
## -> class 0\|1 [0.981]
##
## Rule 48/12: (50.4, lift 13.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > 0.6226293
## PC22 > -0.3632967
## PC25 > -0.7787059
## PC28 <= 3.478025
## PC63 > 2.15753
## -> class 0\|1 [0.981]
##
## Rule 48/13: (41.5, lift 13.0)
## PC2 > 2.231518
## PC18 > 0.6226293
## PC22 > -0.3632967
## PC25 > -0.7787059
## PC55 > -0.3803608
## PC66 <= 1.891939
## PC91 > 2.682686
## -> class 0\|1 [0.977]
##
## Rule 48/14: (84.6/1.2, lift 13.0)
## PC2 > 2.231518
## PC13 <= 7.236558
## PC18 > 0.6226293
## PC25 > -0.7787059
## PC28 <= 3.478025
## PC42 > -3.903153
## PC47 > -0.04210063
## PC66 > 1.891939
## -> class 0\|1 [0.975]
##
## Rule 48/15: (126.9/2.9, lift 12.9)
## PC1 <= -0.7080471
## PC2 > 6.608233
## PC13 <= 1.533616
## PC17 > -0.5206551
## PC17 <= 3.241955
## PC18 > 1.22969
## PC25 > -0.7787059
## PC61 <= 0.163196
## PC94 > -0.3487372
## PC95 <= 0.3869547
## -> class 0\|1 [0.970]
##
## Rule 48/16: (29.9, lift 12.9)
## PC2 > 2.231518
## PC2 <= 6.608233
## PC13 <= 1.533616
## PC17 > -0.5206551
## PC17 <= 3.241955
## PC18 > 0.6226293
## PC37 > 1.231708
## PC39 <= 0.8989123
## PC48 <= 0.4587667
## PC76 <= 0.4864229
## PC91 <= 2.682686
## -> class 0\|1 [0.969]
##
## Rule 48/17: (28.4, lift 12.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC17 > -0.1491582
## PC18 > 0.6226293
## PC25 > -0.7787059
## PC39 <= 0.8989123
## PC48 <= 0.4587667
## PC66 <= 1.891939
## PC95 > 0.7564328
## PC100 > -1.212266
## -> class 0\|1 [0.967]
##
## Rule 48/18: (91.9/2.3, lift 12.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 <= -0.008046797
## PC18 > 0.6226293
## PC22 > -0.3632967
## PC24 > -0.4429669
## PC42 > -3.903153
## PC55 <= -0.3803608
## -> class 0\|1 [0.965]
##
## Rule 48/19: (26.1, lift 12.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 8.050642
## PC22 > -0.3632967
## PC25 > -0.7787059
## PC39 <= 0.8989123
## PC48 <= 0.4587667
## PC56 > -0.5595728
## PC59 > -0.1885396
## PC66 <= -0.5039763
## PC75 > -0.3548777
## PC76 > -0.6032332
## PC76 <= 0.4864229
## PC97 <= 0.6023083
## PC99 > -0.4943343
## -> class 0\|1 [0.964]
##
## Rule 48/20: (26, lift 12.9)
## PC4 > 8.050642
## PC18 > 0.6226293
## PC22 > -0.3632967
## PC28 <= 3.478025
## PC55 > -0.3803608
## PC66 <= 1.891939
## PC75 > -0.3548777
## PC76 > -0.6032332
## PC100 > -1.212266
## -> class 0\|1 [0.964]
##
## Rule 48/21: (26, lift 12.9)
## PC2 > 2.231518
## PC3 <= -0.7349322
## PC13 <= 7.236558
## PC17 <= 3.241955
## PC18 > 0.6226293
## PC25 > -0.7787059
## PC28 <= 3.478025
## PC39 <= 0.8989123
## PC66 <= 1.891939
## PC75 > -0.3548777
## PC76 <= 0.4864229
## PC97 > 0.6023083
## PC100 > -1.212266
## -> class 0\|1 [0.964]
##
## Rule 48/22: (50.9/1, lift 12.8)
## PC2 > 2.231518
## PC13 > 1.533616
## PC13 <= 7.236558
## PC17 <= 3.241955
## PC18 > 0.6226293
## PC22 > -0.3632967
## PC25 > -0.7787059
## -> class 0\|1 [0.963]
##
## Rule 48/23: (169.9/6.9, lift 12.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.7646611
## PC18 > -2.430627
## PC18 <= 0.6226293
## PC20 > -2.973031
## PC43 <= 0.4377991
## PC59 > 0.3098417
## PC90 > -1.848083
## -> class 0\|1 [0.954]
##
## Rule 48/24: (127.9/5, lift 12.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 <= -0.07416741
## PC13 <= 7.236558
## PC18 > 0.6226293
## PC22 <= -0.3632967
## PC25 > -0.7787059
## PC28 <= 3.478025
## PC42 <= 1.576162
## PC66 <= 1.891939
## PC94 > -1.267752
## -> class 0\|1 [0.954]
##
## Rule 48/25: (18.5, lift 12.7)
## PC3 <= -0.7349322
## PC18 > 1.22969
## PC48 <= 0.4587667
## PC52 > -0.3959625
## PC55 <= -0.2046797
## PC66 <= 1.891939
## PC75 > -0.3548777
## PC76 > -0.6032332
## -> class 0\|1 [0.951]
##
## Rule 48/26: (44/1.3, lift 12.7)
## PC3 <= -0.7349322
## PC13 <= 7.236558
## PC18 > 1.22969
## PC25 > -0.7787059
## PC28 <= 3.478025
## PC35 > -0.3511933
## PC39 <= 0.8989123
## PC55 <= -0.289443
## PC75 > -0.3548777
## PC76 <= 0.4864229
## -> class 0\|1 [0.950]
##
## Rule 48/27: (90.5/3.7, lift 12.7)
## PC13 <= 7.236558
## PC17 > -0.5206551
## PC17 <= 3.241955
## PC18 > 1.22969
## PC19 <= -0.2224045
## PC25 > -0.7787059
## PC37 <= 1.231708
## PC63 <= 2.15753
## PC76 > -0.6032332
## PC95 <= 0.7564328
## PC97 <= 0.6023083
## -> class 0\|1 [0.949]
##
## Rule 48/28: (17.2, lift 12.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 <= -0.6030719
## PC7 > -0.7646611
## PC18 <= 0.6226293
## PC87 > 0.3169977
## -> class 0\|1 [0.948]
##
## Rule 48/29: (76.6/3.2, lift 12.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > 0.6226293
## PC22 > -0.3632967
## PC25 > -0.7787059
## PC31 <= -0.2922627
## PC100 > -1.212266
## -> class 0\|1 [0.947]
##
## Rule 48/30: (66.1/2.8, lift 12.6)
## PC13 > 7.236558
## PC13 <= 11.86598
## PC18 > 0.6226293
## PC31 <= 0.1783828
## PC42 <= 0.1219841
## PC93 <= -0.0705788
## -> class 0\|1 [0.945]
##
## Rule 48/31: (32.7/1.1, lift 12.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > 0.6226293
## PC39 <= 0.8989123
## PC41 <= -0.1608191
## PC48 <= 0.4587667
## PC55 > -0.3803608
## PC66 <= 1.891939
## PC76 > -0.6032332
## PC100 > -1.212266
## -> class 0\|1 [0.939]
##
## Rule 48/32: (79/4.2, lift 12.5)
## PC2 > 2.231518
## PC3 <= -0.7349322
## PC13 <= 7.236558
## PC17 <= 3.241955
## PC18 > 1.22969
## PC42 > -3.903153
## PC48 <= 0.4587667
## PC75 > -0.3548777
## PC89 > -0.4505707
## PC99 <= -0.4943343
## -> class 0\|1 [0.935]
##
## Rule 48/33: (28.7/1.3, lift 12.4)
## PC4 > -8.261679
## PC5 > -0.6030719
## PC10 <= -3.351897
## PC16 > -0.5561298
## PC18 > -1.824607
## PC18 <= 0.6226293
## PC44 > 0.5817343
## -> class 0\|1 [0.926]
##
## Rule 48/34: (11.4, lift 12.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 <= -0.6030719
## PC7 > -0.7646611
## PC16 <= 0.3230948
## PC18 <= 0.6226293
## -> class 0\|1 [0.925]
##
## Rule 48/35: (13.1/0.1, lift 12.3)
## PC2 > 2.231518
## PC2 <= 6.608233
## PC3 <= 1.640775
## PC12 <= -0.9238364
## PC18 > 0.6226293
## PC28 <= 3.478025
## PC39 <= 0.8989123
## PC66 <= 1.891939
## -> class 0\|1 [0.924]
##
## Rule 48/36: (35.7/2.6, lift 12.1)
## PC2 > 2.231518
## PC8 > -0.2580362
## PC13 <= 7.236558
## PC18 > 0.7978112
## PC25 <= -0.7787059
## PC53 <= 0.8081979
## -> class 0\|1 [0.905]
##
## Rule 48/37: (51.9/4.7, lift 11.9)
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC33 > 2.897988
## PC36 <= 1.656734
## PC86 <= 2.85107
## -> class 0\|1 [0.894]
##
## Rule 48/38: (115.8/11.6, lift 11.9)
## PC2 > 2.231518
## PC5 > -0.6030719
## PC7 > -0.7646611
## PC8 > -0.404321
## PC9 > 0.1718769
## PC14 > -0.2823414
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC31 <= 0.2183889
## PC68 > -0.3035462
## PC71 > -0.2932576
## -> class 0\|1 [0.893]
##
## Rule 48/39: (6.4, lift 11.7)
## PC2 > 2.231518
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC34 <= -5.047802
## -> class 0\|1 [0.880]
##
## Rule 48/40: (6, lift 11.7)
## PC2 > 2.231518
## PC3 <= -0.7349322
## PC5 <= -0.7533382
## PC39 <= 0.8989123
## PC59 > -0.1885396
## -> class 0\|1 [0.875]
##
## Rule 48/41: (5.7, lift 11.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC36 <= 1.656734
## PC55 <= -1.45481
## -> class 0\|1 [0.871]
##
## Rule 48/42: (5.1, lift 11.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 <= -0.6030719
## PC16 > 0.3230948
## PC18 <= 0.6226293
## PC93 > 0.2641403
## -> class 0\|1 [0.860]
##
## Rule 48/43: (5.1, lift 11.5)
## PC2 > 2.231518
## PC3 <= -0.7349322
## PC6 > 0.3421981
## PC48 <= 0.4587667
## PC55 > -0.289443
## PC76 > -0.6032332
## -> class 0\|1 [0.859]
##
## Rule 48/44: (127.5/17.5, lift 11.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.6226293
## PC18 <= 1.22969
## PC22 > -0.3632967
## PC25 > -0.7787059
## PC55 > -0.3803608
## PC99 > -0.4739305
## -> class 0\|1 [0.858]
##
## Rule 48/45: (40.2/7.8, lift 10.6)
## PC2 > 2.231518
## PC2 <= 6.608233
## PC3 <= 1.640775
## PC13 <= 1.533616
## PC17 > -0.5206551
## PC22 > -0.3632967
## PC25 > -0.7787059
## PC31 > -0.2922627
## PC35 <= -0.3511933
## PC55 > -0.3803608
## PC66 <= 1.891939
## PC100 > -1.212266
## -> class 0\|1 [0.791]
##
## Rule 48/46: (75.1/1.3, lift 10.4)
## PC7 > -0.7646611
## PC11 <= -0.03198645
## PC16 <= 2.936707
## PC18 <= -1.824607
## PC28 <= -0.2954761
## PC66 > -4.599384
## PC87 <= 0.4267156
## PC97 > -1.057257
## -> class 0\|2 [0.970]
##
## Rule 48/47: (48.6/1.1, lift 10.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > 0.6226293
## PC18 <= 1.22969
## PC55 > -0.3803608
## PC91 <= 2.682686
## PC99 <= -0.4739305
## -> class 0\|2 [0.958]
##
## Rule 48/48: (80.4/3.6, lift 10.1)
## PC2 > 2.231518
## PC8 <= -0.2580362
## PC13 <= 7.236558
## PC18 > 0.6226293
## PC25 <= -0.7787059
## PC28 <= 3.478025
## PC42 > -3.903153
## -> class 0\|2 [0.944]
##
## Rule 48/49: (60.7/3.4, lift 10.0)
## PC18 > 0.6226293
## PC28 > 3.478025
## PC42 > -3.903153
## -> class 0\|2 [0.930]
##
## Rule 48/50: (14.3/0.7, lift 9.6)
## PC2 > 2.231518
## PC18 > 0.6226293
## PC18 <= 0.7978112
## PC25 <= -0.7787059
## -> class 0\|2 [0.897]
##
## Rule 48/51: (40.5/3.6, lift 9.5)
## PC2 > 2.231518
## PC18 > 0.6226293
## PC47 <= -0.04210063
## PC66 > 1.891939
## -> class 0\|2 [0.892]
##
## Rule 48/52: (5.8, lift 9.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 <= 0.6226293
## PC80 > 0.08182268
## PC80 <= 0.08311477
## -> class 0\|2 [0.872]
##
## Rule 48/53: (27.3/3.1, lift 9.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.6226293
## PC24 <= -0.4429669
## PC25 > -0.7787059
## PC42 > -3.903153
## PC55 <= -0.3803608
## PC66 <= 1.891939
## -> class 0\|2 [0.858]
##
## Rule 48/54: (21.9/3, lift 8.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.7646611
## PC18 > -2.430627
## PC18 <= 0.6226293
## PC59 <= 0.3098417
## PC90 > -1.848083
## -> class 0\|2 [0.834]
##
## Rule 48/55: (48.6/9.6, lift 8.5)
## PC18 > 0.6226293
## PC22 <= -0.3632967
## PC42 > 1.576162
## -> class 0\|2 [0.792]
##
## Rule 48/56: (7434.3/5571.1, lift 2.7)
## PC2 > 2.231518
## -> class 0\|2 [0.251]
##
## Rule 48/57: (167.6, lift 11.9)
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC11 > -0.03198645
## PC17 <= 0.4771936
## PC18 <= -1.824607
## PC26 <= 1.171173
## PC35 <= 0.5507866
## PC36 <= 1.091125
## PC42 <= 1.595751
## PC51 <= 0.6695035
## PC80 <= 0.08182268
## PC89 <= -0.002629766
## PC97 <= 0.5421799
## -> class 0\|3 [0.994]
##
## Rule 48/58: (132.3, lift 11.9)
## PC3 <= 1.640775
## PC4 > -8.261679
## PC7 > -0.605471
## PC10 > -5.760839
## PC11 > -0.03198645
## PC15 <= 0.787059
## PC18 <= -1.824607
## PC26 <= 1.475225
## PC32 > -1.787548
## PC35 <= 0.5507866
## PC66 > -4.599384
## PC71 <= -0.5496175
## PC97 <= 0.5421799
## -> class 0\|3 [0.992]
##
## Rule 48/59: (121.8, lift 11.9)
## PC3 <= 1.640775
## PC10 > -5.760839
## PC11 > -0.03198645
## PC18 <= -1.824607
## PC26 <= 1.475225
## PC32 > -1.787548
## PC35 <= 0.5507866
## PC66 > -4.599384
## PC74 > 0.7771566
## PC78 <= 2.492486
## -> class 0\|3 [0.992]
##
## Rule 48/60: (77.8, lift 11.8)
## PC1 <= -0.4544087
## PC2 > 2.231518
## PC11 > -0.03198645
## PC15 <= 0.787059
## PC18 <= -1.824607
## PC26 <= 1.475225
## PC36 <= 1.091125
## PC45 <= 1.482281
## PC57 <= 0.9057114
## PC63 <= 1.312647
## PC89 > -0.002629766
## PC97 <= 0.5421799
## PC100 <= -0.1219419
## -> class 0\|3 [0.987]
##
## Rule 48/61: (108/1, lift 11.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > -5.760839
## PC11 > -0.03198645
## PC18 <= -1.824607
## PC26 <= 1.475225
## PC39 <= -0.8742086
## PC66 > -4.599384
## PC78 <= 2.492486
## -> class 0\|3 [0.982]
##
## Rule 48/62: (47.5, lift 11.7)
## PC3 <= 1.640775
## PC11 > -0.03198645
## PC18 <= -1.824607
## PC43 <= 1.773609
## PC56 <= -0.5868466
## PC63 <= 1.312647
## PC66 > -4.599384
## PC97 > 0.5421799
## -> class 0\|3 [0.980]
##
## Rule 48/63: (46.1, lift 11.7)
## PC4 > -8.261679
## PC14 <= -0.3301691
## PC15 <= 0.787059
## PC18 <= -1.824607
## PC35 <= 0.5507866
## PC57 <= 0.9057114
## PC78 <= 2.492486
## PC89 > -0.002629766
## PC91 <= 0.5696232
## PC97 <= 0.5421799
## -> class 0\|3 [0.979]
##
## Rule 48/64: (42.3, lift 11.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC15 <= -0.2495917
## PC18 <= 0.6226293
## PC78 > 2.492486
## -> class 0\|3 [0.977]
##
## Rule 48/65: (39.7, lift 11.7)
## PC7 > -0.7646611
## PC11 <= -0.03198645
## PC18 <= -1.824607
## PC28 > -0.2954761
## -> class 0\|3 [0.976]
##
## Rule 48/66: (92.1/1.3, lift 11.7)
## PC15 <= 0.787059
## PC18 <= -1.824607
## PC32 > -1.787548
## PC35 <= 0.5507866
## PC42 > 1.595751
## PC43 <= 1.457431
## PC66 > -4.599384
## -> class 0\|3 [0.976]
##
## Rule 48/67: (40.5, lift 11.7)
## PC2 > 2.231518
## PC7 > -0.7646611
## PC9 > -0.2624365
## PC17 > -3.383757
## PC18 <= -0.7623823
## PC21 > -0.6936007
## PC23 <= 1.226195
## PC32 > -1.787548
## PC78 <= 2.492486
## PC100 > 0.7863829
## -> class 0\|3 [0.976]
##
## Rule 48/68: (39.2, lift 11.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > -5.760839
## PC16 > -0.5561298
## PC18 <= 0.6226293
## PC43 <= 1.773609
## PC70 > 3.395325
## PC78 <= 2.492486
## -> class 0\|3 [0.976]
##
## Rule 48/69: (80.2/1.3, lift 11.6)
## PC1 > -0.8129722
## PC3 <= 1.640775
## PC7 > -0.7373306
## PC16 > -0.5561298
## PC17 > -3.383757
## PC18 <= -0.7623823
## PC21 > -0.6936007
## PC23 <= 1.226195
## PC27 <= 0.9879488
## PC43 <= 1.457431
## PC55 <= 0.1513664
## PC78 <= 2.492486
## PC87 <= -0.4309406
## -> class 0\|3 [0.973]
##
## Rule 48/70: (33.7, lift 11.6)
## PC2 > 2.231518
## PC7 > -0.7646611
## PC11 <= -0.03198645
## PC16 > -0.5561298
## PC18 <= 0.6226293
## PC78 <= 2.492486
## PC87 > 0.4267156
## -> class 0\|3 [0.972]
##
## Rule 48/71: (32.2, lift 11.6)
## PC2 > 2.231518
## PC18 > -1.824607
## PC18 <= -0.7623823
## PC32 > -1.787548
## PC38 > 1.051602
## PC44 <= 0.5817343
## -> class 0\|3 [0.971]
##
## Rule 48/72: (25.3, lift 11.5)
## PC3 <= 1.640775
## PC11 > -0.03198645
## PC12 > 0.2974261
## PC15 <= 0.787059
## PC18 <= -1.824607
## PC97 > 0.5421799
## -> class 0\|3 [0.963]
##
## Rule 48/73: (30.7/0.2, lift 11.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC86 > 2.85107
## -> class 0\|3 [0.963]
##
## Rule 48/74: (36/0.4, lift 11.5)
## PC18 > -1.824607
## PC18 <= -0.7623823
## PC20 <= -3.646928
## PC43 <= 1.773609
## -> class 0\|3 [0.962]
##
## Rule 48/75: (24.3, lift 11.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC16 > 2.936707
## -> class 0\|3 [0.962]
##
## Rule 48/76: (22.5, lift 11.5)
## PC18 <= -0.7623823
## PC21 > -0.6936007
## PC23 <= 1.226195
## PC38 <= 1.051602
## PC43 <= 1.457431
## PC55 <= 0.1513664
## PC73 > -1.313247
## PC88 <= -1.770669
## -> class 0\|3 [0.959]
##
## Rule 48/77: (36.3/0.6, lift 11.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC9 <= 0.1718769
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC24 > 1.011693
## PC31 > 0.1170313
## -> class 0\|3 [0.959]
##
## Rule 48/78: (18.7, lift 11.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC17 <= -3.383757
## PC18 > -1.824607
## PC23 <= 1.226195
## PC32 > -1.787548
## PC43 <= 1.457431
## -> class 0\|3 [0.952]
##
## Rule 48/79: (18.2, lift 11.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC16 > -0.5561298
## PC18 > -1.824607
## PC18 <= 0.6226293
## PC31 > 0.3181057
## -> class 0\|3 [0.950]
##
## Rule 48/80: (430.8/21.9, lift 11.3)
## PC2 > 3.463163
## PC7 > -0.605471
## PC10 > -5.760839
## PC11 > -0.03198645
## PC17 <= 0.4771936
## PC18 <= -1.824607
## PC26 <= 1.171173
## PC32 > -1.278016
## PC35 <= 0.5507866
## PC36 <= 1.091125
## PC45 <= 1.482281
## PC51 <= 0.6695035
## PC57 <= 0.9057114
## PC63 <= 1.312647
## PC81 <= 1.108797
## PC89 <= -0.002629766
## PC97 <= 0.5421799
## -> class 0\|3 [0.947]
##
## Rule 48/81: (38.4/1.1, lift 11.3)
## PC3 <= 1.640775
## PC7 > -0.7373306
## PC18 > -1.824607
## PC18 <= -0.7623823
## PC21 > -0.6936007
## PC27 <= 0.9879488
## PC44 <= 0.5817343
## PC55 <= 0.1513664
## PC61 <= -0.04999185
## PC65 > 0.3319795
## -> class 0\|3 [0.947]
##
## Rule 48/82: (16.6, lift 11.3)
## PC13 > 7.236558
## PC18 > 0.6226293
## PC34 <= -0.9182814
## PC93 <= -0.0705788
## -> class 0\|3 [0.946]
##
## Rule 48/83: (43.2/1.6, lift 11.3)
## PC2 > 2.231518
## PC7 > -0.7646611
## PC9 <= 0.1718769
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC36 > 1.656734
## -> class 0\|3 [0.942]
##
## Rule 48/84: (139.2/7.7, lift 11.2)
## PC1 <= -0.4544087
## PC4 > -8.261679
## PC10 > -5.760839
## PC11 > -0.03198645
## PC13 > -1.020367
## PC15 <= 0.787059
## PC18 <= -1.824607
## PC22 <= -0.4339666
## PC35 <= 0.5507866
## PC36 <= 1.091125
## PC57 <= 0.9057114
## PC63 <= 1.312647
## PC89 > 0.004038393
## PC91 <= 0.5696232
## PC97 <= 0.5421799
## -> class 0\|3 [0.939]
##
## Rule 48/85: (14.2, lift 11.2)
## PC7 <= -0.7646611
## PC18 <= -2.430627
## PC63 > 1.629891
## -> class 0\|3 [0.938]
##
## Rule 48/86: (53/2.4, lift 11.2)
## PC3 <= 1.640775
## PC4 > -6.9408
## PC7 <= -0.3942149
## PC11 > -0.03198645
## PC15 <= 0.787059
## PC18 <= -0.7623823
## PC26 <= 1.475225
## PC39 > -0.8742086
## PC42 <= 1.595751
## PC78 <= 2.492486
## PC97 > 0.5421799
## -> class 0\|3 [0.938]
##
## Rule 48/87: (75.2/3.8, lift 11.2)
## PC1 > -0.8129722
## PC3 <= 1.640775
## PC7 > -0.7373306
## PC9 <= -0.2624365
## PC16 > -0.5561298
## PC18 > -1.824607
## PC18 <= -0.7623823
## PC23 <= 1.226195
## PC43 <= 1.457431
## -> class 0\|3 [0.938]
##
## Rule 48/88: (61.8/3, lift 11.2)
## PC2 > 2.231518
## PC7 > -0.7646611
## PC10 > -5.760839
## PC16 > -0.5561298
## PC18 <= -0.7623823
## PC43 > 1.773609
## -> class 0\|3 [0.938]
##
## Rule 48/89: (13.7, lift 11.2)
## PC13 > 7.236558
## PC91 > 1.371692
## PC93 > -0.0705788
## -> class 0\|3 [0.936]
##
## Rule 48/90: (12.7, lift 11.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC9 > 0.5233031
## PC10 > -5.760839
## PC16 > -0.5561298
## PC18 > -1.824607
## PC18 <= 0.6226293
## PC21 > -0.6936007
## -> class 0\|3 [0.932]
##
## Rule 48/91: (11.9, lift 11.1)
## PC3 <= -5.374279
## PC7 > -0.7373306
## PC18 > -1.824607
## PC18 <= -0.7623823
## PC23 <= 1.226195
## PC32 > -1.787548
## PC43 <= 1.457431
## PC44 <= 0.5817343
## -> class 0\|3 [0.928]
##
## Rule 48/92: (35/1.9, lift 11.0)
## PC2 > 2.231518
## PC9 > -0.2624365
## PC18 > -1.824607
## PC18 <= 0.6226293
## PC21 > -0.6936007
## PC23 <= 1.226195
## PC27 <= 0.9879488
## PC43 <= 1.457431
## PC44 <= 0.5817343
## PC55 <= 0.1513664
## PC73 <= -1.313247
## -> class 0\|3 [0.923]
##
## Rule 48/93: (64/4.1, lift 11.0)
## PC11 > -0.03198645
## PC15 <= 0.787059
## PC18 <= -1.824607
## PC36 > 0.1685538
## PC78 <= 2.492486
## PC97 > 0.5421799
## -> class 0\|3 [0.922]
##
## Rule 48/94: (10.7, lift 11.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC16 > 1.823774
## PC18 > -0.7623823
## -> class 0\|3 [0.921]
##
## Rule 48/95: (8.6, lift 10.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC81 <= -2.504973
## -> class 0\|3 [0.906]
##
## Rule 48/96: (8.1, lift 10.8)
## PC2 > 2.231518
## PC7 > -0.7646611
## PC18 <= 0.6226293
## PC44 > 0.2002449
## PC78 > 2.492486
## PC85 <= -0.2875412
## -> class 0\|3 [0.900]
##
## Rule 48/97: (18.9/1.1, lift 10.8)
## PC2 > 2.231518
## PC7 > -0.7646611
## PC9 <= 0.1718769
## PC18 > -0.7623823
## PC18 <= 0.6226293
## PC33 <= 2.897988
## PC39 <= -1.583112
## -> class 0\|3 [0.900]
##
## Rule 48/98: (65.9/6.3, lift 10.7)
## PC3 <= 1.640775
## PC10 > -5.760839
## PC18 > -1.824607
## PC18 <= -0.7623823
## PC21 > -0.6936007
## PC23 <= 1.226195
## PC27 <= 0.9879488
## PC43 <= 1.457431
## PC55 <= 0.1513664
## PC60 > 0.4642164
## PC78 <= 2.492486
## PC100 <= 0.7863829
## -> class 0\|3 [0.893]
##
## Rule 48/99: (7, lift 10.6)
## PC11 > -0.03198645
## PC18 <= -1.824607
## PC26 <= 1.475225
## PC43 <= 1.457431
## PC78 <= 2.492486
## PC97 > 0.5421799
## PC98 > 1.041646
## -> class 0\|3 [0.889]
##
## Rule 48/100: (5.7, lift 10.4)
## PC7 > -0.7646611
## PC10 <= -5.760839
## PC18 <= -0.7623823
## PC54 <= -0.6845074
## -> class 0\|3 [0.870]
##
## Rule 48/101: (86.7/14.7, lift 9.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 <= -2.430627
## PC22 > 1.696119
## PC63 <= 1.629891
## -> class 0\|3 [0.823]
##
## Rule 48/102: (3.3, lift 9.7)
## PC10 <= -5.760839
## PC30 <= -4.280624
## -> class 0\|3 [0.810]
##
## Rule 48/103: (22.6/4.5, lift 9.3)
## PC2 > 2.231518
## PC18 > 0.6226293
## PC42 <= -3.903153
## -> class 0\|3 [0.776]
##
## Rule 48/104: (136.3, lift 23.2)
## PC1 > -0.2831207
## PC6 <= 7.471952
## PC15 <= -3.907995
## PC16 <= -2.557459
## -> class 1\|0 [0.993]
##
## Rule 48/105: (123.3/0.4, lift 23.1)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC7 > 2.829017
## PC10 <= 0.8569955
## PC16 > -2.557459
## PC44 <= 1.405561
## PC68 <= 1.052754
## -> class 1\|0 [0.989]
##
## Rule 48/106: (71.6, lift 23.1)
## PC3 > 1.640775
## PC8 > -3.618652
## PC16 <= 0.5655206
## PC22 > 0.1221173
## PC47 > -0.295758
## PC67 <= -0.5438395
## PC86 > -2.243445
## -> class 1\|0 [0.986]
##
## Rule 48/107: (88.2/0.4, lift 23.0)
## PC2 <= 2.231518
## PC16 <= -2.557459
## PC78 <= -0.2445637
## -> class 1\|0 [0.984]
##
## Rule 48/108: (57.5, lift 23.0)
## PC2 <= 2.231518
## PC7 > -8.080019
## PC16 <= -2.557459
## PC99 > 1.432967
## -> class 1\|0 [0.983]
##
## Rule 48/109: (81.6/0.5, lift 23.0)
## PC3 > 1.640775
## PC8 > -3.618652
## PC16 <= 0.5655206
## PC22 > 0.1221173
## PC47 > -0.295758
## PC51 > 0.07648648
## PC55 <= 0.4233073
## PC93 <= -0.4063965
## -> class 1\|0 [0.982]
##
## Rule 48/110: (43.8, lift 22.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC8 > -3.618652
## PC12 <= -0.7564321
## PC22 > 0.1221173
## PC51 > 0.07648648
## PC63 > -2.008443
## PC86 > -2.243445
## PC94 <= 0.07238812
## PC95 <= 0.3782978
## -> class 1\|0 [0.978]
##
## Rule 48/111: (99.9/1.7, lift 22.8)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC10 <= 0.08925983
## PC16 <= -2.557459
## -> class 1\|0 [0.974]
##
## Rule 48/112: (32.9/0.3, lift 22.5)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC18 > 0.1208674
## PC38 > 0.3228078
## -> class 1\|0 [0.962]
##
## Rule 48/113: (23.8, lift 22.5)
## PC2 > 2.231518
## PC3 > 1.640775
## PC41 > 0.4214479
## PC47 > -0.295758
## PC51 > 0.07648648
## PC95 <= 0.3782978
## -> class 1\|0 [0.961]
##
## Rule 48/114: (32.5/0.8, lift 22.2)
## PC1 > -0.2019541
## PC16 <= -2.557459
## PC95 <= -0.6146882
## PC99 <= 1.432967
## -> class 1\|0 [0.949]
##
## Rule 48/115: (17.6, lift 22.2)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC16 <= -2.557459
## PC40 <= -1.362599
## -> class 1\|0 [0.949]
##
## Rule 48/116: (16.2, lift 22.1)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC8 > -3.691019
## PC16 > -2.557459
## PC19 > -1.445436
## PC39 > 0.5540493
## PC44 > 0.2459966
## PC45 > -0.4300224
## PC68 <= 0.5907545
## -> class 1\|0 [0.945]
##
## Rule 48/117: (48.8/2, lift 22.0)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC8 > -3.691019
## PC16 > -2.557459
## PC16 <= 1.413509
## PC18 <= 0.1208674
## PC19 > -1.445436
## PC44 > 0.2459966
## PC45 > -0.4300224
## PC68 <= 0.5907545
## PC95 > -0.168121
## -> class 1\|0 [0.941]
##
## Rule 48/118: (103.7/6.1, lift 21.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC13 <= 0.1202108
## PC22 > 0.1221173
## PC30 <= 0.2182368
## PC47 > -0.295758
## PC51 > 0.07648648
## PC55 <= 0.4233073
## PC63 > -2.008443
## PC76 <= 0.2058626
## PC94 <= 0.07238812
## -> class 1\|0 [0.932]
##
## Rule 48/119: (9.4, lift 21.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC14 <= -1.673445
## -> class 1\|0 [0.912]
##
## Rule 48/120: (50/5.2, lift 20.6)
## PC2 > 2.231518
## PC3 > 1.640775
## PC8 > -3.618652
## PC13 <= 0.1202108
## PC30 > 0.2182368
## PC51 > 0.07648648
## PC54 <= 0.04245615
## PC55 <= 0.4233073
## PC61 <= 0.111269
## PC76 <= 0.2058626
## -> class 1\|0 [0.881]
##
## Rule 48/121: (146.3/18, lift 20.4)
## PC1 > -0.2831207
## PC6 <= 0.02855038
## PC11 <= -1.594386
## PC16 > -2.557459
## -> class 1\|0 [0.872]
##
## Rule 48/122: (3.2, lift 18.9)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC16 <= -2.557459
## PC83 > 0.5634667
## -> class 1\|0 [0.810]
##
## Rule 48/123: (47.8/9.3, lift 18.6)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC8 > -3.691019
## PC18 <= 0.1208674
## PC28 <= -0.4898288
## -> class 1\|0 [0.794]
##
## Rule 48/124: (15.1/5.6, lift 14.4)
## PC1 > -0.2019541
## PC3 > 0.282448
## PC18 > 0.1208674
## PC21 > 0.820407
## -> class 1\|0 [0.614]
##
## Rule 48/125: (117.3, lift 16.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 > 0.4240936
## PC16 <= 0.5655206
## PC34 > -0.3168284
## PC44 > -0.5376004
## PC51 <= 0.07648648
## -> class 1\|1 [0.992]
##
## Rule 48/126: (121.3, lift 16.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC44 > -0.5376004
## PC51 > -0.3344619
## PC51 <= 0.07648648
## PC84 > -0.5049585
## -> class 1\|1 [0.992]
##
## Rule 48/127: (90, lift 16.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC72 > -1.307414
## PC95 > 0.3782978
## -> class 1\|1 [0.989]
##
## Rule 48/128: (70.3, lift 16.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC22 > 0.1221173
## PC30 > 0.2182368
## PC41 <= 0.4214479
## PC61 > 0.111269
## PC93 > -0.4063965
## -> class 1\|1 [0.986]
##
## Rule 48/129: (68.3, lift 16.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC30 > 0.2182368
## PC54 > 0.04245615
## PC63 > -2.008443
## PC93 > -0.4063965
## -> class 1\|1 [0.986]
##
## Rule 48/130: (62, lift 16.8)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC8 > -3.691019
## PC16 > -2.557459
## PC16 <= 1.413509
## PC18 <= 0.1208674
## PC19 > -1.445436
## PC39 <= 0.5540493
## PC44 > 0.2459966
## PC45 > -0.4300224
## PC68 <= 0.5907545
## PC95 <= -0.168121
## -> class 1\|1 [0.984]
##
## Rule 48/131: (53.6, lift 16.8)
## PC3 > 1.640775
## PC8 > -3.618652
## PC16 <= 0.5655206
## PC63 <= -2.008443
## PC93 > -0.4063965
## -> class 1\|1 [0.982]
##
## Rule 48/132: (41.2, lift 16.6)
## PC1 > -0.2019541
## PC2 <= 2.231518
## PC3 > 0.282448
## PC18 > 0.1208674
## PC38 <= 0.3228078
## PC44 <= 1.405561
## PC60 <= -0.839197
## -> class 1\|1 [0.975]
##
## Rule 48/133: (48.8/0.3, lift 16.6)
## PC2 > 2.231518
## PC3 > 1.640775
## PC12 > -0.7564321
## PC16 <= 0.5655206
## PC22 > 0.1221173
## PC67 > -0.5438395
## PC76 > 0.2058626
## PC93 > -0.4063965
## -> class 1\|1 [0.975]
##
## Rule 48/134: (33.8, lift 16.6)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC47 > -0.295758
## PC55 > 0.4233073
## -> class 1\|1 [0.972]
##
## Rule 48/135: (35.5/0.1, lift 16.6)
## PC1 > -0.2019541
## PC2 > 1.296361
## PC7 <= 2.829017
## PC16 > -2.557459
## PC18 <= 0.1208674
## PC45 <= -0.4300224
## PC68 <= 0.5907545
## PC82 > -0.7688722
## -> class 1\|1 [0.970]
##
## Rule 48/136: (26.8, lift 16.5)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 > 0.02855038
## PC7 > 1.189706
## PC7 <= 2.829017
## PC16 > -2.557459
## PC18 <= 0.1208674
## PC19 > -0.6005948
## PC44 <= 0.2459966
## PC68 <= 0.5907545
## -> class 1\|1 [0.965]
##
## Rule 48/137: (22.7, lift 16.4)
## PC2 > 2.231518
## PC8 <= -3.618652
## PC51 > 0.07648648
## -> class 1\|1 [0.959]
##
## Rule 48/138: (20.9, lift 16.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC47 <= -0.295758
## PC51 > 0.07648648
## -> class 1\|1 [0.956]
##
## Rule 48/139: (62.2/2, lift 16.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC22 > 0.1221173
## PC93 > -0.4063965
## PC94 > 0.07238812
## -> class 1\|1 [0.953]
##
## Rule 48/140: (24.8/0.4, lift 16.2)
## PC2 > 2.231518
## PC3 > 1.640775
## PC12 > -0.7564321
## PC13 > 0.1202108
## PC16 <= 0.5655206
## PC67 > -0.5438395
## PC93 > -0.4063965
## -> class 1\|1 [0.946]
##
## Rule 48/141: (16, lift 16.1)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC22 <= 0.1221173
## PC51 > 0.07648648
## PC95 <= 0.3782978
## -> class 1\|1 [0.944]
##
## Rule 48/142: (287.7/17.2, lift 16.0)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC10 > 0.08925983
## PC15 > -3.907995
## PC16 <= -2.557459
## PC28 <= 0.2840581
## PC33 > -1.114879
## PC40 > -1.362599
## PC78 > -0.2445637
## PC83 <= 0.5634667
## PC95 > -0.6146882
## PC99 <= 1.432967
## -> class 1\|1 [0.937]
##
## Rule 48/143: (31.3/1.2, lift 15.9)
## PC1 > -0.2019541
## PC3 > 0.282448
## PC16 > -2.557459
## PC18 > 0.1208674
## PC19 > 0.8819153
## PC21 <= 0.820407
## PC38 <= 0.3228078
## -> class 1\|1 [0.934]
##
## Rule 48/144: (8.1, lift 15.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC86 <= -2.243445
## PC93 > -0.4063965
## -> class 1\|1 [0.901]
##
## Rule 48/145: (24.8/2.4, lift 14.9)
## PC2 <= 2.231518
## PC3 > 1.912505
## PC6 <= 0.02855038
## PC7 <= 2.829017
## PC16 > -2.557459
## PC16 <= 3.26421
## -> class 1\|1 [0.872]
##
## Rule 48/146: (63.3/10.1, lift 14.2)
## PC1 > -0.2831207
## PC7 <= 2.829017
## PC9 > 1.949768
## PC18 <= 0.1208674
## PC40 > 0.4116391
## PC44 <= 0.2459966
## PC45 > -0.4300224
## PC68 <= 0.5907545
## -> class 1\|1 [0.829]
##
## Rule 48/147: (22.9/3.3, lift 14.1)
## PC2 <= 2.231518
## PC7 > 2.829017
## PC8 <= 2.930057
## PC10 <= 0.8569955
## PC16 > -2.557459
## PC44 <= 1.405561
## PC68 > 1.052754
## -> class 1\|1 [0.829]
##
## Rule 48/148: (18.9/3.1, lift 13.8)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC7 > 2.829017
## PC10 > 0.8569955
## PC16 > -2.557459
## -> class 1\|1 [0.806]
##
## Rule 48/149: (49.2/9.4, lift 13.6)
## PC6 > 7.471952
## PC16 <= -2.557459
## -> class 1\|1 [0.797]
##
## Rule 48/150: (10.5/2.1, lift 12.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > 0.5655206
## PC58 <= -0.7329288
## -> class 1\|1 [0.756]
##
## Rule 48/151: (171.4/44.2, lift 12.6)
## PC1 > 7.712098
## PC6 <= 0.02855038
## PC7 <= 2.829017
## PC8 > -3.691019
## PC16 > -2.557459
## -> class 1\|1 [0.739]
##
## Rule 48/152: (35.2/11.7, lift 11.2)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC8 > -3.691019
## PC82 <= -0.7688722
## -> class 1\|1 [0.657]
##
## Rule 48/153: (20.5/9.2, lift 9.3)
## PC1 <= -0.2831207
## PC2 > -0.9809387
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC8 <= 1.146677
## PC36 > 0.09076007
## PC74 > -0.3609722
## -> class 1\|1 [0.546]
##
## Rule 48/154: (185, lift 15.2)
## PC1 > -0.2831207
## PC2 <= 1.296361
## PC6 > 0.02855038
## PC16 > -2.557459
## PC18 <= 0.1208674
## PC28 > -0.4898288
## PC45 <= -0.4300224
## PC68 <= 0.5907545
## -> class 1\|2 [0.995]
##
## Rule 48/155: (150.9, lift 15.1)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC7 <= 1.189706
## PC8 > -3.691019
## PC9 <= 1.949768
## PC14 <= 0.6645313
## PC18 <= 0.1208674
## PC55 > 0.6873013
## PC82 > -0.7688722
## -> class 1\|2 [0.993]
##
## Rule 48/156: (144.9, lift 15.1)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC7 > 1.189706
## PC7 <= 2.829017
## PC19 <= -0.6005948
## PC44 <= 0.2459966
## PC99 > -0.7262758
## -> class 1\|2 [0.993]
##
## Rule 48/157: (103.8, lift 15.1)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 > 0.02855038
## PC7 <= 1.189706
## PC8 > -3.691019
## PC9 <= 1.949768
## PC66 <= -0.3963193
## -> class 1\|2 [0.991]
##
## Rule 48/158: (101.1, lift 15.1)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC8 > -3.691019
## PC18 <= 0.1208674
## PC44 <= 0.2459966
## PC61 > 0.6979577
## PC82 > -0.7688722
## -> class 1\|2 [0.990]
##
## Rule 48/159: (86.4, lift 15.1)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC7 <= 2.829017
## PC8 > -3.691019
## PC9 <= 1.949768
## PC14 <= 0.6645313
## PC18 <= 0.1208674
## PC43 <= -1.319403
## PC68 > -2.484912
## -> class 1\|2 [0.989]
##
## Rule 48/160: (304.6/2.5, lift 15.1)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 > 0.02855038
## PC7 <= 2.829017
## PC8 > -3.691019
## PC11 <= 8.670343
## PC16 <= 5.583865
## PC18 <= 0.1208674
## PC28 > -0.4898288
## PC68 > 0.5907545
## PC82 > -0.7688722
## -> class 1\|2 [0.989]
##
## Rule 48/161: (77.4, lift 15.1)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC7 <= 2.829017
## PC8 > 2.191673
## PC9 <= 1.949768
## PC18 <= 0.1208674
## PC44 <= 1.405561
## PC100 > -0.004760643
## -> class 1\|2 [0.987]
##
## Rule 48/162: (144.7/1.2, lift 15.0)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 > 0.02855038
## PC7 <= 2.829017
## PC8 > -3.691019
## PC14 <= 0.6645313
## PC16 > -2.557459
## PC18 <= 0.1208674
## PC43 > -1.319403
## PC44 <= 0.2459966
## PC82 > -0.7688722
## PC84 > 0.1923653
## -> class 1\|2 [0.985]
##
## Rule 48/163: (47.2, lift 14.9)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC9 > 1.949768
## PC16 > -2.557459
## PC18 <= 0.1208674
## PC40 <= 0.4116391
## PC44 <= 0.2459966
## -> class 1\|2 [0.980]
##
## Rule 48/164: (39.8, lift 14.9)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC7 <= 2.829017
## PC16 > -2.557459
## PC19 <= -1.445436
## PC44 > 0.2459966
## PC86 > 0.01969295
## -> class 1\|2 [0.976]
##
## Rule 48/165: (32.8, lift 14.8)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC18 <= 0.1208674
## PC50 <= -0.8234235
## PC68 <= 0.5907545
## PC82 > -0.7688722
## -> class 1\|2 [0.971]
##
## Rule 48/166: (102/3.4, lift 14.6)
## PC1 > -0.2831207
## PC18 <= 0.1208674
## PC68 <= -2.484912
## -> class 1\|2 [0.958]
##
## Rule 48/167: (18.8, lift 14.5)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC7 <= 2.829017
## PC100 > -0.004760643
## PC100 <= 0.003668455
## -> class 1\|2 [0.952]
##
## Rule 48/168: (228.3/10.8, lift 14.5)
## PC2 > 2.231518
## PC3 > 1.640775
## PC10 > -0.5134947
## PC14 > -1.673445
## PC16 > 0.5655206
## PC16 <= 7.884744
## PC36 <= 0.04903745
## PC58 > -0.7329288
## -> class 1\|2 [0.949]
##
## Rule 48/169: (42.5/1.8, lift 14.3)
## PC1 > -0.2831207
## PC8 <= -3.691019
## PC19 <= -1.607163
## -> class 1\|2 [0.936]
##
## Rule 48/170: (17.8/0.4, lift 14.2)
## PC3 > 1.640775
## PC15 > -0.4111427
## PC16 > 0.5655206
## PC19 > -0.6807034
## PC36 > 0.04903745
## -> class 1\|2 [0.928]
##
## Rule 48/171: (11.2, lift 14.1)
## PC1 > -0.2831207
## PC7 > 1.051587
## PC7 <= 1.189706
## PC14 <= 0.6645313
## PC18 <= 0.1208674
## PC44 <= 0.2459966
## -> class 1\|2 [0.924]
##
## Rule 48/172: (32.1/1.8, lift 14.0)
## PC2 > 2.231518
## PC16 > 0.5655206
## PC19 <= -0.6807034
## -> class 1\|2 [0.919]
##
## Rule 48/173: (9.4, lift 13.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 <= 0.4240936
## PC16 <= 0.5655206
## PC51 <= -0.3344619
## -> class 1\|2 [0.912]
##
## Rule 48/174: (9.6/0.1, lift 13.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC51 <= 0.07648648
## PC84 <= -0.5049585
## -> class 1\|2 [0.904]
##
## Rule 48/175: (8.3, lift 13.8)
## PC1 > 7.712098
## PC6 <= 0.02855038
## PC28 > 0.2592985
## PC44 <= 1.405561
## -> class 1\|2 [0.903]
##
## Rule 48/176: (8, lift 13.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC44 <= -0.5376004
## PC51 <= 0.07648648
## -> class 1\|2 [0.900]
##
## Rule 48/177: (117.6/12.2, lift 13.6)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 > 0.02855038
## PC9 <= 1.949768
## PC39 > -0.0122786
## PC44 <= 0.2459966
## PC52 > 0.1482874
## PC100 > -0.004760643
## -> class 1\|2 [0.889]
##
## Rule 48/178: (6.1, lift 13.4)
## PC2 <= 2.231518
## PC6 <= 0.02855038
## PC7 <= 2.829017
## PC16 > 3.26421
## PC38 <= 0.1104617
## -> class 1\|2 [0.876]
##
## Rule 48/179: (5.1, lift 13.1)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC7 > 0.6238378
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC32 > 1.590739
## -> class 1\|2 [0.859]
##
## Rule 48/180: (4, lift 12.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= 0.5655206
## PC72 <= -1.307414
## -> class 1\|2 [0.833]
##
## Rule 48/181: (17.4/4.8, lift 10.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC34 <= -0.3168284
## PC51 <= -0.3344619
## -> class 1\|2 [0.700]
##
## Rule 48/182: (177.3/1.4, lift 15.9)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC7 <= 1.189706
## PC8 > -3.691019
## PC14 > 0.6645313
## PC16 > -2.557459
## PC18 <= 0.1208674
## PC44 <= 0.2459966
## PC45 > -0.4300224
## PC50 > -0.8234235
## PC61 <= 0.6979577
## PC66 > -0.3963193
## PC68 <= 0.5907545
## -> class 1\|3 [0.986]
##
## Rule 48/183: (59.2/0.1, lift 15.8)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 > 0.02855038
## PC7 <= 1.189706
## PC8 > -3.691019
## PC8 <= 2.191673
## PC18 <= 0.1208674
## PC39 <= -0.0122786
## PC44 <= 0.2459966
## PC55 <= 0.6873013
## PC68 <= 0.5907545
## PC84 <= 0.1923653
## PC100 > 0.003668455
## -> class 1\|3 [0.982]
##
## Rule 48/184: (64.8/0.9, lift 15.7)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 <= 0.02855038
## PC7 <= 2.829017
## PC16 > 3.26421
## PC38 > 0.1104617
## -> class 1\|3 [0.972]
##
## Rule 48/185: (128.7/3.8, lift 15.5)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC7 <= 1.051587
## PC8 > -3.691019
## PC9 <= 1.949768
## PC14 <= 0.6645313
## PC18 <= 0.1208674
## PC43 > -1.319403
## PC44 <= 0.2459966
## PC55 <= 0.6873013
## PC66 > -0.3963193
## PC68 > -2.484912
## PC68 <= 0.5907545
## PC100 <= -0.004760643
## -> class 1\|3 [0.963]
##
## Rule 48/186: (58.4/1.4, lift 15.5)
## PC1 > -0.2019541
## PC2 <= 2.231518
## PC3 > 0.282448
## PC6 > 0.02855038
## PC16 > -2.557459
## PC18 > 0.1208674
## PC19 <= 0.8819153
## PC21 <= 0.820407
## PC38 <= 0.3228078
## PC60 > -0.839197
## -> class 1\|3 [0.961]
##
## Rule 48/187: (12.5, lift 15.0)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 > 0.02855038
## PC7 > 1.189706
## PC16 > -2.557459
## PC44 <= 0.2459966
## PC68 <= 0.5907545
## PC99 <= -0.7262758
## -> class 1\|3 [0.931]
##
## Rule 48/188: (29.5/1.3, lift 15.0)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC16 > 5.583865
## PC68 > 0.5907545
## -> class 1\|3 [0.927]
##
## Rule 48/189: (90.3/6.1, lift 14.9)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC6 > 0.02855038
## PC7 <= 1.189706
## PC8 > -3.691019
## PC8 <= 2.191673
## PC18 <= 0.1208674
## PC44 <= 0.2459966
## PC50 > -0.8234235
## PC52 <= 0.1482874
## PC55 <= 0.6873013
## PC84 <= 0.1923653
## PC100 > 0.003668455
## -> class 1\|3 [0.923]
##
## Rule 48/190: (52/3.7, lift 14.7)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC19 <= -1.445436
## PC44 > 0.2459966
## PC45 > -0.4300224
## PC68 <= 0.5907545
## PC86 <= 0.01969295
## -> class 1\|3 [0.914]
##
## Rule 48/191: (194.5/20.2, lift 14.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 <= -0.4111427
## PC19 > -0.6807034
## PC36 > 0.04903745
## -> class 1\|3 [0.892]
##
## Rule 48/192: (38.2/3.4, lift 14.4)
## PC1 > -0.2831207
## PC6 > 0.02855038
## PC16 > 1.413509
## PC44 > 0.2459966
## PC45 > -0.4300224
## PC68 <= 0.5907545
## -> class 1\|3 [0.889]
##
## Rule 48/193: (12.7/0.7, lift 14.3)
## PC2 > 2.231518
## PC16 > 7.884744
## PC36 <= 0.04903745
## -> class 1\|3 [0.887]
##
## Rule 48/194: (3.9, lift 13.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC10 <= -0.5134947
## PC16 > 0.5655206
## PC36 <= 0.04903745
## -> class 1\|3 [0.829]
##
## Rule 48/195: (88.1/0.5, lift 12.7)
## PC8 > 2.293971
## PC11 > -0.9337804
## PC18 > -0.327332
## PC66 > -0.8373987
## PC84 > -0.5573153
## PC89 > 0.4955153
## -> class 2\|0 [0.983]
##
## Rule 48/196: (86.4/1.2, lift 12.5)
## PC1 <= -0.2831207
## PC2 > -0.9809387
## PC2 <= 2.231518
## PC8 > 1.146677
## PC24 <= 1.571487
## PC36 > 0.09076007
## PC74 > -0.3609722
## PC75 <= 0.9745336
## -> class 2\|0 [0.975]
##
## Rule 48/197: (74.5/1.3, lift 12.5)
## PC1 > -0.2831207
## PC1 <= 16.45006
## PC2 <= 2.231518
## PC5 <= 3.776605
## PC8 > -3.691019
## PC44 > 1.405561
## PC71 > -0.7803868
## -> class 2\|0 [0.970]
##
## Rule 48/198: (17.2, lift 12.2)
## PC1 > -0.2019541
## PC1 <= 7.712098
## PC3 <= 1.912505
## PC6 <= 0.02855038
## PC8 > 1.122945
## PC31 <= 0.3108672
## PC43 <= 0.9684905
## PC44 <= 1.405561
## -> class 2\|0 [0.948]
##
## Rule 48/199: (316.2/19.1, lift 12.1)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC18 > -0.327332
## PC19 <= -0.1023379
## PC23 <= 1.049265
## PC32 > 0.2402195
## PC52 <= 0.05123396
## PC66 > -0.8373987
## PC84 > -0.5573153
## -> class 2\|0 [0.937]
##
## Rule 48/200: (596.3/37.2, lift 12.0)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC11 > -0.9337804
## PC18 > -0.327332
## PC25 <= 0.2050813
## PC28 <= 0.1391531
## PC34 <= 0.4274137
## PC41 <= 1.662125
## PC60 > -0.2222995
## PC70 <= 0.155108
## PC84 > -0.5573153
## -> class 2\|0 [0.936]
##
## Rule 48/201: (13.3, lift 12.0)
## PC2 <= -0.9809387
## PC8 > 1.190092
## PC8 <= 2.293971
## PC11 > -0.7345745
## PC57 > 0.112213
## PC62 <= -1.460659
## -> class 2\|0 [0.934]
##
## Rule 48/202: (330.5/22.4, lift 12.0)
## PC8 > 2.293971
## PC11 > -0.9337804
## PC18 > -0.327332
## PC25 <= 0.2050813
## PC28 <= 0.1391531
## PC35 > 0.1892978
## PC41 <= 1.662125
## PC60 > -0.2222995
## PC70 <= 0.155108
## PC80 > -0.5746585
## -> class 2\|0 [0.930]
##
## Rule 48/203: (24.9/2.1, lift 11.4)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC11 > -0.9337804
## PC18 > -0.327332
## PC56 <= -0.3400541
## PC66 > -0.8373987
## PC70 > 0.155108
## PC84 > -0.5573153
## -> class 2\|0 [0.886]
##
## Rule 48/204: (135.1/15.4, lift 11.3)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC24 > 0.3545233
## PC24 <= 1.571487
## PC57 > 0.112213
## -> class 2\|0 [0.881]
##
## Rule 48/205: (1479.3/984, lift 4.3)
## PC1 > -0.2831207
## PC1 <= -0.2019541
## PC2 <= 2.231518
## -> class 2\|0 [0.335]
##
## Rule 48/206: (102.1, lift 10.3)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC11 <= -0.9337804
## -> class 2\|1 [0.990]
##
## Rule 48/207: (87.5, lift 10.3)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC8 > 0.2110176
## PC8 <= 1.524369
## PC12 > -1.945252
## PC20 > -0.2280973
## PC22 > -0.7427934
## PC31 > -1.120177
## PC55 <= 0.1142869
## PC57 <= 0.112213
## PC81 > -0.4734708
## -> class 2\|1 [0.989]
##
## Rule 48/208: (81.1, lift 10.3)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC56 > -0.3400541
## PC70 > 0.155108
## -> class 2\|1 [0.988]
##
## Rule 48/209: (70.8, lift 10.2)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC31 > -1.120177
## PC32 <= 0.9118518
## PC59 > 0.654796
## -> class 2\|1 [0.986]
##
## Rule 48/210: (118.6/0.8, lift 10.2)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC25 <= 0.2050813
## PC52 > 0.05123396
## PC60 <= -0.2222995
## -> class 2\|1 [0.985]
##
## Rule 48/211: (206.5/2.2, lift 10.2)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC19 > -0.1023379
## PC60 <= -0.2222995
## PC89 <= 0.4955153
## -> class 2\|1 [0.985]
##
## Rule 48/212: (75.8/0.3, lift 10.2)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC8 > 0.07614408
## PC8 <= 1.524369
## PC31 > -1.120177
## PC32 > 0.9118518
## PC47 > -0.1983162
## -> class 2\|1 [0.983]
##
## Rule 48/213: (51.1, lift 10.2)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC8 > 0.07614408
## PC8 <= 1.190092
## PC24 <= 0.3545233
## PC57 > 0.112213
## PC95 <= -0.114977
## -> class 2\|1 [0.981]
##
## Rule 48/214: (49.9, lift 10.2)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC8 > -3.691019
## PC16 <= 9.101321
## PC44 > 1.405561
## PC71 <= -0.7803868
## -> class 2\|1 [0.981]
##
## Rule 48/215: (44.3, lift 10.2)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC4 <= -0.4850174
## PC8 <= 2.293971
## -> class 2\|1 [0.978]
##
## Rule 48/216: (48.7/0.2, lift 10.1)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC66 <= -0.8373987
## -> class 2\|1 [0.977]
##
## Rule 48/217: (154.9/3.2, lift 10.1)
## PC1 <= -0.2831207
## PC7 <= 0.9507787
## PC8 > 0.2110176
## PC8 <= 2.293971
## PC12 > -1.945252
## PC20 > -0.2280973
## PC22 > -0.7427934
## PC27 > -0.2720846
## PC31 > -1.120177
## PC32 <= 0.9118518
## PC57 <= 0.112213
## PC81 > -0.4734708
## -> class 2\|1 [0.974]
##
## Rule 48/218: (34.1, lift 10.1)
## PC1 <= -0.2831207
## PC2 > -0.9809387
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC8 <= 2.293971
## PC74 <= -0.3609722
## -> class 2\|1 [0.972]
##
## Rule 48/219: (66.2/1, lift 10.1)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC18 <= -0.327332
## PC23 <= 1.049265
## PC24 <= 1.259521
## -> class 2\|1 [0.970]
##
## Rule 48/220: (26.8, lift 10.0)
## PC1 <= -0.2831207
## PC8 > 0.07614408
## PC19 <= -2.226498
## PC22 <= -0.7427934
## -> class 2\|1 [0.965]
##
## Rule 48/221: (25.5, lift 10.0)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC8 <= 1.190092
## PC24 <= 0.3545233
## PC57 > 0.112213
## PC63 <= -0.01178659
## PC80 > -0.101289
## -> class 2\|1 [0.964]
##
## Rule 48/222: (25.4, lift 10.0)
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC48 > 3.819473
## -> class 2\|1 [0.963]
##
## Rule 48/223: (91.4/2.6, lift 10.0)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC19 <= -0.1023379
## PC23 <= 1.049265
## PC25 <= 0.2050813
## PC32 <= 0.2402195
## PC60 <= -0.2222995
## -> class 2\|1 [0.961]
##
## Rule 48/224: (35/0.5, lift 10.0)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC84 <= -0.5573153
## -> class 2\|1 [0.960]
##
## Rule 48/225: (51.6/1.4, lift 9.9)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC8 > 0.07614408
## PC8 <= 2.293971
## PC20 <= -0.2280973
## PC24 <= 1.571487
## PC57 <= 0.112213
## PC85 > -1.58448
## -> class 2\|1 [0.955]
##
## Rule 48/226: (124.2/5.7, lift 9.8)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC8 > 0.07614408
## PC8 <= 2.293971
## PC12 > -2.154582
## PC13 > -0.05887304
## PC22 <= -0.7427934
## PC23 <= 2.378127
## PC28 <= 0.02350139
## PC31 > -1.120177
## PC47 <= 0.6756617
## PC50 > -0.6482503
## PC65 > -0.4527642
## PC74 > -0.590564
## PC77 > -0.3707917
## -> class 2\|1 [0.947]
##
## Rule 48/227: (49.4/2.3, lift 9.7)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC28 > 0.1391531
## -> class 2\|1 [0.936]
##
## Rule 48/228: (39.3/1.9, lift 9.7)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC34 > 0.4274137
## PC35 <= 0.1892978
## -> class 2\|1 [0.930]
##
## Rule 48/229: (67.6/3.9, lift 9.7)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC8 > 0.07614408
## PC8 <= 1.190092
## PC24 <= 0.3545233
## PC57 > 0.112213
## PC63 > -0.01178659
## -> class 2\|1 [0.929]
##
## Rule 48/230: (71/4.4, lift 9.6)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC4 <= -0.3666233
## PC8 > -2.366995
## PC28 > 0.07878262
## PC57 > -0.0158885
## -> class 2\|1 [0.926]
##
## Rule 48/231: (11.4, lift 9.6)
## PC1 > -0.2831207
## PC1 <= -0.2019541
## PC2 <= 2.231518
## PC8 > -1.658778
## PC28 <= 0.009741588
## PC87 <= -0.2287902
## -> class 2\|1 [0.925]
##
## Rule 48/232: (265.5/19.8, lift 9.6)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC7 > 0.1452274
## PC8 > 1.524369
## PC8 <= 2.293971
## PC24 <= 1.571487
## PC40 > -1.442553
## PC57 <= 0.112213
## PC70 <= 0.2935769
## -> class 2\|1 [0.922]
##
## Rule 48/233: (41.2/2.6, lift 9.5)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC18 > -0.327332
## PC25 > 0.2050813
## -> class 2\|1 [0.917]
##
## Rule 48/234: (8.7, lift 9.4)
## PC1 > -0.2019541
## PC1 <= 7.712098
## PC6 <= 0.02855038
## PC7 <= 2.829017
## PC8 > -3.691019
## PC16 <= 3.26421
## PC31 > 0.3108672
## PC44 <= 1.405561
## -> class 2\|1 [0.906]
##
## Rule 48/235: (134/15.6, lift 9.1)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC8 > 1.190092
## PC8 <= 2.293971
## PC11 > -0.7345745
## PC24 <= 0.3545233
## PC57 > 0.112213
## PC62 > -1.460659
## -> class 2\|1 [0.878]
##
## Rule 48/236: (10.7/0.6, lift 9.1)
## PC1 <= -0.2831207
## PC2 > -0.9809387
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC75 > 0.9745336
## -> class 2\|1 [0.874]
##
## Rule 48/237: (38.5/4.8, lift 8.9)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC7 <= 0.6238378
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC19 > -3.647172
## PC32 > 1.590739
## PC41 <= 4.386878
## -> class 2\|1 [0.857]
##
## Rule 48/238: (22.3/2.5, lift 8.9)
## PC1 <= -0.2831207
## PC8 > 2.293971
## PC41 > 1.662125
## PC70 <= 0.155108
## -> class 2\|1 [0.856]
##
## Rule 48/239: (11/1.3, lift 8.6)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC4 <= 0.06447037
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC10 <= 0.0131954
## PC28 > 0.07878262
## -> class 2\|1 [0.824]
##
## Rule 48/240: (23.6/3.7, lift 8.5)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC4 <= 0.06447037
## PC8 > -1.551133
## PC8 <= 0.07614408
## PC28 > 0.07878262
## PC59 <= -0.6643222
## PC97 <= 0.4459717
## -> class 2\|1 [0.817]
##
## Rule 48/241: (27.8/5.2, lift 8.2)
## PC8 > 2.293971
## PC11 > -0.9337804
## PC23 <= 1.049265
## PC34 > 0.4274137
## PC80 <= -0.5746585
## -> class 2\|1 [0.792]
##
## Rule 48/242: (19/5.6, lift 7.1)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC24 <= -0.2445945
## PC43 > -1.343211
## PC57 <= -0.0158885
## PC64 <= -0.1138732
## -> class 2\|1 [0.685]
##
## Rule 48/243: (58.5/18.3, lift 7.1)
## PC2 <= 2.231518
## PC8 > -2.366995
## PC32 <= 1.590739
## PC57 <= -0.0158885
## PC71 > 1.938841
## -> class 2\|1 [0.680]
##
## Rule 48/244: (40.3/15.2, lift 6.4)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC45 > 0.326501
## PC57 <= -0.0158885
## PC71 <= 1.938841
## -> class 2\|1 [0.617]
##
## Rule 48/245: (25.2/10.2, lift 6.1)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC66 > 0.7005113
## PC96 <= -1.055575
## -> class 2\|1 [0.587]
##
## Rule 48/246: (22.2/10.1, lift 5.6)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC3 <= -1.644617
## PC8 <= 0.07614408
## PC57 <= -0.0158885
## -> class 2\|1 [0.540]
##
## Rule 48/247: (615.9/303.7, lift 5.3)
## PC3 <= 0.282448
## PC6 > 0.02855038
## PC8 > 0.1080783
## PC16 > -2.557459
## PC18 > 0.1208674
## -> class 2\|1 [0.507]
##
## Rule 48/248: (166, lift 9.7)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 <= 1.524369
## PC19 > -2.226498
## PC22 <= -0.7427934
## PC32 <= 0.9118518
## PC57 <= 0.112213
## PC77 <= -0.3707917
## -> class 2\|2 [0.994]
##
## Rule 48/249: (89/0.2, lift 9.6)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC10 > -0.3745408
## PC16 > -0.2373615
## PC18 <= 0.04163619
## PC28 <= 0.07878262
## PC29 <= 0.2775553
## PC44 <= 0.4351138
## PC57 > -0.0158885
## PC61 > -1.368109
## PC63 > -0.3677786
## PC64 <= 1.155266
## PC78 > -0.3512403
## -> class 2\|2 [0.987]
##
## Rule 48/250: (57.3, lift 9.6)
## PC1 > -0.2831207
## PC1 <= 7.712098
## PC2 <= 2.231518
## PC6 <= 0.02855038
## PC7 > 0.421838
## PC7 <= 2.829017
## PC8 <= 1.122945
## PC16 <= 3.26421
## PC31 <= 0.3108672
## PC43 <= 0.9684905
## -> class 2\|2 [0.983]
##
## Rule 48/251: (107.9/0.8, lift 9.6)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC10 > -0.3745408
## PC16 > -0.2373615
## PC26 > 0.5737309
## PC28 <= 0.07878262
## PC29 <= 0.2775553
## PC32 <= 1.590739
## PC44 <= 0.4351138
## PC57 > -0.0158885
## PC61 > -1.368109
## PC63 > -0.3677786
## PC66 <= 0.7005113
## PC78 > -0.3512403
## PC85 <= 0.8082542
## -> class 2\|2 [0.983]
##
## Rule 48/252: (40.1, lift 9.5)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC7 > 0.9507787
## PC8 <= 1.524369
## PC20 > -0.2280973
## PC22 > -0.7427934
## PC32 <= 0.9118518
## PC81 > -0.4734708
## -> class 2\|2 [0.976]
##
## Rule 48/253: (148.9/2.9, lift 9.5)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC3 <= -0.003932531
## PC8 > -2.228738
## PC8 <= 0.07614408
## PC10 > -0.3745408
## PC16 > -0.2373615
## PC28 <= 0.07878262
## PC32 <= 1.590739
## PC44 <= 0.4351138
## PC57 > -0.0158885
## PC61 > -1.368109
## PC63 > -0.3677786
## PC64 <= 1.155266
## PC74 <= 0.2588171
## PC78 > -0.3512403
## -> class 2\|2 [0.974]
##
## Rule 48/254: (33, lift 9.5)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC23 > 2.378127
## -> class 2\|2 [0.971]
##
## Rule 48/255: (18.9, lift 9.3)
## PC1 <= -0.2831207
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC32 > 1.590739
## PC41 > 4.386878
## -> class 2\|2 [0.952]
##
## Rule 48/256: (35.2/0.8, lift 9.3)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC39 > 0.2899753
## PC43 <= -0.218724
## PC64 > 0.2399279
## -> class 2\|2 [0.952]
##
## Rule 48/257: (65.5/3.8, lift 9.0)
## PC1 <= -0.2831207
## PC4 > -0.3666233
## PC4 <= 0.06447037
## PC8 > -1.551133
## PC8 <= 0.07614408
## PC10 > 0.0131954
## PC28 > 0.07878262
## PC57 > -0.0158885
## PC59 > -0.6643222
## PC97 <= 0.4459717
## -> class 2\|2 [0.929]
##
## Rule 48/258: (32.3/1.5, lift 9.0)
## PC8 > -3.440398
## PC8 <= -2.366995
## PC26 > 2.588871
## PC43 <= -0.218724
## PC71 > -0.3712391
## -> class 2\|2 [0.926]
##
## Rule 48/259: (67.9/4.6, lift 9.0)
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC9 > 10.24004
## PC28 <= 0.07878262
## PC32 <= 1.590739
## -> class 2\|2 [0.920]
##
## Rule 48/260: (11.8/0.4, lift 8.8)
## PC2 <= 2.231518
## PC7 > -0.7966253
## PC8 <= -2.366995
## PC30 <= 0.1066367
## PC57 > -0.2461746
## PC71 <= -0.3712391
## PC92 > 0.3747213
## -> class 2\|2 [0.902]
##
## Rule 48/261: (27.4/2.5, lift 8.6)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC30 > 0.1066367
## PC38 > 0.198645
## PC71 <= -0.3712391
## -> class 2\|2 [0.883]
##
## Rule 48/262: (44.6/5, lift 8.5)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > 0.07614408
## PC8 <= 1.190092
## PC20 <= -0.1537103
## PC24 <= 1.571487
## PC63 <= -0.01178659
## PC80 <= -0.101289
## PC95 > -0.114977
## -> class 2\|2 [0.871]
##
## Rule 48/263: (100.2/12.3, lift 8.5)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC90 > 1.184115
## -> class 2\|2 [0.870]
##
## Rule 48/264: (28.9/12.5, lift 5.5)
## PC1 <= -0.2831207
## PC8 > 1.190092
## PC8 <= 2.293971
## PC11 <= -0.7345745
## PC57 > 0.112213
## -> class 2\|2 [0.562]
##
## Rule 48/265: (794.3/354.2, lift 5.4)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC8 > 0.07614408
## PC8 <= 1.524369
## PC57 <= 0.112213
## -> class 2\|2 [0.554]
##
## Rule 48/266: (4077.2/2764.9, lift 3.1)
## PC1 <= -0.2831207
## PC2 <= -0.9809387
## PC57 <= 0.112213
## -> class 2\|2 [0.322]
##
## Rule 48/267: (153.1, lift 7.8)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC9 <= 4.0182
## PC43 > -0.218724
## PC96 > 0.2911013
## -> class 2\|3 [0.994]
##
## Rule 48/268: (197.3/1, lift 7.8)
## PC2 <= 2.231518
## PC8 > -5.732341
## PC8 <= -2.366995
## PC15 > 0.8615877
## PC19 > -2.918869
## PC43 > -0.218724
## PC71 > -0.3712391
## -> class 2\|3 [0.990]
##
## Rule 48/269: (95.4, lift 7.8)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 <= 0.07614408
## PC9 <= 4.0182
## PC15 <= 0.8615877
## PC27 > 0.3540703
## PC78 <= -0.1149013
## PC85 <= 0.8031798
## -> class 2\|3 [0.990]
##
## Rule 48/270: (92.5, lift 7.8)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC43 > -0.218724
## PC85 <= 0.8031798
## PC94 > 0.7989936
## -> class 2\|3 [0.989]
##
## Rule 48/271: (74.2, lift 7.8)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC15 <= 0.8615877
## PC27 > -0.1151797
## PC71 > -0.3712391
## PC82 > 0.1592401
## -> class 2\|3 [0.987]
##
## Rule 48/272: (61.8, lift 7.8)
## PC2 <= 2.231518
## PC7 > -0.7966253
## PC8 <= -2.366995
## PC30 <= 0.1066367
## PC57 > -0.2461746
## PC71 <= -0.3712391
## PC92 <= 0.3747213
## -> class 2\|3 [0.984]
##
## Rule 48/273: (283.3/5.2, lift 7.7)
## PC1 <= -0.2831207
## PC7 <= -0.7966253
## PC8 <= -2.366995
## PC20 <= 0.8054562
## PC30 <= 0.1066367
## PC55 <= 1.434774
## PC71 <= -0.3712391
## -> class 2\|3 [0.978]
##
## Rule 48/274: (43.4, lift 7.7)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC47 > -0.4411531
## PC78 <= -0.1149013
## PC85 <= 0.8031798
## PC92 > 0.1642389
## PC96 <= 0.2911013
## -> class 2\|3 [0.978]
##
## Rule 48/275: (40.4, lift 7.7)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC37 <= -0.5306957
## PC43 <= -0.218724
## PC56 > -0.110847
## -> class 2\|3 [0.976]
##
## Rule 48/276: (133.7/2.2, lift 7.7)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC9 <= 4.0182
## PC13 <= 0.5263308
## PC47 > -0.4411531
## PC54 <= -0.2333596
## PC63 <= 0.2285535
## PC71 > -0.3712391
## PC72 <= 0.5798987
## PC85 <= 0.8031798
## -> class 2\|3 [0.976]
##
## Rule 48/277: (38.4, lift 7.7)
## PC1 <= -0.2831207
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC19 <= -3.647172
## PC95 <= 0.1109738
## -> class 2\|3 [0.975]
##
## Rule 48/278: (39, lift 7.7)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 <= 0.07614408
## PC17 <= -0.4170254
## PC28 <= 0.07878262
## PC29 > 0.2775553
## PC57 > -0.0158885
## PC75 <= 0.3043314
## -> class 2\|3 [0.975]
##
## Rule 48/279: (54.4/0.6, lift 7.7)
## PC3 > -1.644617
## PC8 <= 0.07614408
## PC12 > 4.87245
## PC32 <= 1.590739
## PC57 <= -0.0158885
## PC71 <= 1.938841
## -> class 2\|3 [0.972]
##
## Rule 48/280: (27.4, lift 7.6)
## PC8 <= -3.440398
## PC26 > 2.588871
## PC43 <= -0.218724
## -> class 2\|3 [0.966]
##
## Rule 48/281: (95.1/2.4, lift 7.6)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC19 <= 1.218769
## PC30 <= 0.2335071
## PC43 > -1.343211
## PC45 <= 0.326501
## PC57 <= -0.0158885
## PC64 <= -0.1138732
## PC71 <= 1.938841
## PC80 <= 0.5475113
## -> class 2\|3 [0.965]
##
## Rule 48/282: (26.1, lift 7.6)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC10 <= -0.3745408
## PC57 > -0.0158885
## PC68 > -1.684524
## -> class 2\|3 [0.964]
##
## Rule 48/283: (345.6/13.8, lift 7.6)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC9 <= 10.24004
## PC15 > -1.224923
## PC28 <= 0.07878262
## PC29 <= 0.2775553
## PC44 > 0.4351138
## PC56 <= 0.3141276
## PC57 > -0.0158885
## PC68 > -1.684524
## PC90 <= 1.184115
## -> class 2\|3 [0.957]
##
## Rule 48/284: (78.2/2.5, lift 7.5)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC28 <= 0.07878262
## PC44 <= 0.4351138
## PC57 > -0.0158885
## PC63 <= -0.3677786
## PC66 <= 0.7005113
## PC90 <= 1.184115
## -> class 2\|3 [0.956]
##
## Rule 48/285: (22.6/0.4, lift 7.5)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC24 > 1.571487
## -> class 2\|3 [0.945]
##
## Rule 48/286: (48.3/2.7, lift 7.3)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC37 > -0.5306957
## PC39 > 0.2899753
## PC64 <= 0.2399279
## PC71 > -0.3712391
## -> class 2\|3 [0.927]
##
## Rule 48/287: (82.3/5.5, lift 7.3)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC9 <= 4.0182
## PC13 <= 0.5263308
## PC15 <= 0.8615877
## PC43 > -0.218724
## PC47 > -0.4411531
## PC72 <= 0.5798987
## PC78 > -0.1149013
## -> class 2\|3 [0.923]
##
## Rule 48/288: (270.5/22.5, lift 7.2)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC26 <= 2.588871
## PC37 > -0.5306957
## PC39 <= 0.2899753
## PC43 <= -0.218724
## PC51 <= 0.637553
## PC71 > -0.3712391
## -> class 2\|3 [0.914]
##
## Rule 48/289: (8.2, lift 7.1)
## PC1 <= -0.2831207
## PC3 > -1.644617
## PC8 > -2.366995
## PC8 <= -1.525338
## PC56 <= -0.137911
## PC57 <= -0.0158885
## PC64 > -0.1138732
## PC71 <= 1.938841
## -> class 2\|3 [0.898]
##
## Rule 48/290: (6.2, lift 6.9)
## PC1 <= -0.2831207
## PC8 <= 0.07614408
## PC9 <= -4.402143
## PC32 <= 1.590739
## PC57 <= -0.0158885
## -> class 2\|3 [0.878]
##
## Rule 48/291: (31.4/5.4, lift 6.4)
## PC2 <= 2.231518
## PC8 <= 0.07614408
## PC32 <= 1.590739
## PC57 <= -0.0158885
## PC71 <= 1.938841
## PC94 > 1.306498
## -> class 2\|3 [0.808]
##
## Rule 48/292: (27.8/5.5, lift 6.2)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 <= 0.07614408
## PC9 <= 10.24004
## PC28 <= 0.07878262
## PC29 <= -0.2631929
## PC32 <= 1.590739
## PC90 <= 1.184115
## -> class 2\|3 [0.782]
##
## Rule 48/293: (12503.6/9977.8, lift 1.6)
## PC2 <= 2.231518
## -> class 2\|3 [0.202]
##
## Rule 48/294: (169.8/0.2, lift 19.0)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC43 > -0.218724
## PC45 <= 0.1304068
## PC47 <= -0.4411531
## PC71 > -0.3712391
## PC94 <= 0.7989936
## PC96 <= 0.2911013
## -> class 2\|4 [0.993]
##
## Rule 48/295: (79, lift 18.9)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 <= -2.366995
## PC13 > 0.5263308
## -> class 2\|4 [0.988]
##
## Rule 48/296: (69.8/0.3, lift 18.7)
## PC8 <= -2.366995
## PC9 > 4.0182
## PC15 <= 0.8615877
## PC43 > -0.218724
## PC54 > -0.6103426
## PC71 > -0.3712391
## PC94 <= 0.7989936
## -> class 2\|4 [0.982]
##
## Rule 48/297: (42/0.2, lift 18.5)
## PC2 <= 2.231518
## PC8 <= -2.366995
## PC15 <= 0.8615877
## PC43 > -0.218724
## PC47 > -0.4411531
## PC63 <= 0.2285535
## PC71 > -0.3712391
## PC72 > 0.5798987
## PC96 <= 0.2911013
## -> class 2\|4 [0.972]
##
## Rule 48/298: (266.8/7.1, lift 18.5)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC43 > -0.218724
## PC63 > 0.2285535
## PC71 > -0.3712391
## PC85 <= 0.8031798
## PC94 <= 0.7989936
## PC96 <= 0.2911013
## -> class 2\|4 [0.970]
##
## Rule 48/299: (90.3/2, lift 18.5)
## PC1 > -0.2831207
## PC2 <= 2.231518
## PC8 <= -3.691019
## PC26 <= 1.987707
## PC79 <= -0.4246424
## -> class 2\|4 [0.968]
##
## Rule 48/300: (28.3, lift 18.5)
## PC8 <= -2.366995
## PC9 <= 4.0182
## PC43 > -0.218724
## PC71 > -0.3712391
## PC77 > 1.170201
## PC93 <= 0.4428455
## PC96 <= 0.2911013
## -> class 2\|4 [0.967]
##
## Rule 48/301: (107.4/4.6, lift 18.1)
## PC8 <= -2.366995
## PC13 <= 0.5263308
## PC15 <= 0.8615877
## PC43 > -0.218724
## PC71 > -0.3712391
## PC85 > 0.8031798
## -> class 2\|4 [0.949]
##
## Rule 48/302: (16.4, lift 18.1)
## PC1 <= -0.2831207
## PC8 > -2.366995
## PC19 <= -3.647172
## PC95 > 0.1109738
## -> class 2\|4 [0.946]
##
## Rule 48/303: (172.9/8.8, lift 18.0)
## PC8 <= -2.366995
## PC15 <= 0.8615877
## PC27 > -0.1151797
## PC27 <= 0.3540703
## PC43 > -0.218724
## PC47 > -0.4411531
## PC54 > -0.2333596
## PC57 <= 0.7080244
## PC78 <= -0.1149013
## PC82 <= 0.1592401
## PC92 <= 0.1642389
## PC93 <= 0.4428455
## PC94 <= 0.7989936
## PC96 <= 0.1520403
## -> class 2\|4 [0.944]
##
## Rule 48/304: (13.9, lift 17.9)
## PC1 > -0.2831207
## PC37 <= -8.11674
## -> class 2\|4 [0.937]
##
## Rule 48/305: (10.6, lift 17.5)
## PC8 <= -5.732341
## PC15 > 0.8615877
## PC43 > -0.218724
## PC71 > -0.3712391
## -> class 2\|4 [0.918]
##
## Rule 48/306: (28.3/3.2, lift 16.4)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC9 <= 10.24004
## PC17 > -0.4170254
## PC28 <= 0.07878262
## PC29 > 0.2775553
## PC57 > -0.0158885
## -> class 2\|4 [0.861]
##
## Rule 48/307: (32/4, lift 16.3)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC37 <= -0.5306957
## PC43 <= -0.218724
## PC56 <= -0.110847
## PC71 > -0.3712391
## -> class 2\|4 [0.854]
##
## Rule 48/308: (21.3/3.8, lift 15.1)
## PC1 <= -0.2831207
## PC2 <= 2.231518
## PC8 > -2.366995
## PC8 <= 0.07614408
## PC28 <= -0.007667756
## PC57 > -0.0158885
## PC66 > 0.7005113
## -> class 2\|4 [0.793]
##
## Rule 48/309: (26.4/6.4, lift 14.1)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC51 > 0.637553
## PC71 > -0.3712391
## -> class 2\|4 [0.737]
##
## Rule 48/310: (13.1/4.1, lift 12.6)
## PC1 > -0.2831207
## PC1 <= -0.2019541
## PC8 <= -1.658778
## -> class 2\|4 [0.660]
##
## Rule 48/311: (15.2/6.5, lift 10.8)
## PC1 <= -0.2831207
## PC8 <= -2.366995
## PC55 > 1.434774
## PC71 <= -0.3712391
## -> class 2\|4 [0.565]
##
## Default class: 2\|3
##
## ----- Trial 49: -----
##
## Rules:
##
## Rule 49/1: (163.7, lift 15.3)
## PC1 > -0.6850256
## PC3 > -3.875832
## PC13 <= 7.792017
## PC18 > 1.682558
## PC25 <= 1.076158
## PC30 > -3.190067
## PC34 > 2.09453
## PC56 <= 1.508958
## -> class 0\|0 [0.994]
##
## Rule 49/2: (133.1, lift 15.2)
## PC5 > -0.6053849
## PC13 > -5.147082
## PC13 <= 0.1231804
## PC18 > 2.098551
## PC26 <= 0.4966734
## PC41 > -0.1666692
## PC45 <= 1.438486
## PC67 <= -0.03342752
## PC76 <= -0.1423236
## PC81 <= 0.7577374
## -> class 0\|0 [0.993]
##
## Rule 49/3: (110.6, lift 15.2)
## PC13 <= 7.792017
## PC18 > 2.703638
## PC22 > 1.190171
## PC30 > -3.190067
## PC69 <= 3.342809
## PC75 <= 0.2964051
## PC81 <= 1.26251
## PC82 <= 0.2518968
## PC87 <= 1.030551
## -> class 0\|0 [0.991]
##
## Rule 49/4: (114.2/0.3, lift 15.2)
## PC1 > -0.6850256
## PC13 <= 0.1231804
## PC18 > 1.682558
## PC25 <= 1.076158
## PC52 <= 2.275688
## PC56 <= 1.508958
## PC87 <= 1.030551
## PC92 <= -0.8079717
## -> class 0\|0 [0.989]
##
## Rule 49/5: (154.9/3.7, lift 14.9)
## PC1 <= -0.3801132
## PC2 > 2.5099
## PC3 > -1.631858
## PC13 <= 0.8367534
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC24 > -0.1711694
## PC50 <= 0.2330985
## PC59 <= 0.9801084
## PC70 > -0.7903281
## PC76 <= 0.6999621
## PC78 > -0.1723857
## -> class 0\|0 [0.970]
##
## Rule 49/6: (313.6/8.4, lift 14.9)
## PC1 > -0.6850256
## PC5 > -0.6053849
## PC13 <= 0.1231804
## PC18 > 1.682558
## PC34 > -2.857085
## PC41 > -0.1666692
## PC45 <= 1.438486
## PC52 <= 2.275688
## PC58 > -1.082893
## PC67 > -0.03342752
## PC95 <= 0.8596638
## PC100 <= 0.7746718
## -> class 0\|0 [0.970]
##
## Rule 49/7: (29.7, lift 14.9)
## PC1 > -0.6850256
## PC13 > 0.1231804
## PC13 <= 7.792017
## PC18 > 1.682558
## PC34 <= 2.09453
## PC46 <= -0.3186564
## -> class 0\|0 [0.968]
##
## Rule 49/8: (60.4/1.3, lift 14.8)
## PC2 > 2.5099
## PC13 > -5.147082
## PC18 > 1.682558
## PC25 <= 1.076158
## PC42 > 2.354786
## PC69 <= 3.342809
## -> class 0\|0 [0.962]
##
## Rule 49/9: (117.5/4.7, lift 14.6)
## PC1 > -0.6850256
## PC14 <= -0.2438443
## PC18 > -0.3695138
## PC20 <= -2.141634
## PC30 <= 0.2418079
## PC59 > -0.5361488
## PC81 <= 0.7577374
## PC82 > -0.3476017
## -> class 0\|0 [0.953]
##
## Rule 49/10: (28.3/0.8, lift 14.4)
## PC1 <= -0.6850256
## PC2 > 2.5099
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > 1.682558
## PC25 <= 1.076158
## PC69 <= 3.342809
## PC75 > 0.2964051
## PC81 <= 1.26251
## -> class 0\|0 [0.941]
##
## Rule 49/11: (12.9, lift 14.3)
## PC1 <= -0.6850256
## PC2 > 2.5099
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > 1.682558
## PC25 <= -1.050508
## PC69 <= 3.342809
## PC81 <= 1.26251
## PC87 <= 1.030551
## -> class 0\|0 [0.933]
##
## Rule 49/12: (36/1.6, lift 14.3)
## PC2 > 2.5099
## PC13 <= 7.792017
## PC18 > 1.682558
## PC22 <= 1.190171
## PC34 > -2.857085
## PC55 > 0.5645977
## PC83 > -4.296821
## PC87 <= 1.030551
## -> class 0\|0 [0.930]
##
## Rule 49/13: (23.2/0.8, lift 14.2)
## PC13 > -5.147082
## PC18 > -0.3695138
## PC25 <= 1.076158
## PC30 > 4.67222
## PC34 > -2.857085
## PC69 <= 3.342809
## PC75 <= 0.2964051
## -> class 0\|0 [0.928]
##
## Rule 49/14: (10.3, lift 14.1)
## PC13 <= -5.147082
## PC30 > -3.190067
## PC45 <= 4.755146
## PC86 > 1.808386
## -> class 0\|0 [0.919]
##
## Rule 49/15: (33.6/2, lift 14.0)
## PC1 <= -0.6850256
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > 1.682558
## PC25 <= 1.076158
## PC31 > -0.03541245
## PC53 > 1.098413
## PC69 <= 3.342809
## PC81 <= 1.26251
## -> class 0\|0 [0.914]
##
## Rule 49/16: (77.4/8.9, lift 13.4)
## PC1 > -0.6850256
## PC13 > 0.1231804
## PC18 > 1.682558
## PC20 > 3.522162
## PC81 <= 1.26251
## -> class 0\|0 [0.875]
##
## Rule 49/17: (161.6/30.9, lift 12.3)
## PC8 > 0.2321601
## PC18 > 1.682558
## PC30 <= 4.67222
## -> class 0\|0 [0.805]
##
## Rule 49/18: (206.9, lift 12.3)
## PC1 <= -0.6850256
## PC8 <= 0.2321601
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > 1.682558
## PC22 <= 1.190171
## PC31 <= -0.03541245
## PC34 > -2.857085
## PC42 <= 2.354786
## PC55 <= 0.5645977
## PC75 <= 0.2964051
## -> class 0\|1 [0.995]
##
## Rule 49/19: (85.4, lift 12.2)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC8 > 0.1303017
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC40 > -0.8743591
## PC93 <= 0.6614435
## -> class 0\|1 [0.989]
##
## Rule 49/20: (89, lift 12.2)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC76 > 0.6999621
## -> class 0\|1 [0.989]
##
## Rule 49/21: (85.4, lift 12.2)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC8 <= 0.1303017
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > -0.2267651
## PC18 <= 1.682558
## PC25 > -1.285631
## PC40 > -0.8743591
## PC71 <= 0.9618047
## PC76 <= -0.802922
## PC96 <= 1.183383
## -> class 0\|1 [0.988]
##
## Rule 49/22: (72.9, lift 12.2)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC50 > 0.2330985
## PC68 > -0.05270654
## -> class 0\|1 [0.987]
##
## Rule 49/23: (54.2, lift 12.1)
## PC18 > 1.682558
## PC34 > -2.857085
## PC34 <= 2.09453
## PC45 > 1.438486
## PC87 <= 1.030551
## PC92 > -0.8079717
## PC95 <= 0.8596638
## -> class 0\|1 [0.982]
##
## Rule 49/24: (52.8, lift 12.1)
## PC2 > 2.5099
## PC13 > -5.147082
## PC18 > 1.682558
## PC69 > 3.342809
## PC81 <= 1.26251
## PC83 > -4.296821
## -> class 0\|1 [0.982]
##
## Rule 49/25: (43.3, lift 12.1)
## PC5 > -0.6053849
## PC13 <= 0.1231804
## PC18 > 1.682558
## PC26 > 0.4966734
## PC41 > -0.1666692
## PC67 <= -0.03342752
## PC95 <= 0.8596638
## -> class 0\|1 [0.978]
##
## Rule 49/26: (41.8, lift 12.1)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC24 <= -0.1711694
## PC71 <= 0.9618047
## -> class 0\|1 [0.977]
##
## Rule 49/27: (246.9/5, lift 12.1)
## PC1 <= -0.6850256
## PC8 <= 0.2321601
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > 1.682558
## PC22 <= 1.190171
## PC25 > -1.050508
## PC30 <= 4.67222
## PC34 > -2.857085
## PC53 <= 1.098413
## PC55 <= 0.5645977
## PC75 <= 0.2964051
## PC87 <= 1.030551
## -> class 0\|1 [0.976]
##
## Rule 49/28: (37.7, lift 12.1)
## PC5 <= -0.6053849
## PC13 <= 0.1231804
## PC18 > 1.682558
## PC20 > -2.141634
## PC30 <= 0.2418079
## PC52 <= 2.275688
## -> class 0\|1 [0.975]
##
## Rule 49/29: (68.5/0.8, lift 12.1)
## PC2 > 2.5099
## PC5 > -0.6053849
## PC13 <= 7.792017
## PC18 > 1.682558
## PC18 <= 2.098551
## PC34 <= 2.09453
## PC42 <= 2.354786
## PC45 <= 1.438486
## PC67 <= -0.03342752
## PC100 <= 0.7746718
## -> class 0\|1 [0.974]
##
## Rule 49/30: (184.8/4, lift 12.0)
## PC13 > 0.1231804
## PC13 <= 7.792017
## PC18 > 1.682558
## PC20 <= 3.522162
## PC34 > -2.857085
## PC42 <= 2.354786
## PC46 > -0.3186564
## PC81 <= 1.26251
## -> class 0\|1 [0.973]
##
## Rule 49/31: (28.3, lift 12.0)
## PC1 > -0.6850256
## PC3 <= 1.640775
## PC13 <= 0.1231804
## PC18 > -0.3695138
## PC30 > -3.190067
## PC41 > -0.1666692
## PC81 <= 1.26251
## PC92 > -0.8079717
## PC95 > 0.8596638
## -> class 0\|1 [0.967]
##
## Rule 49/32: (186.7/6.5, lift 11.9)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC8 > -0.1976984
## PC13 <= 7.792017
## PC18 > -0.2267651
## PC18 <= 1.682558
## PC34 > 0.4094731
## PC39 > -1.546942
## PC47 <= 0.7523432
## PC76 > -0.802922
## PC96 <= 1.183383
## -> class 0\|1 [0.960]
##
## Rule 49/33: (89.3/2.7, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7634127
## PC15 > -0.5547554
## PC18 <= -0.3695138
## PC20 > -3.440173
## PC54 <= 0.7634585
## PC68 > 0.2213299
## -> class 0\|1 [0.959]
##
## Rule 49/34: (19.9, lift 11.8)
## PC1 > -0.6850256
## PC18 > 1.682558
## PC56 > 1.508958
## PC83 > -4.296821
## -> class 0\|1 [0.954]
##
## Rule 49/35: (28.8/0.5, lift 11.8)
## PC1 > -0.6850256
## PC13 > -5.147082
## PC13 <= 0.1231804
## PC18 > 1.682558
## PC34 <= 2.09453
## PC52 > 2.275688
## -> class 0\|1 [0.952]
##
## Rule 49/36: (146.7/6.3, lift 11.8)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC25 > -1.285631
## PC31 <= 0.2637071
## PC40 > -0.8743591
## PC69 <= 5.590355
## PC71 <= 0.9618047
## PC93 > 0.6614435
## -> class 0\|1 [0.951]
##
## Rule 49/37: (18.2, lift 11.8)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC70 <= -0.7903281
## -> class 0\|1 [0.950]
##
## Rule 49/38: (45.5/1.4, lift 11.8)
## PC2 > 2.5099
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > 1.682558
## PC25 > 1.076158
## -> class 0\|1 [0.950]
##
## Rule 49/39: (50.4/1.7, lift 11.7)
## PC1 > -0.6850256
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -5.147082
## PC13 <= 0.1231804
## PC18 > -0.3695138
## PC58 <= -1.082893
## PC81 <= 1.26251
## PC92 > -0.8079717
## -> class 0\|1 [0.948]
##
## Rule 49/40: (66.7/2.9, lift 11.7)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC8 > 0.1643589
## PC18 > -0.3695138
## PC18 <= 1.682558
## -> class 0\|1 [0.943]
##
## Rule 49/41: (15.3, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.6053849
## PC14 <= -0.2438443
## PC18 > -0.3695138
## PC30 > 0.2418079
## PC92 > -0.8079717
## -> class 0\|1 [0.942]
##
## Rule 49/42: (28.5/0.9, lift 11.6)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC59 > 0.9801084
## PC71 <= 0.9618047
## -> class 0\|1 [0.937]
##
## Rule 49/43: (43.1/2.1, lift 11.5)
## PC2 > 2.5099
## PC13 > -5.147082
## PC18 > 1.682558
## PC81 <= 1.26251
## PC87 > 1.030551
## -> class 0\|1 [0.931]
##
## Rule 49/44: (12.3, lift 11.5)
## PC1 > -0.3801132
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= 1.682558
## -> class 0\|1 [0.930]
##
## Rule 49/45: (21.6/0.7, lift 11.5)
## PC5 <= -0.6053849
## PC13 <= 0.1231804
## PC14 > -0.2438443
## PC18 > 1.682558
## PC34 <= 2.09453
## PC81 <= 0.7577374
## PC92 > -0.8079717
## -> class 0\|1 [0.929]
##
## Rule 49/46: (56.2/3.2, lift 11.5)
## PC2 > 2.5099
## PC6 <= -0.4925124
## PC18 > -0.3695138
## PC19 > -0.3320972
## PC35 <= -0.6627646
## PC56 <= 3.735728
## PC83 > -4.296821
## -> class 0\|1 [0.928]
##
## Rule 49/47: (11.9, lift 11.5)
## PC13 > 7.792017
## PC18 > -0.3695138
## PC46 <= 0.1315872
## PC56 > 3.735728
## -> class 0\|1 [0.928]
##
## Rule 49/48: (38.4/2, lift 11.4)
## PC2 > 2.5099
## PC3 > -1.631858
## PC3 <= 1.640775
## PC15 > -0.4525496
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC78 <= -0.1723857
## -> class 0\|1 [0.925]
##
## Rule 49/49: (11.1, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.6053849
## PC59 <= -0.5361488
## PC82 > -0.3476017
## -> class 0\|1 [0.924]
##
## Rule 49/50: (10.6, lift 11.4)
## PC5 <= -0.6053849
## PC18 > 1.682558
## PC82 <= -0.3476017
## PC92 > -0.8079717
## -> class 0\|1 [0.921]
##
## Rule 49/51: (90.4/7.2, lift 11.3)
## PC2 > 2.5099
## PC13 > -5.147082
## PC13 <= 0.1231804
## PC18 > 1.682558
## PC34 <= 2.09453
## PC67 <= -0.03342752
## PC76 > -0.1423236
## PC81 <= 0.7577374
## PC92 > -0.8079717
## PC100 <= 0.7746718
## -> class 0\|1 [0.911]
##
## Rule 49/52: (170.7/14.8, lift 11.2)
## PC1 <= -0.6850256
## PC13 > -5.147082
## PC13 <= 7.792017
## PC18 > 1.682558
## PC42 <= 2.354786
## PC75 <= 0.2964051
## PC82 > 0.2518968
## PC87 <= 1.030551
## -> class 0\|1 [0.909]
##
## Rule 49/53: (81.9/6.7, lift 11.2)
## PC1 > -0.6850256
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC18 > -0.3695138
## PC34 <= 2.09453
## PC41 <= -0.1666692
## -> class 0\|1 [0.908]
##
## Rule 49/54: (52.4/4.1, lift 11.2)
## PC3 <= 1.640775
## PC7 > -0.7634127
## PC18 <= -0.3695138
## PC26 > -0.4589736
## PC53 <= 0.823131
## PC67 > -0.4478913
## PC78 > 2.492486
## -> class 0\|1 [0.907]
##
## Rule 49/55: (11.5/0.3, lift 11.1)
## PC13 > 7.792017
## PC19 <= -0.3320972
## PC46 <= 0.1315872
## -> class 0\|1 [0.900]
##
## Rule 49/56: (7, lift 11.0)
## PC1 > -0.6850256
## PC18 > 1.682558
## PC34 <= 2.09453
## PC81 > 0.7577374
## PC92 > -0.8079717
## -> class 0\|1 [0.889]
##
## Rule 49/57: (7.1/0.2, lift 10.8)
## PC13 > 7.792017
## PC18 > -0.3695138
## PC19 > -0.3320972
## PC30 > -3.190067
## PC44 > 1.673152
## PC83 > -4.296821
## -> class 0\|1 [0.869]
##
## Rule 49/58: (57.5/12.2, lift 9.6)
## PC2 > 2.5099
## PC2 <= 5.041008
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC20 > -2.71062
## PC40 > -0.7468847
## PC55 > 0.09161823
## PC86 <= 1.625675
## -> class 0\|1 [0.778]
##
## Rule 49/59: (28.2/6, lift 9.5)
## PC13 <= 7.792017
## PC18 > -0.3695138
## PC30 > -3.190067
## PC45 > 4.755146
## PC83 > -4.296821
## -> class 0\|1 [0.768]
##
## Rule 49/60: (81.9/26.3, lift 8.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.830459
## PC18 <= -0.3695138
## PC44 > 0.9994242
## PC78 <= 2.492486
## -> class 0\|1 [0.674]
##
## Rule 49/61: (38.4/18.4, lift 6.4)
## PC6 > -0.4925124
## PC13 > 7.792017
## PC18 > -0.3695138
## PC46 <= 0.1315872
## PC83 > -4.296821
## -> class 0\|1 [0.519]
##
## Rule 49/62: (70.9, lift 11.0)
## PC4 <= -7.750679
## PC7 > -0.7634127
## PC18 <= -0.3695138
## PC60 <= -0.06275523
## -> class 0\|2 [0.986]
##
## Rule 49/63: (42.6, lift 10.9)
## PC7 > -0.7634127
## PC10 <= -4.461755
## PC18 <= -0.3695138
## PC78 <= 2.492486
## PC98 > 0.6952597
## -> class 0\|2 [0.978]
##
## Rule 49/64: (38.3, lift 10.9)
## PC4 > 9.260436
## PC7 > -0.7634127
## PC18 <= -1.830459
## -> class 0\|2 [0.975]
##
## Rule 49/65: (18.3, lift 10.6)
## PC18 <= -1.830459
## PC28 <= 0.2508993
## PC29 <= -0.4120351
## PC38 <= 1.426744
## PC57 > 1.499413
## PC94 <= 0.4532265
## -> class 0\|2 [0.951]
##
## Rule 49/66: (15.4, lift 10.5)
## PC4 <= -3.956807
## PC13 > 7.792017
## PC16 > -0.5948036
## -> class 0\|2 [0.943]
##
## Rule 49/67: (17.4/0.1, lift 10.5)
## PC3 <= 1.640775
## PC7 > -0.7634127
## PC18 <= -0.3695138
## PC19 <= 0.2118016
## PC78 <= 2.492486
## PC89 > -0.8291942
## PC99 > 3.047008
## -> class 0\|2 [0.941]
##
## Rule 49/68: (14.8/0.2, lift 10.4)
## PC4 <= -6.347142
## PC18 <= -2.305537
## PC67 > 0.001768087
## PC90 <= -0.6156346
## PC94 > -0.1746358
## -> class 0\|2 [0.931]
##
## Rule 49/69: (73.2/14, lift 9.0)
## PC7 > -0.7634127
## PC17 <= -1.446103
## PC18 <= -1.830459
## PC28 <= 0.2508993
## PC29 <= -0.4120351
## PC39 > -0.7870743
## PC78 <= 2.492486
## PC89 > -0.8291942
## PC94 > 0.4532265
## -> class 0\|2 [0.800]
##
## Rule 49/70: (18/3.3, lift 8.8)
## PC3 > -0.8147572
## PC18 <= -1.830459
## PC28 <= 0.2508993
## PC29 <= -0.4120351
## PC89 > -0.8291942
## -> class 0\|2 [0.786]
##
## Rule 49/71: (7454.7/5672, lift 2.7)
## PC2 > 2.5099
## -> class 0\|2 [0.239]
##
## Rule 49/72: (149.1, lift 11.2)
## PC3 <= 1.640775
## PC4 > -6.347142
## PC4 <= 9.260436
## PC10 > -4.461755
## PC18 <= -1.830459
## PC19 <= 0.2118016
## PC21 > -0.8776686
## PC30 <= -2.684667
## PC99 <= 3.047008
## -> class 0\|3 [0.993]
##
## Rule 49/73: (110, lift 11.2)
## PC7 > -0.7634127
## PC10 > -4.461755
## PC17 <= -1.446103
## PC18 <= -1.830459
## PC28 <= 0.2508993
## PC39 <= -0.7870743
## PC49 <= 0.8743109
## PC78 <= 2.492486
## -> class 0\|3 [0.991]
##
## Rule 49/74: (82.1, lift 11.1)
## PC4 > -3.956807
## PC7 <= 0.2251046
## PC13 > 7.792017
## PC16 > -0.5948036
## PC46 > 0.1315872
## -> class 0\|3 [0.988]
##
## Rule 49/75: (70.6, lift 11.1)
## PC3 <= 1.640775
## PC4 > -6.347142
## PC7 > -0.7634127
## PC17 <= -1.446103
## PC18 <= -1.830459
## PC19 <= 0.2118016
## PC21 > -0.8776686
## PC28 <= 0.2508993
## PC29 > -0.4120351
## PC49 <= 0.8743109
## PC78 <= 2.492486
## -> class 0\|3 [0.986]
##
## Rule 49/76: (52, lift 11.0)
## PC4 > -8.261679
## PC4 <= -6.347142
## PC18 <= -2.305537
## PC60 > -0.06275523
## PC63 <= 0.4026721
## PC90 > -0.6156346
## PC94 > -0.1746358
## -> class 0\|3 [0.981]
##
## Rule 49/77: (281.4/4.8, lift 11.0)
## PC3 <= -0.8147572
## PC4 > -6.347142
## PC7 > -0.7634127
## PC10 > -4.461755
## PC17 <= -1.446103
## PC18 <= -1.830459
## PC19 <= 0.2118016
## PC25 <= 0.5081592
## PC38 <= 1.426744
## PC39 > -0.7870743
## PC41 > -0.1994984
## PC57 <= 1.499413
## PC78 <= 0.6725616
## PC94 <= 0.4532265
## PC97 <= 2.006778
## PC99 <= 3.047008
## -> class 0\|3 [0.980]
##
## Rule 49/78: (58.5/0.2, lift 11.0)
## PC2 > 2.5099
## PC18 > -0.3695138
## PC24 <= 3.083391
## PC83 <= -4.296821
## -> class 0\|3 [0.980]
##
## Rule 49/79: (393.3/8, lift 11.0)
## PC3 <= 1.640775
## PC4 > -6.347142
## PC4 <= 9.260436
## PC10 > -4.461755
## PC17 <= -1.446103
## PC18 <= -1.830459
## PC19 <= 0.2118016
## PC28 > 0.2508993
## PC49 <= 0.8743109
## PC78 <= 2.492486
## PC99 <= 3.047008
## -> class 0\|3 [0.977]
##
## Rule 49/80: (41.3/0.1, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.347142
## PC7 > -0.7634127
## PC18 <= -1.830459
## PC49 > 0.8743109
## PC87 > 0.1014272
## -> class 0\|3 [0.974]
##
## Rule 49/81: (33.9, lift 10.9)
## PC7 > -0.7634127
## PC18 <= -0.3695138
## PC67 <= -0.4478913
## PC78 > 2.492486
## -> class 0\|3 [0.972]
##
## Rule 49/82: (25.3, lift 10.8)
## PC2 > 2.5099
## PC7 > -0.7634127
## PC18 > -1.532156
## PC18 <= -0.3695138
## PC38 > 1.104251
## PC44 <= 0.9994242
## PC80 <= 0.2297701
## -> class 0\|3 [0.963]
##
## Rule 49/83: (55.7/1.3, lift 10.8)
## PC4 > -8.261679
## PC4 <= -6.347142
## PC18 <= -2.305537
## PC67 <= 0.001768087
## -> class 0\|3 [0.961]
##
## Rule 49/84: (179.8/6.3, lift 10.8)
## PC2 > 2.5099
## PC4 > -6.347142
## PC7 > -0.7634127
## PC18 <= -0.3695138
## PC21 > -0.8776686
## PC22 <= -0.4595917
## PC89 > -0.8291942
## PC91 <= -0.5372699
## PC96 <= -0.1724709
## PC98 <= 0.6952597
## -> class 0\|3 [0.960]
##
## Rule 49/85: (23.1, lift 10.8)
## PC3 <= 1.640775
## PC18 > -1.830459
## PC18 <= -0.3695138
## PC23 > -1.952003
## PC40 > -0.7468847
## PC72 > 0.7790607
## PC80 <= 0.2297701
## -> class 0\|3 [0.960]
##
## Rule 49/86: (22.7, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7634127
## PC18 <= -0.3695138
## PC22 > 2.403663
## -> class 0\|3 [0.959]
##
## Rule 49/87: (16, lift 10.6)
## PC7 <= -0.7634127
## PC18 <= -0.3695138
## PC20 <= -3.440173
## PC33 <= -1.386284
## -> class 0\|3 [0.945]
##
## Rule 49/88: (129.2/6.3, lift 10.6)
## PC3 <= 1.640775
## PC18 <= -1.830459
## PC21 > -0.8776686
## PC73 > -4.701181
## PC78 <= 2.492486
## PC89 <= -0.8291942
## -> class 0\|3 [0.944]
##
## Rule 49/89: (16.4, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.792017
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC30 > -3.190067
## PC71 > 0.9618047
## -> class 0\|3 [0.941]
##
## Rule 49/90: (27.9/0.8, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.830459
## PC18 <= -0.3695138
## PC53 <= -2.695378
## -> class 0\|3 [0.940]
##
## Rule 49/91: (13.3, lift 10.5)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC13 <= 7.792017
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC30 > -3.190067
## PC40 <= -0.8743591
## PC74 > 0.7665993
## -> class 0\|3 [0.934]
##
## Rule 49/92: (14.6/0.1, lift 10.5)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC18 > -0.3695138
## PC18 <= 1.682558
## PC30 > -3.190067
## PC31 > 0.2637071
## PC40 > -0.8743591
## -> class 0\|3 [0.934]
##
## Rule 49/93: (72.6/4.6, lift 10.4)
## PC2 > 2.5099
## PC3 <= -1.631858
## PC13 > -5.147082
## PC18 <= 1.682558
## PC30 > -3.190067
## PC39 <= -1.546942
## PC40 > -0.8743591
## PC83 > -4.296821
## -> class 0\|3 [0.925]
##
## Rule 49/94: (11.2, lift 10.4)
## PC2 > 2.5099
## PC2 <= 2.945963
## PC3 <= 1.640775
## PC18 > -1.532156
## PC18 <= -0.3695138
## PC41 <= 0.2175477
## -> class 0\|3 [0.924]
##
## Rule 49/95: (9, lift 10.2)
## PC2 > 2.5099
## PC7 > -0.7634127
## PC18 > -1.830459
## PC18 <= -1.136285
## PC23 > -1.952003
## PC41 > 0.2175477
## PC80 <= 0.2297701
## -> class 0\|3 [0.909]
##
## Rule 49/96: (27.9/2, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC93 > 6.82131
## -> class 0\|3 [0.900]
##
## Rule 49/97: (54.9/5.8, lift 9.9)
## PC4 <= 9.260436
## PC10 > -4.461755
## PC16 <= 1.266297
## PC17 > -1.446103
## PC18 <= -1.830459
## PC19 <= 0.2118016
## PC41 > -0.1994984
## PC49 <= 0.8743109
## PC79 > 0.1044958
## -> class 0\|3 [0.880]
##
## Rule 49/98: (207.6/26.9, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7634127
## PC10 > -1.294428
## PC18 > -1.830459
## PC18 <= -0.3695138
## PC40 <= -0.7468847
## PC55 > -0.4488775
## PC64 > -1.384746
## PC75 > 0.0166635
## PC78 <= 0.9711549
## -> class 0\|3 [0.867]
##
## Rule 49/99: (546.4/104.4, lift 9.1)
## PC3 <= 1.640775
## PC4 > -7.750679
## PC7 > -0.7634127
## PC18 <= -2.305537
## PC21 > -0.8776686
## PC63 <= 0.4026721
## PC73 > -4.701181
## PC94 > -0.1746358
## -> class 0\|3 [0.808]
##
## Rule 49/100: (18.4/3.9, lift 8.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.830459
## PC18 <= -0.3695138
## PC23 <= -1.952003
## PC40 > -0.7468847
## PC78 <= 2.492486
## -> class 0\|3 [0.757]
##
## Rule 49/101: (27.6/6.7, lift 8.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.830459
## PC18 <= -1.136285
## PC80 > 0.1732274
## PC80 <= 0.2297701
## -> class 0\|3 [0.741]
##
## Rule 49/102: (21.3/5.9, lift 7.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1139654
## PC18 > -1.532156
## PC18 <= -1.136285
## PC40 > -0.7468847
## -> class 0\|3 [0.702]
##
## Rule 49/103: (116.8, lift 24.8)
## PC1 > 13.26314
## PC3 <= -0.01609154
## PC11 <= -0.8052899
## PC23 > -0.6376921
## PC68 <= 1.01486
## -> class 1\|0 [0.992]
##
## Rule 49/104: (84.9, lift 24.7)
## PC3 > 1.640775
## PC16 <= -4.004418
## PC23 > 0.111649
## PC68 <= -0.4356467
## -> class 1\|0 [0.988]
##
## Rule 49/105: (41.2, lift 24.4)
## PC1 > -0.1814509
## PC1 <= 0.3860425
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC3 <= 0.6345929
## PC8 > -3.845217
## PC48 > -0.2733738
## -> class 1\|0 [0.977]
##
## Rule 49/106: (39.5, lift 24.4)
## PC1 > -0.1814509
## PC5 <= 12.1829
## PC9 <= 1.340333
## PC11 <= 2.611002
## PC16 <= -1.941889
## PC26 <= -1.009372
## PC61 > -1.390081
## -> class 1\|0 [0.976]
##
## Rule 49/107: (31.2, lift 24.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC9 <= 1.340333
## PC10 <= -0.1605984
## PC11 <= 2.611002
## PC16 <= -1.941889
## -> class 1\|0 [0.970]
##
## Rule 49/108: (30.9, lift 24.2)
## PC1 > -0.4334595
## PC1 <= 0.3860425
## PC8 > -3.845217
## PC15 <= -2.325031
## PC16 <= 0.3594292
## PC48 > -0.2733738
## -> class 1\|0 [0.970]
##
## Rule 49/109: (246.4/9.1, lift 24.0)
## PC5 <= 12.1829
## PC9 > 1.340333
## PC10 <= 0.9532421
## PC11 <= 1.066485
## PC16 <= -1.941889
## PC27 > -1.04473
## PC41 <= 1.735774
## PC61 > -1.390081
## PC91 > -0.5109994
## PC98 <= -0.002956027
## -> class 1\|0 [0.959]
##
## Rule 49/110: (93.8/3.3, lift 23.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC21 > 0.07480554
## PC30 <= 0.3376023
## PC67 <= -0.5046137
## -> class 1\|0 [0.955]
##
## Rule 49/111: (11.1, lift 23.1)
## PC1 > 0.3860425
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC16 > -1.941889
## PC57 <= -1.721336
## -> class 1\|0 [0.923]
##
## Rule 49/112: (5.4, lift 21.6)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC8 > -3.845217
## PC9 <= 1.340333
## PC10 <= 0.9532421
## PC16 <= -1.941889
## PC83 <= -0.3135706
## -> class 1\|0 [0.865]
##
## Rule 49/113: (29.7/3.7, lift 21.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC23 > 0.111649
## PC36 > 0.5348178
## PC42 > -1.226207
## PC64 <= 1.017518
## PC100 > -0.6438187
## -> class 1\|0 [0.851]
##
## Rule 49/114: (9.7/1.6, lift 19.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC23 > 0.111649
## PC42 <= -1.226207
## PC64 <= 1.017518
## -> class 1\|0 [0.778]
##
## Rule 49/115: (38.3/8.1, lift 19.3)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC64 > 1.017518
## PC67 > -0.5046137
## -> class 1\|0 [0.774]
##
## Rule 49/116: (339.4/101.5, lift 17.5)
## PC1 > -0.1814509
## PC14 <= -1.848832
## -> class 1\|0 [0.700]
##
## Rule 49/117: (49.3/15.3, lift 17.1)
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC23 > 0.111649
## PC64 <= 1.017518
## PC67 > -0.5046137
## PC68 > -0.4356467
## PC100 <= -0.6438187
## -> class 1\|0 [0.683]
##
## Rule 49/118: (106.2, lift 17.4)
## PC5 > 12.1829
## PC16 <= -1.941889
## PC61 > -1.390081
## PC95 > -0.0869053
## -> class 1\|1 [0.991]
##
## Rule 49/119: (124.1/0.6, lift 17.4)
## PC1 > -0.1814509
## PC1 <= 0.3860425
## PC3 > 0.6345929
## PC15 > -2.325031
## PC16 > -1.941889
## PC16 <= 0.3594292
## -> class 1\|1 [0.988]
##
## Rule 49/120: (108.5/0.4, lift 17.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC23 <= 0.111649
## PC67 > -0.5046137
## -> class 1\|1 [0.988]
##
## Rule 49/121: (117.2/0.6, lift 17.4)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC10 > 0.9532421
## PC11 <= 2.611002
## PC16 <= -1.941889
## PC34 > -0.8051466
## PC61 > -1.390081
## -> class 1\|1 [0.987]
##
## Rule 49/122: (126.2/1.1, lift 17.3)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC9 <= 1.340333
## PC10 > -0.1605984
## PC11 <= 2.611002
## PC16 <= -1.941889
## PC26 > -1.009372
## PC83 > -0.3135706
## -> class 1\|1 [0.984]
##
## Rule 49/123: (60.2, lift 17.3)
## PC1 > 13.26314
## PC6 <= -1.23731
## PC8 > -3.845217
## PC40 <= 1.644801
## PC68 > 1.01486
## -> class 1\|1 [0.984]
##
## Rule 49/124: (50.7/0.2, lift 17.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -4.004418
## PC16 <= -0.9381145
## PC67 > -0.5046137
## PC68 <= -0.4356467
## -> class 1\|1 [0.977]
##
## Rule 49/125: (40.2, lift 17.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC7 > 1.802024
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC26 <= 0.7705123
## -> class 1\|1 [0.976]
##
## Rule 49/126: (112.2/2.2, lift 17.1)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC10 <= 0.9532421
## PC11 <= 2.611002
## PC16 <= -1.941889
## PC17 <= 0.354153
## PC61 > -1.390081
## PC98 > -0.002956027
## -> class 1\|1 [0.972]
##
## Rule 49/127: (78.1/1.3, lift 17.1)
## PC1 > 13.26314
## PC6 <= -1.23731
## PC8 > -3.845217
## PC11 > -0.8052899
## PC40 <= 1.644801
## -> class 1\|1 [0.972]
##
## Rule 49/128: (28.3, lift 17.0)
## PC1 > -0.4334595
## PC9 > 1.340333
## PC16 <= -1.941889
## PC91 <= -0.5109994
## -> class 1\|1 [0.967]
##
## Rule 49/129: (14.2, lift 16.5)
## PC2 <= 2.5099
## PC5 > 2.962746
## PC29 > 0.764478
## -> class 1\|1 [0.938]
##
## Rule 49/130: (29.8/1, lift 16.5)
## PC1 > -0.1814509
## PC3 <= -0.01609154
## PC6 <= -1.23731
## PC16 > -1.941889
## PC23 <= -0.6376921
## -> class 1\|1 [0.937]
##
## Rule 49/131: (12.4, lift 16.4)
## PC1 > -0.4334595
## PC16 <= -1.941889
## PC41 > 1.735774
## -> class 1\|1 [0.930]
##
## Rule 49/132: (227.9/18.2, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.9381145
## PC36 <= 0.5348178
## PC42 > -1.226207
## PC64 <= 1.017518
## PC67 > -0.5046137
## PC68 > -0.4356467
## PC100 > -0.6438187
## -> class 1\|1 [0.916]
##
## Rule 49/133: (9.6, lift 16.1)
## PC1 > -0.4334595
## PC1 <= 13.26314
## PC3 <= -0.01609154
## PC7 > 2.56751
## PC16 > -1.941889
## PC19 > -1.677214
## PC44 <= 0.800207
## -> class 1\|1 [0.914]
##
## Rule 49/134: (151.4/13.7, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.9959877
## PC22 > -2.091307
## PC63 > -1.308011
## PC65 <= 0.3658748
## PC72 > -1.26589
## -> class 1\|1 [0.904]
##
## Rule 49/135: (6.8, lift 15.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC30 > 0.3376023
## PC67 <= -0.5046137
## -> class 1\|1 [0.887]
##
## Rule 49/136: (6.6, lift 15.6)
## PC16 <= -1.941889
## PC98 > -0.002956027
## PC98 <= -0.0009727581
## -> class 1\|1 [0.883]
##
## Rule 49/137: (11.4/0.7, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC21 <= 0.07480554
## PC67 <= -0.5046137
## -> class 1\|1 [0.871]
##
## Rule 49/138: (61/7.6, lift 15.2)
## PC1 > -0.4334595
## PC11 > 1.066485
## PC11 <= 2.611002
## PC16 <= -1.941889
## PC91 > -0.5109994
## -> class 1\|1 [0.863]
##
## Rule 49/139: (5.1, lift 15.1)
## PC2 <= 2.5099
## PC11 <= 2.611002
## PC16 <= -1.941889
## PC27 <= -1.04473
## PC61 > -1.390081
## -> class 1\|1 [0.859]
##
## Rule 49/140: (51.1/7.2, lift 14.9)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 > -3.845217
## PC16 <= 0.3594292
## PC82 <= -0.5669917
## -> class 1\|1 [0.846]
##
## Rule 49/141: (4.1, lift 14.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC38 <= 0.2086927
## PC58 <= -0.819247
## -> class 1\|1 [0.837]
##
## Rule 49/142: (19.1/4.2, lift 13.3)
## PC1 > 13.26314
## PC3 <= -0.01609154
## PC6 > -1.23731
## PC12 > 0.8916963
## PC16 > -1.941889
## -> class 1\|1 [0.755]
##
## Rule 49/143: (62.8/34.7, lift 7.9)
## PC1 > 0.3860425
## PC8 > -3.845217
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC34 <= -0.999545
## PC57 > -1.721336
## -> class 1\|1 [0.449]
##
## Rule 49/144: (127.8, lift 14.8)
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC13 <= -0.07932691
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC26 > 0.7705123
## PC34 > -0.999545
## PC57 > -1.721336
## PC82 > -0.5669917
## -> class 1\|2 [0.992]
##
## Rule 49/145: (91.8, lift 14.7)
## PC1 > 13.26314
## PC3 <= -0.01609154
## PC6 > -1.23731
## PC12 <= 0.8916963
## -> class 1\|2 [0.989]
##
## Rule 49/146: (80.1, lift 14.7)
## PC3 > -0.01609154
## PC8 <= 2.247697
## PC25 <= 0.3525581
## PC26 > 2.108957
## PC100 > -0.004760643
## -> class 1\|2 [0.988]
##
## Rule 49/147: (107.5/1.4, lift 14.6)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC14 > -1.848832
## PC16 > 0.3594292
## PC89 <= -0.1798044
## PC100 > -0.004760643
## -> class 1\|2 [0.978]
##
## Rule 49/148: (279.3/5.1, lift 14.6)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC14 > -1.848832
## PC16 > 0.3594292
## PC19 > -4.263808
## PC20 <= 0.1062191
## PC43 > 0.3588163
## PC56 > -0.6479812
## PC76 > -0.5924177
## PC100 > -0.6843724
## -> class 1\|2 [0.978]
##
## Rule 49/149: (54.9/0.3, lift 14.5)
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC14 > -1.848832
## PC16 > 0.3594292
## PC25 > 0.3525581
## PC43 <= 0.3588163
## -> class 1\|2 [0.977]
##
## Rule 49/150: (128/2, lift 14.6)
## PC1 > -0.4334595
## PC3 > -0.01609154
## PC8 > 2.247697
## PC14 > -1.848832
## PC16 > 0.3594292
## -> class 1\|2 [0.977]
##
## Rule 49/151: (32.3, lift 14.5)
## PC1 > 0.3860425
## PC3 > -0.01609154
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC37 > 1.908487
## -> class 1\|2 [0.971]
##
## Rule 49/152: (204.2/5.6, lift 14.4)
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC5 > 2.962746
## PC14 > -1.848832
## PC16 > 0.3594292
## PC29 <= 0.764478
## PC85 > -1.245997
## -> class 1\|2 [0.968]
##
## Rule 49/153: (92.4/2.5, lift 14.3)
## PC1 > 0.3860425
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC7 <= 1.802024
## PC12 > -1.782741
## PC13 <= -0.07932691
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC34 > -0.999545
## PC57 > -1.721336
## PC82 > -0.5669917
## -> class 1\|2 [0.963]
##
## Rule 49/154: (42.3/0.7, lift 14.3)
## PC3 > -0.01609154
## PC32 <= -4.733686
## -> class 1\|2 [0.961]
##
## Rule 49/155: (24.7, lift 14.3)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC14 > -1.848832
## PC16 > -1.941889
## PC29 > 0.385787
## PC100 > -0.004760643
## -> class 1\|2 [0.960]
##
## Rule 49/156: (28/0.4, lift 14.2)
## PC1 > -0.4334595
## PC3 > -0.01609154
## PC5 <= 2.962746
## PC16 > 0.3594292
## PC43 <= 0.3588163
## PC100 <= -1.181732
## -> class 1\|2 [0.954]
##
## Rule 49/157: (88.6/3.2, lift 14.2)
## PC2 > 3.713387
## PC3 > 1.640775
## PC16 > 0.9959877
## -> class 1\|2 [0.954]
##
## Rule 49/158: (114.8/4.4, lift 14.2)
## PC1 > -0.4334595
## PC3 > -0.01609154
## PC5 <= 2.962746
## PC16 > 0.3594292
## PC25 <= 0.3525581
## PC42 <= -0.558055
## -> class 1\|2 [0.953]
##
## Rule 49/159: (229.9/11.4, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 <= 1.846783
## PC16 > 0.9959877
## PC33 <= 1.439952
## PC38 <= 0.2086927
## PC58 > -0.819247
## -> class 1\|2 [0.947]
##
## Rule 49/160: (14.4, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC63 > -1.308011
## PC72 <= -1.26589
## -> class 1\|2 [0.939]
##
## Rule 49/161: (14, lift 14.0)
## PC1 > 0.3860425
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC8 > -3.845217
## PC13 > -0.07932691
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC82 > -0.5669917
## PC89 <= -0.1512378
## -> class 1\|2 [0.937]
##
## Rule 49/162: (13, lift 13.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.9959877
## PC63 <= -1.308011
## -> class 1\|2 [0.933]
##
## Rule 49/163: (11.8, lift 13.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.9381145
## PC22 > -2.091307
## PC65 > 0.3658748
## -> class 1\|2 [0.927]
##
## Rule 49/164: (13.3/0.2, lift 13.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC16 > -1.941889
## PC100 > -0.004760643
## PC100 <= 0.003668455
## -> class 1\|2 [0.923]
##
## Rule 49/165: (78.4/5.6, lift 13.7)
## PC1 > -0.1814509
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC16 > 0.3594292
## PC36 <= 0.214975
## PC67 <= -0.1478179
## PC78 > -0.6123595
## PC84 > -0.4462907
## PC100 > -0.004760643
## -> class 1\|2 [0.917]
##
## Rule 49/166: (9.1, lift 13.6)
## PC3 > 1.640775
## PC16 > -0.9381145
## PC16 <= 0.9959877
## PC22 <= -2.091307
## -> class 1\|2 [0.910]
##
## Rule 49/167: (9.5, lift 13.5)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC16 > 8.685221
## PC100 > -0.004760643
## -> class 1\|2 [0.907]
##
## Rule 49/168: (8.6, lift 13.5)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 > -3.845217
## PC8 <= 2.247697
## PC99 > 1.455613
## PC100 > -1.181732
## PC100 <= -0.004760643
## -> class 1\|2 [0.906]
##
## Rule 49/169: (8.6, lift 13.5)
## PC2 <= 2.5099
## PC16 <= -1.941889
## PC61 <= -1.390081
## -> class 1\|2 [0.905]
##
## Rule 49/170: (6.7, lift 13.2)
## PC1 > -0.4334595
## PC3 > -0.01609154
## PC8 <= 2.247697
## PC16 > 0.3594292
## PC43 <= 0.3588163
## PC49 > 1.229545
## PC100 <= -0.004760643
## -> class 1\|2 [0.884]
##
## Rule 49/171: (6.3, lift 13.1)
## PC5 > 12.1829
## PC16 <= -1.941889
## PC95 <= -0.0869053
## -> class 1\|2 [0.880]
##
## Rule 49/172: (32.5/3.2, lift 13.1)
## PC1 > 11.24207
## PC8 <= -3.845217
## -> class 1\|2 [0.879]
##
## Rule 49/173: (28.1/3.1, lift 12.9)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 > -3.845217
## PC16 > -1.941889
## PC34 <= -0.999545
## PC68 <= -2.108397
## -> class 1\|2 [0.863]
##
## Rule 49/174: (47.7/8.9, lift 11.9)
## PC1 > -0.4334595
## PC8 > -3.845217
## PC11 > 2.611002
## PC16 <= -1.941889
## -> class 1\|2 [0.801]
##
## Rule 49/175: (24.4/4.8, lift 11.6)
## PC1 > -0.4334595
## PC1 <= 13.26314
## PC3 <= -0.01609154
## PC16 > -1.941889
## PC19 <= -1.677214
## PC44 <= 0.800207
## -> class 1\|2 [0.781]
##
## Rule 49/176: (170.3/2.1, lift 14.7)
## PC2 > 2.5099
## PC2 <= 3.713387
## PC3 > 1.640775
## PC16 > 0.9959877
## PC38 > 0.2086927
## -> class 1\|3 [0.982]
##
## Rule 49/177: (9.4, lift 13.6)
## PC3 > 1.640775
## PC16 > 0.9959877
## PC33 > 1.439952
## -> class 1\|3 [0.912]
##
## Rule 49/178: (4.9/0.4, lift 11.9)
## PC2 > 2.5099
## PC8 > 1.846783
## PC16 > 0.9959877
## -> class 1\|3 [0.792]
##
## Rule 49/179: (4917.6/3775.1, lift 3.5)
## PC1 > -0.4334595
## PC2 <= 2.5099
## -> class 1\|3 [0.232]
##
## Rule 49/180: (288.4/0.5, lift 13.5)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC11 > -0.5750982
## PC16 <= 0.5461991
## PC21 > 0.03913228
## PC27 <= -0.2776462
## PC32 > -1.710034
## PC35 > -0.0007037701
## PC46 <= 1.406275
## PC56 <= 0.2032554
## PC61 > -0.7268483
## PC84 > -0.2054339
## -> class 2\|0 [0.995]
##
## Rule 49/181: (279.3/0.9, lift 13.5)
## PC8 > 1.708337
## PC11 > -0.5750982
## PC21 > 1.50095
## PC22 > -0.792013
## PC32 > -1.710034
## PC59 <= 0.3535813
## PC60 > -0.5767649
## PC96 > -0.3563694
## -> class 2\|0 [0.993]
##
## Rule 49/182: (125.6, lift 13.5)
## PC8 > 1.708337
## PC11 > -0.5750982
## PC21 > -0.2469342
## PC22 > -0.792013
## PC32 > -1.710034
## PC61 > -0.7268483
## PC94 <= -0.7202388
## PC96 > -0.3563694
## -> class 2\|0 [0.992]
##
## Rule 49/183: (64.4, lift 13.4)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 > -0.2469342
## PC24 > 0.4093125
## PC46 <= 1.406275
## PC56 <= 0.2032554
## PC59 <= 0.3535813
## PC60 > -0.5767649
## PC72 > -0.3666397
## -> class 2\|0 [0.985]
##
## Rule 49/184: (550.5/10.4, lift 13.3)
## PC2 <= 2.5099
## PC8 > 1.708337
## PC11 > -0.5750982
## PC21 > 0.03913228
## PC22 > -0.792013
## PC34 <= 0.4210965
## PC46 <= 1.406275
## PC56 <= 0.2032554
## PC59 <= 0.3535813
## PC60 > -0.5767649
## PC61 > -0.7268483
## PC72 > -0.3666397
## -> class 2\|0 [0.979]
##
## Rule 49/185: (38.8, lift 13.2)
## PC1 <= -0.4334595
## PC2 > -0.4804912
## PC8 > 1.708337
## -> class 2\|0 [0.975]
##
## Rule 49/186: (158.5/3.6, lift 13.2)
## PC8 > 5.900245
## PC21 > -0.2469342
## -> class 2\|0 [0.972]
##
## Rule 49/187: (69.5/1.2, lift 13.2)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 > -0.2469342
## PC22 > -0.792013
## PC54 > 1.35245
## PC96 > -0.3563694
## -> class 2\|0 [0.969]
##
## Rule 49/188: (78/2, lift 13.1)
## PC1 > -0.4334595
## PC1 <= 13.26314
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC9 > -2.288806
## PC16 > -1.941889
## PC44 > 0.800207
## PC99 > -2.169783
## -> class 2\|0 [0.963]
##
## Rule 49/189: (22.4, lift 13.0)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC15 <= -2.188156
## PC21 > -0.2469342
## -> class 2\|0 [0.959]
##
## Rule 49/190: (18.7/0.2, lift 12.8)
## PC1 > -0.4334595
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC6 > -2.754794
## PC8 > 0.08273966
## PC48 <= 0.1770287
## PC56 <= 0.2579809
## PC95 <= 0.2667493
## -> class 2\|0 [0.944]
##
## Rule 49/191: (358.5/19.5, lift 12.8)
## PC8 > 4.672007
## PC21 > -0.2469342
## PC22 > -0.792013
## PC60 > -0.5767649
## -> class 2\|0 [0.943]
##
## Rule 49/192: (27.6/1.4, lift 12.5)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC11 <= -0.5750982
## PC20 <= -0.1624147
## PC22 > -0.792013
## PC60 > -0.5767649
## PC96 > -0.3563694
## -> class 2\|0 [0.918]
##
## Rule 49/193: (9.6, lift 12.4)
## PC1 > -0.4334595
## PC1 <= 0.3860425
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC16 > -1.941889
## PC16 <= 0.3594292
## PC48 <= -0.2733738
## -> class 2\|0 [0.914]
##
## Rule 49/194: (78.4/6.1, lift 12.4)
## PC1 <= -0.4334595
## PC2 > -1.250447
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC32 > 1.362926
## -> class 2\|0 [0.912]
##
## Rule 49/195: (9, lift 12.3)
## PC1 <= -0.4334595
## PC8 > 0.2281314
## PC12 > 0.3447308
## PC21 > -0.2469342
## PC22 <= -0.792013
## -> class 2\|0 [0.909]
##
## Rule 49/196: (88.8/7.6, lift 12.3)
## PC1 <= -0.4334595
## PC8 > 0.2281314
## PC39 > -0.9868422
## PC62 <= -1.154178
## PC85 <= -0.005031254
## -> class 2\|0 [0.905]
##
## Rule 49/197: (8.7/0.1, lift 12.1)
## PC2 <= 2.5099
## PC8 > 1.708337
## PC20 <= -0.148854
## PC22 <= -0.792013
## -> class 2\|0 [0.892]
##
## Rule 49/198: (5.9/0.6, lift 10.9)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 > -0.2469342
## PC45 > 0.4987664
## PC96 > -0.3563694
## -> class 2\|0 [0.803]
##
## Rule 49/199: (123.5, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 <= 0.03913228
## PC22 > -0.792013
## PC24 <= 0.4093125
## PC59 <= 0.3535813
## -> class 2\|1 [0.992]
##
## Rule 49/200: (215.7/0.9, lift 10.2)
## PC1 <= -0.4334595
## PC2 <= -0.4804912
## PC8 > 1.708337
## PC12 <= 0.3447308
## PC20 > -0.148854
## PC21 > -0.2469342
## PC22 <= -0.792013
## -> class 2\|1 [0.991]
##
## Rule 49/201: (163.1/0.7, lift 10.1)
## PC2 <= -1.250447
## PC6 <= 1.373195
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC12 > -2.923698
## PC14 > -1.608004
## PC21 > -1.55162
## PC41 > -0.2190732
## PC41 <= 1.427926
## PC44 <= 0.8057496
## PC55 > -0.8495878
## PC60 > -1.509971
## PC68 > -1.824262
## PC69 <= 0.06156952
## PC81 <= 0.03223655
## PC93 <= 0.6058885
## -> class 2\|1 [0.990]
##
## Rule 49/202: (159/0.5, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 <= 1.50095
## PC25 <= 0.4695094
## PC32 > -1.710034
## PC56 > 0.2032554
## PC72 > -0.3666397
## -> class 2\|1 [0.990]
##
## Rule 49/203: (64.1, lift 10.1)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC25 <= 0.4695094
## PC32 > -1.710034
## PC46 > 1.406275
## PC60 > -0.5767649
## PC94 > -0.7202388
## -> class 2\|1 [0.985]
##
## Rule 49/204: (112.6/0.9, lift 10.1)
## PC1 <= -0.4334595
## PC2 <= -1.250447
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC12 > -2.923698
## PC21 > -1.55162
## PC22 > -1.628055
## PC45 <= 0.0813176
## PC60 > -1.509971
## PC69 <= 0.06156952
## PC72 > -0.7166225
## PC81 <= 0.03223655
## PC93 <= 0.7864403
## -> class 2\|1 [0.983]
##
## Rule 49/205: (42.8, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= -1.250447
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC39 > -0.9868422
## PC55 <= -0.8495878
## PC62 > -1.154178
## -> class 2\|1 [0.978]
##
## Rule 49/206: (42.2, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC34 > 0.4210965
## PC35 <= -0.0007037701
## PC96 > -0.3563694
## -> class 2\|1 [0.977]
##
## Rule 49/207: (36.5, lift 10.0)
## PC1 <= -0.4334595
## PC5 > 1.560003
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC81 > 0.03223655
## -> class 2\|1 [0.974]
##
## Rule 49/208: (50.1/0.5, lift 10.0)
## PC1 > -0.1814509
## PC1 <= 13.26314
## PC3 <= -0.01609154
## PC8 > -3.845217
## PC9 <= -2.288806
## PC44 > 0.800207
## -> class 2\|1 [0.972]
##
## Rule 49/209: (218.1/5.7, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC11 <= -0.5750982
## PC20 > -0.1624147
## PC21 > -0.2469342
## PC32 > -1.710034
## -> class 2\|1 [0.970]
##
## Rule 49/210: (45.8/0.5, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC11 > -0.5750982
## PC16 > 0.5461991
## PC21 <= 1.50095
## PC25 <= 0.4695094
## -> class 2\|1 [0.969]
##
## Rule 49/211: (29, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC34 > 0.4210965
## PC56 <= 0.2032554
## PC59 <= 0.3535813
## PC84 <= -0.2054339
## -> class 2\|1 [0.968]
##
## Rule 49/212: (28, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC59 > 0.3535813
## PC60 > -0.5767649
## -> class 2\|1 [0.967]
##
## Rule 49/213: (80.5/2.3, lift 9.8)
## PC1 <= -0.4334595
## PC2 > -1.250447
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC32 <= 1.362926
## -> class 2\|1 [0.960]
##
## Rule 49/214: (112.9/3.8, lift 9.8)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 <= 1.50095
## PC61 <= -0.7268483
## -> class 2\|1 [0.958]
##
## Rule 49/215: (21.9, lift 9.8)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC8 > -3.845217
## PC94 > 0.6570436
## -> class 2\|1 [0.958]
##
## Rule 49/216: (22.4/0.1, lift 9.8)
## PC1 > -0.4334595
## PC1 <= -0.1814509
## PC2 <= 2.5099
## PC8 > 0.08273966
## PC56 > 0.2579809
## -> class 2\|1 [0.955]
##
## Rule 49/217: (100.6/3.8, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC14 > -1.608004
## PC78 <= -0.1352798
## PC85 > -0.7970175
## -> class 2\|1 [0.954]
##
## Rule 49/218: (198.6/8.3, lift 9.8)
## PC5 > -0.02843485
## PC7 > 0.1627358
## PC8 > 1.708337
## PC21 <= -0.2469342
## PC22 > -1.762498
## PC25 <= 0.4695094
## PC40 > -1.511018
## -> class 2\|1 [0.953]
##
## Rule 49/219: (18.7, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC22 > 0.8761942
## PC44 > 0.1536839
## -> class 2\|1 [0.952]
##
## Rule 49/220: (42.3/1.2, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= 0.2281314
## PC19 > -3.140827
## PC32 > 1.590739
## PC37 <= 1.395016
## PC56 > 0.1382973
## -> class 2\|1 [0.950]
##
## Rule 49/221: (17.3, lift 9.7)
## PC1 > -0.4334595
## PC1 <= 13.26314
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC8 > -3.845217
## PC99 <= -2.169783
## -> class 2\|1 [0.948]
##
## Rule 49/222: (23.9/0.5, lift 9.7)
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC28 > -0.1260165
## PC32 <= 1.590739
## PC54 <= 1.722556
## PC65 <= 1.099229
## PC83 > 0.9509131
## -> class 2\|1 [0.942]
##
## Rule 49/223: (15.2, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC45 > 0.3833095
## PC58 > -0.5321436
## -> class 2\|1 [0.942]
##
## Rule 49/224: (40.8/1.6, lift 9.6)
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC62 <= -1.154178
## PC74 <= 0.3356011
## PC85 > -0.005031254
## -> class 2\|1 [0.940]
##
## Rule 49/225: (17.7/0.3, lift 9.6)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 <= 1.50095
## PC59 <= 0.3535813
## PC61 > -0.7268483
## PC72 <= -0.3666397
## -> class 2\|1 [0.934]
##
## Rule 49/226: (14.9/0.4, lift 9.4)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 <= 1.50095
## PC27 > -0.2776462
## PC32 > -1.710034
## PC34 > 0.4210965
## -> class 2\|1 [0.917]
##
## Rule 49/227: (9.8, lift 9.4)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC76 > 0.3518493
## PC78 > -0.1352798
## PC81 > 0.03223655
## -> class 2\|1 [0.916]
##
## Rule 49/228: (38.6/2.6, lift 9.3)
## PC2 <= -1.250447
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC44 > 0.8057496
## PC62 > -1.154178
## PC78 > -0.1352798
## -> class 2\|1 [0.912]
##
## Rule 49/229: (9.3, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC44 <= 0.1536839
## PC55 <= -1.113829
## -> class 2\|1 [0.912]
##
## Rule 49/230: (8.3, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC17 <= 0.9567902
## PC28 <= -0.1260165
## PC44 <= 0.1536839
## -> class 2\|1 [0.903]
##
## Rule 49/231: (18.8/2.5, lift 8.5)
## PC1 <= -0.4334595
## PC8 > -0.6680527
## PC19 > 3.342159
## PC44 > 0.1536839
## PC63 <= 0.1379408
## PC68 > -1.233251
## -> class 2\|1 [0.831]
##
## Rule 49/232: (318.7/54, lift 8.5)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 > -0.2469342
## PC60 <= -0.5767649
## -> class 2\|1 [0.828]
##
## Rule 49/233: (14.5/1.9, lift 8.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC16 <= 0.7426538
## PC80 <= -0.6463771
## PC81 > 0.03223655
## -> class 2\|1 [0.827]
##
## Rule 49/234: (13.8/1.8, lift 8.5)
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC44 <= 0.1536839
## PC54 <= 1.722556
## PC65 > 1.099229
## -> class 2\|1 [0.826]
##
## Rule 49/235: (233.7/50.6, lift 8.0)
## PC1 <= -0.4334595
## PC8 > 0.2281314
## PC22 > -0.792013
## PC32 <= -1.710034
## PC60 > -0.5767649
## PC96 > -0.3563694
## -> class 2\|1 [0.781]
##
## Rule 49/236: (50.7/12.9, lift 7.5)
## PC2 <= 2.5099
## PC8 > -3.21639
## PC14 <= -3.562955
## -> class 2\|1 [0.736]
##
## Rule 49/237: (29/8.2, lift 7.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC16 > 0.7426538
## PC62 > -1.154178
## PC81 > 0.03223655
## -> class 2\|1 [0.705]
##
## Rule 49/238: (158.8/57.3, lift 6.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC19 > -3.140827
## PC32 <= 1.590739
## PC44 <= 0.1536839
## PC55 > -1.113829
## PC58 <= -0.5321436
## PC65 <= 1.099229
## PC83 <= 0.9509131
## -> class 2\|1 [0.637]
##
## Rule 49/239: (44.1, lift 9.9)
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC14 > -3.562955
## PC14 <= -1.460238
## PC43 <= -0.91429
## -> class 2\|2 [0.978]
##
## Rule 49/240: (39.7, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC22 <= -1.628055
## PC44 <= 0.8057496
## -> class 2\|2 [0.976]
##
## Rule 49/241: (188/3.9, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC10 > -0.06519445
## PC14 > -3.562955
## PC20 > 0.07430925
## PC43 > -0.91429
## PC57 <= 0.4652151
## PC75 > 0.2053886
## PC76 <= 0.341296
## PC80 > -0.5582992
## PC98 <= 1.295247
## -> class 2\|2 [0.974]
##
## Rule 49/242: (72.2/1.2, lift 9.8)
## PC2 <= -1.892192
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC14 > -3.562955
## PC57 > -0.07739355
## PC97 <= 1.153858
## PC98 > 1.295247
## -> class 2\|2 [0.970]
##
## Rule 49/243: (42.8/0.7, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= -1.250447
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC14 > -1.608004
## PC21 > -1.55162
## PC41 <= -0.2190732
## PC45 > 0.0813176
## PC62 > -1.154178
## PC69 <= 0.06156952
## PC78 > -0.1352798
## -> class 2\|2 [0.961]
##
## Rule 49/244: (24.7, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 <= 1.708337
## PC14 > -1.608004
## PC60 <= -1.509971
## PC62 > -1.154178
## PC81 <= 0.03223655
## -> class 2\|2 [0.959]
##
## Rule 49/245: (21.7, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= -1.250447
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC12 <= -2.923698
## PC44 <= 0.8057496
## PC81 <= 0.03223655
## -> class 2\|2 [0.958]
##
## Rule 49/246: (20.7, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC23 > 3.121211
## PC46 > 0.413817
## -> class 2\|2 [0.956]
##
## Rule 49/247: (19.4, lift 9.7)
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC14 > -3.562955
## PC20 <= 0.07430925
## PC35 <= -3.5737
## PC65 <= 0.9533288
## PC100 > -3.16163
## -> class 2\|2 [0.953]
##
## Rule 49/248: (17.8, lift 9.6)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 > 0.1904163
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC37 <= 1.395016
## -> class 2\|2 [0.950]
##
## Rule 49/249: (39.1/1, lift 9.6)
## PC1 <= -0.4334595
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC29 <= 0.2792483
## PC43 <= -0.91429
## PC55 <= -0.1193094
## PC57 > -0.07739355
## PC68 <= 0.2349037
## PC100 > -3.16163
## -> class 2\|2 [0.950]
##
## Rule 49/250: (77.9/3.2, lift 9.6)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC29 <= 0.2792483
## PC30 > 0.223086
## PC65 <= 0.9533288
## PC75 > 0.2053886
## -> class 2\|2 [0.947]
##
## Rule 49/251: (16.3, lift 9.6)
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC32 <= 1.590739
## PC45 > -0.2228213
## PC75 <= 0.2053886
## PC89 <= -1.669469
## -> class 2\|2 [0.945]
##
## Rule 49/252: (48/1.9, lift 9.6)
## PC1 <= -0.4334595
## PC2 <= -1.250447
## PC6 > 1.373195
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC45 > 0.0813176
## -> class 2\|2 [0.942]
##
## Rule 49/253: (52.2/2.2, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= -1.250447
## PC8 <= 1.708337
## PC41 > -0.2190732
## PC44 <= 0.8057496
## PC45 > 0.0813176
## PC62 > -1.154178
## PC68 <= -1.824262
## -> class 2\|2 [0.941]
##
## Rule 49/254: (359.7/21.8, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC3 > -1.640187
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC19 > -3.140827
## PC28 > -0.1260165
## PC44 <= 0.1536839
## PC45 <= 0.3833095
## PC54 <= 1.722556
## PC55 > -1.113829
## PC58 > -0.5321436
## PC65 <= 1.099229
## PC83 > -1.071356
## PC83 <= 0.9509131
## -> class 2\|2 [0.937]
##
## Rule 49/255: (23.1/0.6, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC29 > 0.2792483
## PC91 <= -0.137848
## -> class 2\|2 [0.935]
##
## Rule 49/256: (13.4, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -1.225654
## PC8 <= -0.6680527
## PC53 > 0.5437248
## PC75 <= 0.2053886
## -> class 2\|2 [0.935]
##
## Rule 49/257: (86.1/5.5, lift 9.4)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 <= 1.708337
## PC14 > -1.608004
## PC44 <= 0.8057496
## PC55 > -0.8495878
## PC72 > -0.7166225
## PC78 > -0.1352798
## PC93 > 0.7864403
## -> class 2\|2 [0.926]
##
## Rule 49/258: (18.5/0.6, lift 9.4)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC22 <= 0.8761942
## PC32 <= 1.590739
## PC37 <= 1.395016
## PC44 > 0.1536839
## PC82 > 0.2161616
## -> class 2\|2 [0.923]
##
## Rule 49/259: (221.6/16.5, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= -1.250447
## PC5 <= 1.560003
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC14 > -1.608004
## PC16 <= 0.7426538
## PC44 <= 0.8057496
## PC55 > -0.8495878
## PC62 > -1.154178
## PC76 <= 0.3518493
## PC78 > -0.1352798
## PC80 > -0.6463771
## PC81 > 0.03223655
## -> class 2\|2 [0.922]
##
## Rule 49/260: (38.6/2.3, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= 0.2281314
## PC32 <= 1.590739
## PC100 <= -3.16163
## -> class 2\|2 [0.920]
##
## Rule 49/261: (10.5, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC21 <= -1.55162
## PC81 <= 0.03223655
## -> class 2\|2 [0.920]
##
## Rule 49/262: (46.5/3, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= 0.2281314
## PC14 > -3.562955
## PC45 <= -0.2228213
## PC57 > -0.07739355
## -> class 2\|2 [0.918]
##
## Rule 49/263: (13.7/0.4, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= 0.2281314
## PC20 <= 0.07430925
## PC28 <= -0.1507373
## PC32 <= 1.590739
## PC75 > 0.2053886
## -> class 2\|2 [0.913]
##
## Rule 49/264: (9.2, lift 9.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC44 <= 0.8057496
## PC55 > -0.8495878
## PC62 > -1.154178
## PC72 <= -0.7166225
## PC78 > -0.1352798
## -> class 2\|2 [0.911]
##
## Rule 49/265: (18.3/0.8, lift 9.2)
## PC1 <= -0.4334595
## PC2 <= -3.629129
## PC5 <= 0.6919485
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC20 <= 0.07430925
## PC29 <= 0.2792483
## PC43 > -0.91429
## PC65 <= 0.9533288
## PC75 > 0.2053886
## -> class 2\|2 [0.909]
##
## Rule 49/266: (363.2/32.3, lift 9.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.186474
## PC8 <= 0.2281314
## PC14 > -3.562955
## PC43 <= -0.91429
## PC55 > -0.1193094
## -> class 2\|2 [0.909]
##
## Rule 49/267: (8.5, lift 9.2)
## PC1 <= -0.4334595
## PC2 <= -1.250447
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC41 > 1.427926
## PC45 > 0.0813176
## PC55 > -0.8495878
## PC93 <= 0.7864403
## -> class 2\|2 [0.904]
##
## Rule 49/268: (7.3, lift 9.1)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC55 > -0.8495878
## PC78 <= -0.1352798
## PC85 <= -0.7970175
## -> class 2\|2 [0.893]
##
## Rule 49/269: (50.1/4.8, lift 9.0)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC22 <= 0.8761942
## PC32 <= 1.590739
## PC37 <= 1.395016
## PC44 > 0.1536839
## PC63 > 0.1379408
## -> class 2\|2 [0.888]
##
## Rule 49/270: (795.6/169.8, lift 8.0)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= 0.2281314
## PC14 > -3.562955
## PC19 > -3.140827
## PC32 <= 1.590739
## PC57 <= -0.07739355
## PC74 > -1.50725
## PC76 <= 0.6005656
## -> class 2\|2 [0.786]
##
## Rule 49/271: (42.2/9.1, lift 7.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC44 <= 0.8057496
## PC55 > -0.8495878
## PC69 > 0.06156952
## PC78 > -0.1352798
## PC81 <= 0.03223655
## -> class 2\|2 [0.771]
##
## Rule 49/272: (59.5/20, lift 6.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -1.225654
## PC8 <= -0.6680527
## PC28 <= -0.1000803
## PC32 <= 1.590739
## -> class 2\|2 [0.659]
##
## Rule 49/273: (240.8/143.2, lift 4.1)
## PC1 > -0.4334595
## PC1 <= 13.26314
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC8 > -3.845217
## PC16 > -1.941889
## PC44 <= 0.800207
## -> class 2\|2 [0.406]
##
## Rule 49/274: (260.4/203.7, lift 2.2)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC21 <= -0.2469342
## -> class 2\|2 [0.220]
##
## Rule 49/275: (162.7/0.2, lift 8.1)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC19 > -2.133636
## PC31 <= 1.2266
## PC46 <= 0.413817
## PC56 > -0.6470296
## PC85 <= 0.5882443
## PC93 > 0.3211098
## -> class 2\|3 [0.993]
##
## Rule 49/276: (98.3, lift 8.0)
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC19 > -3.140827
## PC32 <= 1.590739
## PC35 > 0.6613835
## PC44 > -0.7858293
## PC57 <= -0.07739355
## PC76 <= 0.6005656
## PC78 <= -0.122013
## -> class 2\|3 [0.990]
##
## Rule 49/277: (76.3, lift 8.0)
## PC1 > -0.1814509
## PC1 <= 11.24207
## PC2 <= 2.5099
## PC8 <= -3.845217
## PC36 > -4.711118
## PC79 > -0.3699443
## -> class 2\|3 [0.987]
##
## Rule 49/278: (402.3/5.6, lift 8.0)
## PC1 <= -0.4334595
## PC8 > -3.21639
## PC8 <= -1.225654
## PC19 > -3.140827
## PC29 <= 0.2792483
## PC32 <= 1.590739
## PC43 > -0.91429
## PC44 <= 0.9133549
## PC57 > -0.07739355
## PC75 <= 0.2053886
## PC98 <= 1.295247
## -> class 2\|3 [0.984]
##
## Rule 49/279: (35.8, lift 7.9)
## PC1 > -0.1814509
## PC1 <= 13.26314
## PC3 <= -0.01609154
## PC7 <= 2.56751
## PC8 > -3.845217
## PC16 > -1.941889
## PC19 > -1.677214
## PC21 <= 0.9056267
## PC35 > -0.4610973
## PC44 <= 0.800207
## PC71 <= 0.6015683
## PC85 > -0.4943444
## PC94 <= 0.6570436
## -> class 2\|3 [0.974]
##
## Rule 49/280: (40/0.4, lift 7.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC27 > -0.6067339
## PC32 <= 1.590739
## PC36 > -0.4247718
## PC70 > 0.5957489
## PC78 > -0.122013
## PC100 > -3.16163
## -> class 2\|3 [0.966]
##
## Rule 49/281: (37.5/0.4, lift 7.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 <= -0.6680527
## PC37 <= 1.395016
## PC57 <= -0.07739355
## PC76 > 0.6005656
## PC100 > -3.16163
## -> class 2\|3 [0.964]
##
## Rule 49/282: (25.8, lift 7.8)
## PC1 <= -0.4334595
## PC8 <= -0.6680527
## PC32 <= 1.590739
## PC37 <= 1.395016
## PC57 <= -0.07739355
## PC74 > -1.50725
## PC78 > -0.122013
## PC87 > 0.9083507
## -> class 2\|3 [0.963]
##
## Rule 49/283: (24, lift 7.8)
## PC2 <= 2.5099
## PC8 <= 0.2281314
## PC57 > -0.07739355
## PC97 > 1.153858
## PC98 > 1.295247
## -> class 2\|3 [0.961]
##
## Rule 49/284: (21.2, lift 7.8)
## PC1 > -0.4334595
## PC11 > 2.046466
## PC19 > -1.677214
## PC44 <= 0.800207
## PC85 <= -0.4943444
## -> class 2\|3 [0.957]
##
## Rule 49/285: (96.3/5.4, lift 7.6)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 <= 0.1904163
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC19 <= 3.342159
## PC22 <= 0.8761942
## PC44 > 0.1536839
## PC63 <= 0.1379408
## PC68 > -1.233251
## PC82 <= 0.2161616
## PC95 <= 3.023073
## -> class 2\|3 [0.935]
##
## Rule 49/286: (10.7, lift 7.5)
## PC1 > -0.4334595
## PC8 <= -3.845217
## PC19 > 3.570007
## -> class 2\|3 [0.922]
##
## Rule 49/287: (10.8, lift 7.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6680527
## PC8 <= 0.2281314
## PC17 > 0.9567902
## -> class 2\|3 [0.922]
##
## Rule 49/288: (27.5/2.2, lift 7.2)
## PC1 > -0.1814509
## PC1 <= 11.24207
## PC2 <= 2.5099
## PC8 > -4.975385
## PC8 <= -3.845217
## -> class 2\|3 [0.893]
##
## Rule 49/289: (34.3/3.9, lift 7.0)
## PC1 <= -0.4334595
## PC8 <= -3.21639
## PC13 <= 0.5263308
## PC24 > 0.6922451
## PC85 > 0.5882443
## -> class 2\|3 [0.864]
##
## Rule 49/290: (11/0.8, lift 7.0)
## PC1 <= -0.4334595
## PC8 <= -0.6680527
## PC27 <= -0.6067339
## PC36 > -0.4247718
## PC57 <= -0.07739355
## PC100 > -3.16163
## -> class 2\|3 [0.863]
##
## Rule 49/291: (28.5/4.3, lift 6.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC19 > -3.140827
## PC36 <= -0.4247718
## PC57 <= -0.07739355
## PC100 > -3.16163
## -> class 2\|3 [0.827]
##
## Rule 49/292: (17.4/2.6, lift 6.6)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > -0.01609154
## PC3 <= 0.2923115
## PC16 > 0.3594292
## -> class 2\|3 [0.814]
##
## Rule 49/293: (32.3/10.8, lift 5.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > 0.2281314
## PC8 <= 1.708337
## PC39 > -0.9868422
## PC62 <= -1.154178
## PC74 > 0.3356011
## PC85 > -0.005031254
## -> class 2\|3 [0.654]
##
## Rule 49/294: (15.1/5.5, lift 5.0)
## PC1 <= -0.4334595
## PC8 > 1.708337
## PC25 > 0.4695094
## -> class 2\|3 [0.622]
##
## Rule 49/295: (12483.2/10026.2, lift 1.6)
## PC2 <= 2.5099
## -> class 2\|3 [0.197]
##
## Rule 49/296: (144, lift 19.1)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC22 > -1.900676
## PC24 <= 0.6922451
## PC26 <= 2.609045
## PC46 <= 0.413817
## PC56 > -1.762532
## PC76 > -1.169583
## PC85 > 0.5882443
## -> class 2\|4 [0.993]
##
## Rule 49/297: (200.2/1, lift 19.1)
## PC1 <= -0.4334595
## PC8 <= -3.21639
## PC19 <= -4.154634
## -> class 2\|4 [0.990]
##
## Rule 49/298: (64.7, lift 19.0)
## PC1 <= -0.4334595
## PC8 <= -3.21639
## PC13 > 0.5263308
## -> class 2\|4 [0.985]
##
## Rule 49/299: (46.7, lift 18.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC32 > 3.672419
## PC46 <= 0.413817
## PC93 <= 0.3211098
## -> class 2\|4 [0.979]
##
## Rule 49/300: (46.3, lift 18.9)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC22 > -1.900676
## PC46 <= 0.413817
## PC56 > -1.762532
## PC57 > 1.017266
## -> class 2\|4 [0.979]
##
## Rule 49/301: (66.2/0.5, lift 18.8)
## PC1 <= -0.4334595
## PC8 <= -3.21639
## PC22 > -1.900676
## PC46 <= 0.413817
## PC79 <= -0.3373926
## PC93 <= 0.3211098
## -> class 2\|4 [0.977]
##
## Rule 49/302: (58.1/0.4, lift 18.8)
## PC8 <= -3.21639
## PC9 > 4.475528
## PC19 <= 0.6964155
## PC22 > -1.900676
## PC46 <= 0.413817
## PC85 <= 0.5882443
## PC93 <= 0.3211098
## -> class 2\|4 [0.977]
##
## Rule 49/303: (83.7/2.2, lift 18.5)
## PC1 <= -0.4334595
## PC8 <= 0.2281314
## PC19 <= -3.140827
## PC63 <= -0.2927086
## PC89 <= 0.4668681
## -> class 2\|4 [0.962]
##
## Rule 49/304: (63.9/1.6, lift 18.5)
## PC8 <= -0.6680527
## PC18 <= -0.09502326
## PC19 > -3.140827
## PC29 <= 0.2792483
## PC44 > 0.9133549
## PC57 > -0.07739355
## PC75 <= 0.2053886
## -> class 2\|4 [0.961]
##
## Rule 49/305: (105.7/5, lift 18.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 <= -3.845217
## PC19 <= 3.570007
## PC20 <= -0.10826
## PC79 <= -0.3699443
## -> class 2\|4 [0.944]
##
## Rule 49/306: (15, lift 18.1)
## PC1 > -0.4334595
## PC1 <= 13.26314
## PC2 <= 2.5099
## PC3 <= -0.01609154
## PC8 > -3.845217
## PC16 > -1.941889
## PC19 > -1.677214
## PC71 > 0.6015683
## -> class 2\|4 [0.941]
##
## Rule 49/307: (319.9/18.9, lift 18.1)
## PC1 <= -0.4334595
## PC8 <= -3.21639
## PC19 <= 0.6964155
## PC22 > -1.900676
## PC31 <= 1.2266
## PC36 <= 0.2757236
## PC46 <= 0.413817
## PC54 <= 1.674318
## PC58 <= 0.4766171
## PC73 > 0.1580673
## PC76 <= 0.491404
## PC90 > -0.8380617
## PC93 <= 0.3211098
## PC95 > 0.04876138
## PC96 <= 0.2791295
## -> class 2\|4 [0.938]
##
## Rule 49/308: (10.8, lift 17.8)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC36 <= -4.711118
## -> class 2\|4 [0.922]
##
## Rule 49/309: (8.4/0.6, lift 16.3)
## PC2 <= 2.5099
## PC8 <= -3.21639
## PC22 > -1.900676
## PC56 > -1.762532
## PC56 <= -0.6470296
## PC93 > 0.3211098
## -> class 2\|4 [0.844]
##
## Rule 49/310: (28.4/4.8, lift 15.6)
## PC2 <= 2.5099
## PC8 > -3.21639
## PC8 <= -0.6680527
## PC17 > -0.4170254
## PC29 > 0.2792483
## PC57 > -0.07739355
## PC91 > -0.137848
## -> class 2\|4 [0.810]
##
## Default class: 2\|3
##
## ----- Trial 50: -----
##
## Rules:
##
## Rule 50/1: (211.6, lift 17.3)
## PC4 <= 7.354426
## PC7 > -0.8279885
## PC13 <= 8.316996
## PC18 > 2.790875
## PC22 > -0.3249777
## PC35 <= -0.1220781
## PC66 > -3.223631
## -> class 0\|0 [0.995]
##
## Rule 50/2: (154.7, lift 17.3)
## PC6 <= 0.1895734
## PC14 <= 1.122123
## PC18 > 0.5778062
## PC24 > 0.02797451
## PC28 > -0.7168954
## PC31 > 0.09238175
## PC48 > 0.3386607
## PC63 <= 0.881411
## -> class 0\|0 [0.994]
##
## Rule 50/3: (89.6/0.2, lift 17.2)
## PC5 <= 2.339702
## PC7 > -0.8279885
## PC13 > -3.828395
## PC18 > 2.790875
## PC22 > -0.3249777
## PC22 <= 0.1116037
## PC66 > -3.223631
## PC70 <= -0.3367027
## -> class 0\|0 [0.987]
##
## Rule 50/4: (77.2/0.1, lift 17.2)
## PC7 <= -0.8322538
## PC10 > -4.33567
## PC10 <= 0.6580794
## PC18 > 2.790875
## PC19 > -0.2375407
## PC22 > -0.3249777
## PC40 > -1.781314
## PC61 > -0.4600392
## PC73 <= 0.6986846
## PC97 <= 0.1330405
## -> class 0\|0 [0.986]
##
## Rule 50/5: (39.9, lift 17.0)
## PC2 > 2.231518
## PC7 <= -0.8279885
## PC18 > 2.790875
## PC22 > -0.3249777
## PC66 > -3.223631
## PC74 > 0.7055129
## -> class 0\|0 [0.976]
##
## Rule 50/6: (33.1, lift 16.9)
## PC2 > 2.231518
## PC7 <= -0.8279885
## PC18 > 2.790875
## PC22 > -0.3249777
## PC53 <= -0.8723749
## -> class 0\|0 [0.971]
##
## Rule 50/7: (159.6/5.6, lift 16.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 > 0.1895734
## PC7 > 0.2783149
## PC8 > -0.01041131
## PC18 > -0.4683644
## -> class 0\|0 [0.959]
##
## Rule 50/8: (371.8/17.4, lift 16.5)
## PC4 <= 7.354426
## PC5 <= 2.339702
## PC7 > -0.8279885
## PC12 <= 1.068592
## PC18 > 2.790875
## PC22 > -0.3249777
## PC66 > -3.223631
## PC81 <= 0.8124506
## PC85 > -2.06305
## PC87 <= 0.7819136
## -> class 0\|0 [0.951]
##
## Rule 50/9: (22.6/1.5, lift 15.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 > -3.828395
## PC18 > -0.4683644
## PC18 <= 0.5778062
## PC22 > -0.3249777
## PC29 <= 5.380837
## PC60 <= -1.01961
## PC86 <= 2.85107
## -> class 0\|0 [0.899]
##
## Rule 50/10: (7.4, lift 15.6)
## PC13 > 8.316996
## PC16 <= -1.235095
## PC42 <= 0.152677
## PC59 <= -0.6026022
## -> class 0\|0 [0.894]
##
## Rule 50/11: (7.7/0.2, lift 15.2)
## PC2 > 2.231518
## PC13 <= 8.316996
## PC14 > -0.3420141
## PC18 > -0.4683644
## PC22 <= -0.3249777
## PC64 <= -1.231222
## PC84 <= 0.09214821
## PC86 <= 2.85107
## -> class 0\|0 [0.872]
##
## Rule 50/12: (58/6.7, lift 15.2)
## PC13 > -3.828395
## PC13 <= 8.316996
## PC18 > 0.5778062
## PC18 <= 2.790875
## PC22 > -0.3249777
## PC29 > 1.579295
## PC62 > -2.178224
## -> class 0\|0 [0.872]
##
## Rule 50/13: (83.6/12.6, lift 14.6)
## PC14 > -0.3420141
## PC18 > -0.4683644
## PC21 <= 0.1282782
## PC40 > 2.358534
## PC47 <= 4.410915
## PC62 > -2.178224
## PC84 <= 0.09214821
## -> class 0\|0 [0.842]
##
## Rule 50/14: (7.3/1.1, lift 13.5)
## PC2 > 2.231518
## PC13 <= 8.316996
## PC18 > 0.5778062
## PC18 <= 2.790875
## PC20 <= -2.520303
## PC22 > -0.3249777
## PC47 <= 4.410915
## -> class 0\|0 [0.777]
##
## Rule 50/15: (37.3/8.4, lift 13.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 > 0.2367005
## PC18 > 0.5778062
## PC18 <= 2.790875
## PC48 <= 0.3386607
## -> class 0\|0 [0.761]
##
## Rule 50/16: (67.5/16.9, lift 12.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 > -3.828395
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC22 > -0.3249777
## PC62 > -2.178224
## PC86 <= 2.85107
## PC90 <= -1.848083
## -> class 0\|0 [0.743]
##
## Rule 50/17: (56.3/17.1, lift 12.0)
## PC2 > 2.231518
## PC13 > -3.828395
## PC13 <= 8.316996
## PC18 > 0.5778062
## PC100 <= -1.292584
## -> class 0\|0 [0.689]
##
## Rule 50/18: (29.2/8.7, lift 12.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC12 > 1.022493
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC18 <= 2.790875
## PC22 > -0.3249777
## PC48 <= 0.3386607
## PC100 <= 1.237901
## -> class 0\|0 [0.689]
##
## Rule 50/19: (41.9/15, lift 11.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC21 > 0.1282782
## PC22 <= -0.3249777
## PC47 <= 4.410915
## -> class 0\|0 [0.635]
##
## Rule 50/20: (61.1, lift 12.2)
## PC2 > 2.231518
## PC4 <= 7.354426
## PC5 <= 2.339702
## PC12 > 1.068592
## PC13 <= 8.316996
## PC18 > 2.790875
## PC35 > -0.1220781
## -> class 0\|1 [0.984]
##
## Rule 50/21: (43.3, lift 12.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.7101157
## PC18 <= -0.4683644
## PC20 > -3.751503
## PC49 > -1.24435
## PC55 > 0.7797621
## -> class 0\|1 [0.978]
##
## Rule 50/22: (40.3, lift 12.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 > 0.1548424
## PC18 > -0.4683644
## PC18 <= 0.5778062
## PC60 > -1.01961
## PC90 > -1.848083
## -> class 0\|1 [0.976]
##
## Rule 50/23: (37.7, lift 12.0)
## PC18 > -0.4683644
## PC25 > 2.573061
## PC90 > -1.848083
## -> class 0\|1 [0.975]
##
## Rule 50/24: (41, lift 12.0)
## PC5 <= 2.339702
## PC18 > 2.790875
## PC66 <= -3.223631
## -> class 0\|1 [0.975]
##
## Rule 50/25: (48.9/0.4, lift 12.0)
## PC13 <= -3.828395
## PC30 > 4.755065
## -> class 0\|1 [0.972]
##
## Rule 50/26: (54/2.9, lift 11.5)
## PC5 > 2.339702
## PC13 > -3.828395
## PC13 <= 8.316996
## PC18 > 2.790875
## PC22 > -0.3249777
## -> class 0\|1 [0.931]
##
## Rule 50/27: (39.3/2.5, lift 11.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.8279885
## PC18 > -0.4683644
## PC61 <= -0.4600392
## -> class 0\|1 [0.914]
##
## Rule 50/28: (20.5/1.1, lift 11.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.7101157
## PC18 <= -0.4683644
## PC55 <= 0.7797621
## PC94 > 1.003931
## -> class 0\|1 [0.908]
##
## Rule 50/29: (60.8/10, lift 10.2)
## PC4 > 7.354426
## PC18 > 2.790875
## PC22 > 0.1116037
## PC29 <= 5.380837
## -> class 0\|1 [0.825]
##
## Rule 50/30: (34.6/5.6, lift 10.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 > 0.0162651
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC47 <= 1.387779
## PC61 <= -0.3639649
## -> class 0\|1 [0.818]
##
## Rule 50/31: (45.8/8.1, lift 10.0)
## PC2 > 2.231518
## PC7 > -0.7101157
## PC9 > 0.1774768
## PC89 > 1.380547
## -> class 0\|1 [0.810]
##
## Rule 50/32: (17.6/3.4, lift 9.6)
## PC18 <= -0.4683644
## PC28 <= -0.05609887
## PC36 > 2.366389
## PC47 <= 1.387779
## PC89 <= 1.380547
## PC97 > -0.1540349
## -> class 0\|1 [0.775]
##
## Rule 50/33: (22.1/7.1, lift 8.2)
## PC3 <= 1.640775
## PC7 <= -0.7101157
## PC18 <= -0.4683644
## PC33 <= -1.365196
## PC55 <= 0.7797621
## -> class 0\|1 [0.666]
##
## Rule 50/34: (3390.2/1936.2, lift 5.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.4683644
## -> class 0\|1 [0.429]
##
## Rule 50/35: (90.4, lift 10.0)
## PC4 <= -7.144614
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC43 > -0.5825734
## -> class 0\|2 [0.989]
##
## Rule 50/36: (115.1/0.5, lift 10.0)
## PC2 > 2.231518
## PC5 > 2.765218
## PC8 > -0.5090897
## PC15 > -1.267113
## PC18 <= -0.4683644
## PC49 <= 0.6123037
## -> class 0\|2 [0.988]
##
## Rule 50/37: (74, lift 9.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 <= 5.852866
## PC16 > -0.5623217
## PC18 <= -0.4683644
## PC42 <= 1.592236
## PC47 <= 1.387779
## PC71 > -1.016504
## PC80 > 0.1269425
## PC90 <= -1.114066
## -> class 0\|2 [0.987]
##
## Rule 50/38: (57.6, lift 9.9)
## PC13 > 8.316996
## PC16 > -1.235095
## PC18 > -0.4683644
## PC29 <= 5.380837
## PC31 <= 0.02654657
## PC47 <= 4.410915
## -> class 0\|2 [0.983]
##
## Rule 50/39: (47.5, lift 9.9)
## PC13 > 8.316996
## PC16 > -1.235095
## PC18 > -0.4683644
## PC46 <= -0.2220724
## -> class 0\|2 [0.980]
##
## Rule 50/40: (98.9/1.2, lift 9.9)
## PC2 > 2.231518
## PC13 <= 8.316996
## PC15 > -0.5948058
## PC18 > -0.4683644
## PC22 <= -0.3249777
## PC40 <= -1.304991
## PC61 <= 0.3978741
## PC72 <= 0.716008
## -> class 0\|2 [0.978]
##
## Rule 50/41: (38.5, lift 9.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC47 <= 4.410915
## PC62 <= -2.178224
## -> class 0\|2 [0.975]
##
## Rule 50/42: (72.2/1, lift 9.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.6421012
## PC14 <= -0.3420141
## PC18 > -0.4683644
## PC21 <= 0.1282782
## PC22 <= -0.3249777
## PC40 > -1.304991
## PC72 <= 0.716008
## PC86 <= 2.85107
## -> class 0\|2 [0.973]
##
## Rule 50/43: (45.2/0.4, lift 9.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > -3.972632
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC21 <= 0.1282782
## PC22 <= -0.3249777
## PC40 > -1.304991
## PC66 > 0.119242
## PC72 <= 0.716008
## PC84 > 0.09214821
## PC86 <= 2.85107
## -> class 0\|2 [0.970]
##
## Rule 50/44: (74.6/1.5, lift 9.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 <= 0.1895734
## PC8 <= 0.1548424
## PC13 <= 8.316996
## PC18 > -0.4683644
## PC18 <= 0.5778062
## PC22 > -0.3249777
## PC25 <= 2.573061
## PC40 > -2.489008
## PC43 > -0.4226703
## PC64 > -0.9001468
## PC86 <= 2.85107
## -> class 0\|2 [0.968]
##
## Rule 50/45: (28.5, lift 9.8)
## PC13 > 8.316996
## PC16 <= -1.235095
## PC18 > -0.4683644
## PC42 > 0.152677
## -> class 0\|2 [0.967]
##
## Rule 50/46: (25, lift 9.7)
## PC13 > 8.316996
## PC16 <= -1.235095
## PC18 > -0.4683644
## PC52 <= -1.024245
## -> class 0\|2 [0.963]
##
## Rule 50/47: (35.5/0.5, lift 9.7)
## PC18 <= -0.4683644
## PC33 > 3.71617
## PC71 > -1.016504
## PC80 > 0.1269425
## -> class 0\|2 [0.961]
##
## Rule 50/48: (48.8/1.3, lift 9.6)
## PC13 > 8.316996
## PC16 > -1.235095
## PC18 > 1.613308
## PC29 <= 5.380837
## PC47 <= 4.410915
## PC80 > -2.879315
## -> class 0\|2 [0.955]
##
## Rule 50/49: (14.8, lift 9.5)
## PC10 <= 3.213601
## PC13 > 8.316996
## PC16 > -1.235095
## PC18 > -0.4683644
## -> class 0\|2 [0.940]
##
## Rule 50/50: (44.3/2.1, lift 9.4)
## PC18 > -0.4683644
## PC29 > 5.380837
## -> class 0\|2 [0.933]
##
## Rule 50/51: (16.3/0.2, lift 9.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 <= 0.1895734
## PC8 <= 0.2367005
## PC18 > 0.5778062
## PC18 <= 1.033548
## PC47 <= 4.410915
## PC48 <= 0.3386607
## PC64 > 0.9607608
## -> class 0\|2 [0.932]
##
## Rule 50/52: (88.1/7.3, lift 9.2)
## PC13 <= -3.828395
## PC22 > -0.3249777
## PC30 <= 4.755065
## PC47 <= 4.410915
## PC86 <= 2.85107
## -> class 0\|2 [0.908]
##
## Rule 50/53: (7.8, lift 9.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 <= -0.6030719
## PC8 <= 0.2367005
## PC18 > -0.4683644
## PC18 <= 1.033548
## PC22 > -0.3249777
## -> class 0\|2 [0.898]
##
## Rule 50/54: (6.6/0.3, lift 8.5)
## PC2 > 2.231518
## PC18 > -0.4683644
## PC18 <= 0.5778062
## PC43 <= -0.4226703
## PC77 <= -0.3995599
## PC86 <= 2.85107
## -> class 0\|2 [0.844]
##
## Rule 50/55: (21.8/3, lift 8.4)
## PC2 > 2.231518
## PC6 <= 0.1895734
## PC18 > -0.4683644
## PC18 <= 2.790875
## PC22 > -0.3249777
## PC24 <= 0.02797451
## PC31 > 0.09238175
## PC48 > 0.3386607
## PC90 > -1.848083
## -> class 0\|2 [0.832]
##
## Rule 50/56: (10.9/1.6, lift 8.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 0.5778062
## PC22 > -0.3249777
## PC43 <= -0.4226703
## PC60 > -1.01961
## PC79 > 0.6438881
## -> class 0\|2 [0.799]
##
## Rule 50/57: (25.1/5.9, lift 7.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 2.790875
## PC22 > -0.3249777
## PC40 <= -2.489008
## -> class 0\|2 [0.745]
##
## Rule 50/58: (950.7/483.4, lift 5.0)
## PC2 > 2.231518
## PC13 <= -0.6017265
## PC18 <= -0.4683644
## -> class 0\|2 [0.492]
##
## Rule 50/59: (8109/6132, lift 2.5)
## PC2 > 2.231518
## -> class 0\|2 [0.244]
##
## Rule 50/60: (107.3/0.2, lift 10.1)
## PC2 > 2.231518
## PC5 <= 2.765218
## PC7 > -0.7101157
## PC18 <= -0.4683644
## PC36 <= 2.366389
## PC43 > 1.773609
## -> class 0\|3 [0.989]
##
## Rule 50/61: (81.2, lift 10.1)
## PC2 > 2.231518
## PC5 <= 2.765218
## PC7 > -0.7101157
## PC18 <= -0.4683644
## PC89 <= -2.040107
## -> class 0\|3 [0.988]
##
## Rule 50/62: (80.5, lift 10.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.7101157
## PC18 <= -2.052494
## PC37 > -0.7685974
## PC71 <= -1.016504
## -> class 0\|3 [0.988]
##
## Rule 50/63: (116.9/0.5, lift 10.1)
## PC5 <= 2.765218
## PC7 > -0.7101157
## PC16 > -0.5623217
## PC18 <= -2.052494
## PC37 > -0.7685974
## PC42 > 1.592236
## -> class 0\|3 [0.988]
##
## Rule 50/64: (174.7/1.4, lift 10.1)
## PC7 > -0.4643556
## PC17 <= -1.078148
## PC18 <= -2.052494
## PC34 > -2.607624
## PC37 > -0.7685974
## PC47 <= 0.5322086
## PC59 > -0.4400105
## PC68 <= 0.3575667
## PC80 > 0.1269425
## PC80 <= 0.7724206
## PC82 <= 0.08792476
## PC86 <= 0.7367945
## PC88 > -1.388337
## PC97 <= 0.6107759
## -> class 0\|3 [0.986]
##
## Rule 50/65: (65.7, lift 10.1)
## PC3 <= 1.640775
## PC4 > -7.144614
## PC18 > -2.052494
## PC18 <= -1.733713
## PC21 > -0.3289443
## PC43 > -0.5825734
## PC61 > -0.3639649
## PC62 > -0.4169091
## PC64 > -0.04241133
## -> class 0\|3 [0.985]
##
## Rule 50/66: (61.4, lift 10.0)
## PC2 > 2.231518
## PC5 <= 2.765218
## PC7 > -0.4643556
## PC10 <= 5.852866
## PC18 <= -2.052494
## PC25 > -2.264949
## PC33 <= 3.71617
## PC34 > -2.607624
## PC37 > -0.7685974
## PC80 > 0.1269425
## PC80 <= 0.7724206
## PC90 > -1.114066
## PC93 <= -0.6464272
## -> class 0\|3 [0.984]
##
## Rule 50/67: (56.1, lift 10.0)
## PC5 <= 2.765218
## PC7 > -0.4643556
## PC18 <= -2.052494
## PC64 > 0.354242
## PC68 <= 0.3575667
## PC80 > 0.1269425
## PC90 > -1.114066
## -> class 0\|3 [0.983]
##
## Rule 50/68: (118.5/1, lift 10.0)
## PC2 > 2.231518
## PC7 > -0.7101157
## PC16 > -0.5623217
## PC18 <= -0.4683644
## PC42 > 2.424541
## PC61 > -0.3639649
## PC90 > -2.88543
## -> class 0\|3 [0.983]
##
## Rule 50/69: (57, lift 10.0)
## PC16 > -0.5623217
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC38 > 1.184574
## PC61 > -0.3639649
## -> class 0\|3 [0.983]
##
## Rule 50/70: (72.4/0.3, lift 10.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC9 <= 0.1774768
## PC18 <= -0.4683644
## PC52 <= 1.593582
## PC89 > 1.380547
## -> class 0\|3 [0.982]
##
## Rule 50/71: (51.3, lift 10.0)
## PC2 > 2.231518
## PC7 > -0.7101157
## PC18 <= -0.4683644
## PC49 > 1.328311
## -> class 0\|3 [0.981]
##
## Rule 50/72: (47.6, lift 10.0)
## PC7 > -0.7101157
## PC18 <= -2.052494
## PC25 > -2.264949
## PC33 <= 3.71617
## PC82 <= 0.08792476
## PC84 <= 0.1186422
## PC89 <= 1.380547
## PC97 > 0.6107759
## -> class 0\|3 [0.979]
##
## Rule 50/73: (45.4/0.2, lift 10.0)
## PC3 <= 1.640775
## PC7 > -0.7101157
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC21 > -0.3289443
## PC28 > -1.44304
## PC37 > -0.8735143
## PC61 > -0.3639649
## PC86 > 1.195412
## -> class 0\|3 [0.976]
##
## Rule 50/74: (345.6/7.9, lift 9.9)
## PC3 <= 0.7012436
## PC5 <= 2.765218
## PC7 > -0.7101157
## PC10 <= 5.852866
## PC17 <= 0.5525088
## PC18 <= -2.052494
## PC35 > -0.8656774
## PC35 <= 0.9758522
## PC37 > -0.7685974
## PC80 <= 0.1269425
## PC89 <= 1.380547
## PC95 <= 0.309836
## -> class 0\|3 [0.974]
##
## Rule 50/75: (32, lift 9.9)
## PC2 > 2.231518
## PC5 <= 2.765218
## PC18 <= -0.4683644
## PC43 > -0.5825734
## PC47 <= 1.387779
## PC88 <= -2.531168
## PC92 > -0.9947528
## -> class 0\|3 [0.971]
##
## Rule 50/76: (72.3/1.1, lift 9.9)
## PC10 > 3.213601
## PC13 > 8.316996
## PC16 > -1.235095
## PC18 <= 1.613308
## PC29 <= 5.380837
## PC31 > 0.02654657
## PC46 > -0.2220724
## -> class 0\|3 [0.971]
##
## Rule 50/77: (41.1/0.3, lift 9.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC7 > -0.7101157
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC36 <= 2.366389
## PC61 > -0.3639649
## PC89 <= 1.380547
## PC92 <= -0.9947528
## -> class 0\|3 [0.969]
##
## Rule 50/78: (30.3, lift 9.9)
## PC2 > 2.231518
## PC18 > -0.4683644
## PC80 <= -2.879315
## -> class 0\|3 [0.969]
##
## Rule 50/79: (101.4/2.5, lift 9.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 > 0.1158387
## PC13 > -0.6017265
## PC18 <= -0.4683644
## PC19 > -0.00603867
## PC43 > -0.5825734
## PC92 > -0.9947528
## -> class 0\|3 [0.966]
##
## Rule 50/80: (27.8, lift 9.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC47 > 4.410915
## -> class 0\|3 [0.966]
##
## Rule 50/81: (199.2/6, lift 9.8)
## PC7 > -0.4643556
## PC13 > -1.024433
## PC16 > -0.5623217
## PC18 <= -2.052494
## PC34 > -2.607624
## PC37 > -0.7685974
## PC47 <= 0.5322086
## PC68 <= 0.3575667
## PC80 > 0.1269425
## PC80 <= 0.7724206
## PC82 <= 0.08792476
## PC86 <= 0.7367945
## PC88 > -1.388337
## PC90 > -1.114066
## PC97 <= 0.6107759
## -> class 0\|3 [0.965]
##
## Rule 50/82: (22.6, lift 9.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 <= -0.7470937
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC36 <= 2.366389
## PC61 <= -0.3639649
## -> class 0\|3 [0.959]
##
## Rule 50/83: (18.8, lift 9.7)
## PC2 > 2.231518
## PC5 <= 2.765218
## PC12 > 2.341113
## PC18 <= -0.4683644
## PC43 > -0.5825734
## PC61 > -0.3639649
## -> class 0\|3 [0.952]
##
## Rule 50/84: (18.9, lift 9.7)
## PC3 <= 1.640775
## PC5 > 2.765218
## PC15 <= -1.267113
## PC18 <= -0.4683644
## -> class 0\|3 [0.952]
##
## Rule 50/85: (70.8/2.6, lift 9.7)
## PC4 > -7.144614
## PC5 <= 2.765218
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC21 > -0.3289443
## PC37 > -0.8735143
## PC42 > 1.347964
## PC62 > -0.4169091
## PC64 > -0.04241133
## -> class 0\|3 [0.951]
##
## Rule 50/86: (48.1/1.4, lift 9.7)
## PC2 > 2.231518
## PC18 <= -0.4683644
## PC36 > 2.366389
## PC89 <= 1.380547
## PC97 <= -0.1540349
## -> class 0\|3 [0.951]
##
## Rule 50/87: (15.6, lift 9.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 > -1.135348
## PC18 <= -0.4683644
## PC22 > 2.148456
## PC55 <= 0.7797621
## -> class 0\|3 [0.943]
##
## Rule 50/88: (478.6/26.4, lift 9.6)
## PC3 <= 0.7012436
## PC5 <= 2.765218
## PC7 > -0.7101157
## PC17 <= 0.5525088
## PC18 <= -2.052494
## PC35 > -0.8656774
## PC37 > -0.7685974
## PC45 <= 1.462152
## PC80 <= 0.1269425
## PC98 <= 0.761762
## -> class 0\|3 [0.943]
##
## Rule 50/89: (46.6/2.1, lift 9.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC5 <= 2.765218
## PC8 <= 0.0162651
## PC16 <= 0.3380335
## PC18 <= -0.4683644
## PC61 <= -0.3639649
## PC89 <= 1.380547
## PC90 > -2.88543
## -> class 0\|3 [0.936]
##
## Rule 50/90: (38.2/2.6, lift 9.3)
## PC5 <= 2.765218
## PC18 <= -2.052494
## PC37 <= -0.7685974
## PC89 <= 1.380547
## PC91 <= -0.6448779
## -> class 0\|3 [0.911]
##
## Rule 50/91: (13/0.4, lift 9.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 <= -0.5948058
## PC18 > -0.4683644
## PC22 <= -0.3249777
## PC29 <= 5.380837
## PC40 <= -1.304991
## -> class 0\|3 [0.907]
##
## Rule 50/92: (77.8/6.6, lift 9.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 > -7.144614
## PC5 <= 2.765218
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC21 > -0.3289443
## PC28 > -1.44304
## PC43 > -0.5825734
## PC61 > -0.3639649
## PC62 > -0.4169091
## PC64 > -0.04241133
## PC79 <= 0.5110226
## PC91 > -0.6888503
## -> class 0\|3 [0.905]
##
## Rule 50/93: (7.9, lift 9.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 > -0.7101157
## PC8 > 0.1276592
## PC16 > -0.5623217
## PC18 <= -0.4683644
## PC28 > -1.44304
## PC37 > -0.8735143
## PC64 <= -0.04241133
## -> class 0\|3 [0.899]
##
## Rule 50/94: (21.3/1.6, lift 9.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.7101157
## PC18 <= -0.4683644
## PC68 <= -0.4169007
## PC94 <= 1.003931
## -> class 0\|3 [0.887]
##
## Rule 50/95: (55.9/5.6, lift 9.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -2.052494
## PC18 <= -0.4683644
## PC21 <= -0.3289443
## PC36 <= 2.366389
## PC61 > -0.3639649
## PC63 > 0.8071297
## -> class 0\|3 [0.886]
##
## Rule 50/96: (8.8/0.7, lift 8.6)
## PC3 <= 1.640775
## PC7 <= -0.7101157
## PC15 > -1.135348
## PC18 <= -0.992298
## PC55 <= 0.7797621
## PC97 > 1.585326
## -> class 0\|3 [0.844]
##
## Rule 50/97: (24.1/4.6, lift 8.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= -0.7101157
## PC15 <= -1.135348
## PC18 <= -0.4683644
## -> class 0\|3 [0.785]
##
## Rule 50/98: (154.3/35.5, lift 7.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC22 <= -0.3249777
## PC29 <= 5.380837
## PC72 > 0.716008
## PC80 > -2.879315
## -> class 0\|3 [0.767]
##
## Rule 50/99: (166/63.8, lift 6.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC62 > -2.178224
## PC86 > 2.85107
## -> class 0\|3 [0.614]
##
## Rule 50/100: (139.1, lift 19.1)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.7459509
## PC26 <= -0.8456872
## PC46 > -0.6478975
## PC48 > -0.2572594
## -> class 1\|0 [0.993]
##
## Rule 50/101: (82.4, lift 19.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.7459509
## PC44 <= -0.1893252
## PC65 > -0.1389549
## PC94 <= 0.2249536
## -> class 1\|0 [0.988]
##
## Rule 50/102: (77.3, lift 19.0)
## PC1 > -0.3028592
## PC10 > -0.3377119
## PC19 > 2.872353
## PC21 > -1.096123
## PC69 > -0.5836473
## -> class 1\|0 [0.987]
##
## Rule 50/103: (70.3, lift 19.0)
## PC1 > -0.2019541
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC10 <= -0.3377119
## PC14 <= 1.30466
## PC16 <= 0.08525795
## PC48 > -0.4114403
## PC69 > -0.5836473
## PC97 > -1.086712
## -> class 1\|0 [0.986]
##
## Rule 50/104: (57.8, lift 19.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC46 > 0.9321272
## PC65 > -0.1389549
## PC94 <= 0.2249536
## -> class 1\|0 [0.983]
##
## Rule 50/105: (374.6/8.4, lift 18.8)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC7 > -0.2138148
## PC15 <= -3.58571
## -> class 1\|0 [0.975]
##
## Rule 50/106: (284.4/7.7, lift 18.7)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC7 > -0.2138148
## PC15 <= -3.157014
## PC59 <= 0.1603719
## -> class 1\|0 [0.969]
##
## Rule 50/107: (35.4/0.4, lift 18.6)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.7459509
## PC46 > -0.6478975
## PC47 > 1.277223
## PC94 <= 0.2249536
## -> class 1\|0 [0.962]
##
## Rule 50/108: (268.1/12.5, lift 18.3)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC3 <= 0.3930258
## PC9 > -0.1601986
## PC10 <= 0.9200311
## PC11 <= 0.2502615
## PC19 > -1.661511
## PC21 <= 1.737025
## PC68 <= 0.8621076
## PC76 > -1.302066
## -> class 1\|0 [0.950]
##
## Rule 50/109: (194.4/10, lift 18.2)
## PC3 > 1.640775
## PC16 <= -0.7459509
## PC26 <= 0.04168434
## PC30 <= 0.1719044
## PC41 <= 0.4214479
## PC65 > -0.0373049
## PC95 <= -0.1261714
## -> class 1\|0 [0.944]
##
## Rule 50/110: (14.6, lift 18.1)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.7459509
## PC41 > 0.4214479
## PC46 > -0.6478975
## -> class 1\|0 [0.940]
##
## Rule 50/111: (10.4, lift 17.7)
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC25 > 0.6074538
## PC48 > -0.4114403
## -> class 1\|0 [0.919]
##
## Rule 50/112: (52.4/3.5, lift 17.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC26 <= 0.04168434
## PC29 > -0.4626223
## PC46 > -0.6478975
## PC65 > -0.0373049
## PC70 > 0.5258349
## PC92 <= 0.4890302
## -> class 1\|0 [0.917]
##
## Rule 50/113: (5.8, lift 16.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC14 <= -1.660562
## -> class 1\|0 [0.871]
##
## Rule 50/114: (66.6/9.3, lift 16.4)
## PC3 > 1.640775
## PC7 <= 9.7885
## PC16 <= -0.7459509
## PC26 <= 0.04168434
## PC46 > -0.6478975
## PC65 > -0.0373049
## PC70 > 0.5258349
## -> class 1\|0 [0.850]
##
## Rule 50/115: (44.3/7.5, lift 15.8)
## PC1 > -0.3028592
## PC16 <= 0.08525795
## PC26 > 1.787033
## PC48 > -0.4114403
## PC69 <= -0.5836473
## -> class 1\|0 [0.817]
##
## Rule 50/116: (258.1, lift 15.9)
## PC3 > 0.3930258
## PC12 > 2.832065
## PC15 > -3.157014
## PC96 > -0.4075566
## -> class 1\|1 [0.996]
##
## Rule 50/117: (31.6, lift 15.5)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC3 <= 0.3930258
## PC9 > -0.1601986
## PC11 > 0.2502615
## PC15 > -3.157014
## PC19 > -1.661511
## -> class 1\|1 [0.969]
##
## Rule 50/118: (28.7, lift 15.4)
## PC1 > 12.55189
## PC3 <= 0.3930258
## PC9 <= -0.1601986
## PC19 > -1.661511
## PC54 > -3.347882
## -> class 1\|1 [0.967]
##
## Rule 50/119: (49.9/1.6, lift 15.2)
## PC1 > -0.3028592
## PC3 <= 0.3930258
## PC10 > 0.9200311
## PC15 > -3.157014
## PC19 > -1.661511
## -> class 1\|1 [0.950]
##
## Rule 50/120: (57.6/2.1, lift 15.1)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC3 <= 0.3930258
## PC9 > -0.1601986
## PC15 > -3.157014
## PC19 > -1.661511
## PC68 > 0.8621076
## -> class 1\|1 [0.947]
##
## Rule 50/121: (311.4/18.1, lift 15.0)
## PC1 > -0.2019541
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC10 > -0.3377119
## PC11 <= 2.611002
## PC15 > -3.157014
## PC16 <= 0.08525795
## PC21 > -1.096123
## PC48 > -0.4114403
## PC55 <= 1.710191
## PC69 > -0.5836473
## PC69 <= 0.6566458
## PC87 > -0.8473092
## PC91 <= 0.6665241
## PC97 > -1.092103
## -> class 1\|1 [0.939]
##
## Rule 50/122: (22.9/0.5, lift 15.0)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC3 <= 0.3930258
## PC15 > -3.157014
## PC19 > -1.661511
## PC76 <= -1.302066
## -> class 1\|1 [0.938]
##
## Rule 50/123: (17.6/0.4, lift 14.9)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC7 > -0.2138148
## PC15 > -3.58571
## PC15 <= -3.157014
## PC59 > 0.1603719
## -> class 1\|1 [0.931]
##
## Rule 50/124: (7.9, lift 14.3)
## PC2 <= 2.231518
## PC10 <= -0.3377119
## PC11 <= 2.611002
## PC16 <= 0.08525795
## PC69 > -0.5836473
## PC97 <= -1.086712
## -> class 1\|1 [0.899]
##
## Rule 50/125: (9.7/0.5, lift 13.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.7459509
## PC26 <= -0.8456872
## PC48 <= -0.2572594
## -> class 1\|1 [0.873]
##
## Rule 50/126: (39.2/4.5, lift 13.8)
## PC1 > 15.92312
## PC6 <= -2.2305
## PC19 <= -1.661511
## -> class 1\|1 [0.866]
##
## Rule 50/127: (25.7/9.8, lift 9.8)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC36 > 0.797594
## -> class 1\|1 [0.611]
##
## Rule 50/128: (2721.2/1848.2, lift 5.1)
## PC3 > 1.640775
## -> class 1\|1 [0.321]
##
## Rule 50/129: (134, lift 16.2)
## PC1 > -0.2019541
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC3 <= 1.630107
## PC7 > 1.252206
## PC15 <= 4.104633
## PC16 > 0.08525795
## -> class 1\|2 [0.993]
##
## Rule 50/130: (117, lift 16.2)
## PC6 > 1.074766
## PC12 <= 2.832065
## PC16 > 0.08525795
## PC53 > 1.037077
## -> class 1\|2 [0.992]
##
## Rule 50/131: (115.1, lift 16.2)
## PC3 > 0.3930258
## PC7 <= 1.252206
## PC14 <= 0.5601762
## PC16 > 0.08525795
## PC37 <= 0.2875497
## PC60 <= 1.833433
## PC65 <= 0.505168
## PC100 > 0.510457
## -> class 1\|2 [0.991]
##
## Rule 50/132: (105.7, lift 16.2)
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC8 > 2.247697
## PC12 <= 2.832065
## PC15 > -3.157014
## PC16 > 0.08525795
## PC65 <= 0.505168
## -> class 1\|2 [0.991]
##
## Rule 50/133: (103.2, lift 16.2)
## PC3 > 0.3930258
## PC7 <= 1.252206
## PC12 <= 2.832065
## PC14 <= 0.5601762
## PC16 > 0.08525795
## PC45 > -0.5018888
## PC55 > 0.6811348
## PC61 <= 0.7707137
## -> class 1\|2 [0.990]
##
## Rule 50/134: (86.1, lift 16.2)
## PC2 > 2.231518
## PC3 > 1.640775
## PC14 > -1.660562
## PC16 > 1.258097
## PC44 <= 19.92434
## PC51 > -0.7663754
## -> class 1\|2 [0.989]
##
## Rule 50/135: (63.7, lift 16.1)
## PC5 <= -6.561722
## PC16 > -0.7459509
## PC51 <= -0.7663754
## -> class 1\|2 [0.985]
##
## Rule 50/136: (126.6/1.5, lift 16.0)
## PC2 <= 2.231518
## PC3 > 5.422003
## PC12 <= 2.832065
## PC16 > 0.08525795
## PC17 > 0.3942855
## -> class 1\|2 [0.981]
##
## Rule 50/137: (44.3, lift 16.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > -0.7459509
## PC22 <= -2.091307
## PC44 <= 19.92434
## PC51 > -0.7663754
## -> class 1\|2 [0.978]
##
## Rule 50/138: (87.6/1, lift 16.0)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > -0.7459509
## PC51 > -0.7663754
## PC83 <= -0.3823677
## PC93 > -0.9696231
## -> class 1\|2 [0.977]
##
## Rule 50/139: (62/0.7, lift 15.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > -0.7459509
## PC51 <= -0.7663754
## PC80 > 0.3968048
## -> class 1\|2 [0.974]
##
## Rule 50/140: (147.3/3, lift 15.9)
## PC1 > -0.3028592
## PC3 <= 0.3930258
## PC6 > -2.2305
## PC8 <= 1.32482
## PC19 <= -1.661511
## PC82 > -0.1607774
## -> class 1\|2 [0.973]
##
## Rule 50/141: (35.7, lift 15.9)
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC14 <= 0.5601762
## PC65 <= 0.505168
## PC67 <= -0.444327
## -> class 1\|2 [0.973]
##
## Rule 50/142: (107.1/2.2, lift 15.9)
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC9 <= 1.943403
## PC14 <= 0.5601762
## PC44 <= -0.7079262
## PC53 <= 1.037077
## PC65 <= 0.505168
## -> class 1\|2 [0.971]
##
## Rule 50/143: (35.9/0.1, lift 15.9)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC7 <= 1.252206
## PC12 <= 2.832065
## PC16 > 0.08525795
## PC61 <= 0.7707137
## PC67 > 0.3189066
## -> class 1\|2 [0.970]
##
## Rule 50/144: (117.1/2.7, lift 15.9)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC3 <= 1.461406
## PC14 <= 0.5601762
## PC16 > 0.08525795
## PC44 > -0.7079262
## PC65 <= 0.505168
## -> class 1\|2 [0.969]
##
## Rule 50/145: (29.4, lift 15.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > -0.7459509
## PC86 <= -1.966605
## -> class 1\|2 [0.968]
##
## Rule 50/146: (25.7, lift 15.8)
## PC3 > 1.640775
## PC14 > -1.660562
## PC16 > -0.7459509
## PC44 <= 19.92434
## PC51 > -0.7663754
## PC65 <= -0.6879153
## PC83 > -0.3823677
## -> class 1\|2 [0.964]
##
## Rule 50/147: (25, lift 15.8)
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC15 > -3.157014
## PC16 > 0.08525795
## PC61 <= 0.7707137
## PC76 <= -0.8371909
## -> class 1\|2 [0.963]
##
## Rule 50/148: (23.4, lift 15.7)
## PC1 > -0.3028592
## PC3 > 0.3930258
## PC14 > 1.30466
## PC45 <= -0.4144146
## -> class 1\|2 [0.961]
##
## Rule 50/149: (23.8, lift 15.7)
## PC2 > 2.231518
## PC8 <= -2.627135
## PC51 <= -0.7663754
## -> class 1\|2 [0.961]
##
## Rule 50/150: (26.1/0.2, lift 15.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > -0.7459509
## PC51 > -0.7663754
## PC63 <= -1.308011
## -> class 1\|2 [0.957]
##
## Rule 50/151: (44.9/1.1, lift 15.6)
## PC3 > 1.640775
## PC18 > 0.4005001
## PC51 <= -0.7663754
## -> class 1\|2 [0.955]
##
## Rule 50/152: (19.7, lift 15.6)
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC10 > -0.3377119
## PC19 <= 2.872353
## PC87 <= -0.8473092
## -> class 1\|2 [0.954]
##
## Rule 50/153: (48.5/1.5, lift 15.6)
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC16 <= 0.08525795
## PC21 <= -1.096123
## -> class 1\|2 [0.951]
##
## Rule 50/154: (44.9/1.3, lift 15.5)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC12 <= 2.832065
## PC14 <= 1.30466
## PC16 <= 0.08525795
## PC48 <= -0.4114403
## -> class 1\|2 [0.950]
##
## Rule 50/155: (25.5/0.6, lift 15.4)
## PC3 > 0.3930258
## PC11 <= 2.611002
## PC25 <= 0.6074538
## PC55 > 1.710191
## PC69 > -0.5836473
## -> class 1\|2 [0.943]
##
## Rule 50/156: (18.2/0.1, lift 15.4)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC3 <= 5.422003
## PC7 <= 1.252206
## PC16 > 0.08525795
## PC61 > 0.7707137
## -> class 1\|2 [0.943]
##
## Rule 50/157: (28.8/1, lift 15.3)
## PC2 <= 2.231518
## PC3 > 0.3930258
## PC10 > -0.3377119
## PC16 <= 0.08525795
## PC25 <= 0.6074538
## PC97 <= -1.092103
## -> class 1\|2 [0.936]
##
## Rule 50/158: (40/3.4, lift 14.7)
## PC1 > -0.3028592
## PC3 > 0.3930258
## PC16 > 0.08525795
## PC44 > -0.7079262
## PC60 > 1.833433
## PC65 <= 0.505168
## -> class 1\|2 [0.895]
##
## Rule 50/159: (5.3, lift 14.1)
## PC1 > -0.3028592
## PC3 > 0.3930258
## PC14 > 1.30466
## PC14 <= 1.418458
## PC16 <= 0.08525795
## -> class 1\|2 [0.862]
##
## Rule 50/160: (94.6, lift 15.3)
## PC1 > -0.2019541
## PC3 > 0.3930258
## PC3 <= 5.422003
## PC9 <= 1.943403
## PC16 > 0.08525795
## PC61 <= 0.7707137
## PC65 > 0.505168
## PC67 <= 0.3189066
## -> class 1\|3 [0.990]
##
## Rule 50/161: (48.7/0.2, lift 15.1)
## PC3 > 0.3930258
## PC14 > 1.418458
## PC16 <= 0.08525795
## PC45 > -0.4144146
## -> class 1\|3 [0.977]
##
## Rule 50/162: (32.1, lift 15.0)
## PC3 > 1.630107
## PC3 <= 5.422003
## PC7 > 1.252206
## PC16 > 0.08525795
## PC53 <= 1.037077
## -> class 1\|3 [0.971]
##
## Rule 50/163: (304.5/9.5, lift 14.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC5 > -6.561722
## PC8 > -2.627135
## PC18 <= 0.4005001
## PC51 <= -0.7663754
## PC80 <= 0.3968048
## PC86 > -1.966605
## -> class 1\|3 [0.966]
##
## Rule 50/164: (21.5, lift 14.8)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC14 <= 1.30466
## PC15 > -3.157014
## PC16 <= 0.08525795
## PC26 <= 1.787033
## PC48 > -0.4114403
## PC69 <= -0.5836473
## -> class 1\|3 [0.957]
##
## Rule 50/165: (240.5/16.8, lift 14.3)
## PC2 <= 2.231518
## PC3 > 1.461406
## PC7 <= 1.252206
## PC8 <= 2.247697
## PC15 > -3.157014
## PC16 > 0.08525795
## PC44 > -0.7079262
## PC45 > -0.5018888
## PC53 <= 1.037077
## PC55 <= 0.6811348
## PC60 <= 1.833433
## PC61 <= 0.7707137
## PC67 <= 0.3189066
## PC76 > -0.8371909
## PC100 <= 0.510457
## -> class 1\|3 [0.927]
##
## Rule 50/166: (134.8/11.1, lift 14.1)
## PC2 <= 2.231518
## PC3 > 1.461406
## PC3 <= 5.422003
## PC7 <= 1.252206
## PC9 <= 1.943403
## PC16 > 0.08525795
## PC37 > 0.2875497
## PC45 > -0.5018888
## PC53 <= 1.037077
## PC55 <= 0.6811348
## PC60 <= 1.833433
## PC67 > -0.444327
## PC67 <= 0.3189066
## -> class 1\|3 [0.912]
##
## Rule 50/167: (13.6/4.4, lift 10.1)
## PC1 > -0.3028592
## PC2 > -0.3112209
## PC7 <= -0.2138148
## PC15 <= -3.157014
## -> class 1\|3 [0.653]
##
## Rule 50/168: (4396.4/3402.9, lift 3.5)
## PC1 > -0.3028592
## PC2 <= 2.231518
## -> class 1\|3 [0.226]
##
## Rule 50/169: (45.8, lift 13.0)
## PC8 > 1.988585
## PC10 <= -0.4068872
## PC15 <= -1.08941
## PC89 <= 0.5533978
## -> class 2\|0 [0.979]
##
## Rule 50/170: (25.2/1.4, lift 12.2)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC17 > 0.4777961
## PC21 > -0.248798
## PC60 <= -0.01839448
## -> class 2\|0 [0.913]
##
## Rule 50/171: (40/2.9, lift 12.1)
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC10 <= -0.1786643
## PC32 > 1.071236
## PC36 <= 0.797594
## PC49 <= 0.3436811
## PC87 > 0.02162136
## -> class 2\|0 [0.907]
##
## Rule 50/172: (48.5/5.6, lift 11.6)
## PC1 <= -0.3028592
## PC8 > 1.190268
## PC8 <= 1.988585
## PC19 <= -0.3854837
## PC26 <= 1.860836
## PC32 <= 1.071236
## PC63 <= -0.01194157
## -> class 2\|0 [0.869]
##
## Rule 50/173: (962.1/443.5, lift 7.2)
## PC1 > -0.3028592
## PC1 <= -0.2019541
## PC2 <= 2.231518
## PC25 <= -0.08540493
## PC97 > -0.1569582
## -> class 2\|0 [0.539]
##
## Rule 50/174: (1637.8/824.1, lift 6.6)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC26 <= 4.180573
## PC36 <= 0.797594
## -> class 2\|0 [0.497]
##
## Rule 50/175: (136.9/75.8, lift 5.9)
## PC1 > -0.2019541
## PC3 <= 0.3930258
## PC8 > -0.1526319
## PC9 <= -0.1601986
## PC21 > -0.2623605
## -> class 2\|0 [0.447]
##
## Rule 50/176: (152.3, lift 10.6)
## PC1 <= -1.390956
## PC5 <= 1.629143
## PC8 > 1.988585
## PC11 > -0.3195422
## PC21 <= -0.248798
## PC26 <= 4.180573
## -> class 2\|1 [0.994]
##
## Rule 50/177: (73.5, lift 10.5)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC10 > -0.1786643
## PC32 > 1.071236
## PC49 <= 0.3436811
## -> class 2\|1 [0.987]
##
## Rule 50/178: (72.9, lift 10.5)
## PC1 > -4.570809
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC21 > -0.248798
## PC29 > 0.1246052
## PC60 <= -0.01839448
## PC69 <= 0.3280344
## -> class 2\|1 [0.987]
##
## Rule 50/179: (38.9, lift 10.4)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC10 > 0.5683248
## PC60 > -0.01839448
## -> class 2\|1 [0.976]
##
## Rule 50/180: (96.3/1.4, lift 10.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC45 > 0.2947588
## PC58 <= -0.1482247
## PC63 > -0.01194157
## -> class 2\|1 [0.975]
##
## Rule 50/181: (158.5/3.2, lift 10.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > 0.2795834
## PC8 <= 1.988585
## PC10 <= -0.04852062
## PC24 > -0.2414268
## PC32 <= 1.071236
## PC63 > -0.01194157
## -> class 2\|1 [0.974]
##
## Rule 50/182: (43.1/0.2, lift 10.4)
## PC8 > -0.2273773
## PC10 > -0.04852062
## PC21 > 2.607432
## PC63 > -0.01194157
## -> class 2\|1 [0.974]
##
## Rule 50/183: (36.3, lift 10.4)
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC24 <= 0.839894
## PC36 <= 0.797594
## PC44 > 0.9918954
## PC63 > -0.01194157
## -> class 2\|1 [0.974]
##
## Rule 50/184: (64.5/0.8, lift 10.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > 1.190268
## PC8 <= 1.988585
## PC19 > -0.3854837
## PC32 <= 1.071236
## PC63 <= -0.01194157
## PC71 > -1.085969
## -> class 2\|1 [0.973]
##
## Rule 50/185: (34.6, lift 10.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC21 <= 2.607432
## PC30 > -0.146873
## PC46 <= 1.728501
## PC59 > -0.2226959
## PC74 <= 0.6011673
## PC82 <= -0.1843163
## PC98 <= 0.06901895
## -> class 2\|1 [0.973]
##
## Rule 50/186: (39.1/0.2, lift 10.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC92 <= -1.178071
## PC99 <= 1.041684
## -> class 2\|1 [0.972]
##
## Rule 50/187: (324.7/8.3, lift 10.4)
## PC1 > -4.570809
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC8 <= 5.638007
## PC15 > -1.08941
## PC21 > -0.248798
## PC34 > -0.6209064
## PC60 <= -0.01839448
## PC69 <= 0.3280344
## PC89 <= 0.5533978
## -> class 2\|1 [0.972]
##
## Rule 50/188: (32.5, lift 10.3)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC34 > 0.4300883
## PC84 <= -0.1833188
## -> class 2\|1 [0.971]
##
## Rule 50/189: (27.9, lift 10.3)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC49 <= 0.3084636
## PC63 <= -0.01194157
## PC87 <= -0.8686969
## -> class 2\|1 [0.967]
##
## Rule 50/190: (40.1/0.4, lift 10.3)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC11 > -0.6403958
## PC72 > 0.8327367
## -> class 2\|1 [0.966]
##
## Rule 50/191: (61.5/1.2, lift 10.3)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > 1.190268
## PC8 <= 1.988585
## PC26 > 1.860836
## PC63 <= -0.01194157
## -> class 2\|1 [0.965]
##
## Rule 50/192: (37.4/0.4, lift 10.3)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC12 > -2.780835
## PC24 <= 0.839894
## PC32 <= 1.071236
## PC63 > -0.01194157
## PC67 <= -0.3791652
## -> class 2\|1 [0.965]
##
## Rule 50/193: (25.6, lift 10.3)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC10 <= 0.5683248
## PC11 > -0.6403958
## PC21 > -0.248798
## PC54 <= -2.008829
## PC74 <= -0.451249
## PC97 > -0.129299
## -> class 2\|1 [0.964]
##
## Rule 50/194: (23.5, lift 10.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC63 > -0.01194157
## PC99 > 1.425039
## -> class 2\|1 [0.961]
##
## Rule 50/195: (22.7, lift 10.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC28 <= -0.2738551
## PC56 > 0.2843107
## -> class 2\|1 [0.960]
##
## Rule 50/196: (106.2/3.5, lift 10.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC12 > -2.780835
## PC24 <= 0.839894
## PC26 > -2.430872
## PC32 <= 1.071236
## PC36 <= 0.797594
## PC45 <= -0.006751917
## PC63 > -0.01194157
## PC74 <= 0.6011673
## -> class 2\|1 [0.958]
##
## Rule 50/197: (26.3/0.2, lift 10.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC10 > -0.04852062
## PC12 > -2.780835
## PC24 <= 0.839894
## PC30 <= -0.146873
## PC45 > -0.006751917
## PC47 > -0.4460302
## PC63 > -0.01194157
## PC67 > -0.3791652
## -> class 2\|1 [0.957]
##
## Rule 50/198: (131.5/4.9, lift 10.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC12 > -2.780835
## PC36 <= 0.797594
## PC47 <= -0.4460302
## PC63 > -0.01194157
## PC74 <= 0.6011673
## -> class 2\|1 [0.956]
##
## Rule 50/199: (19.8, lift 10.2)
## PC1 > -0.3028592
## PC1 <= 15.92312
## PC6 <= -2.2305
## PC8 <= 1.32482
## PC15 > -3.157014
## PC19 <= -1.661511
## -> class 2\|1 [0.954]
##
## Rule 50/200: (57.8/1.7, lift 10.2)
## PC1 > -0.2019541
## PC3 <= 0.3930258
## PC8 > -0.1526319
## PC9 <= -0.1601986
## PC19 > -1.661511
## PC21 > -0.2623605
## PC31 > -0.5691792
## PC33 > -0.02442696
## PC36 <= 0.2470704
## -> class 2\|1 [0.954]
##
## Rule 50/201: (18.7, lift 10.1)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC12 > -2.780835
## PC45 > -0.006751917
## PC45 <= 0.2947588
## PC63 > -0.01194157
## PC100 <= -0.8929599
## -> class 2\|1 [0.952]
##
## Rule 50/202: (63.8/2.1, lift 10.1)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC4 > 0.01242219
## PC8 > -0.2273773
## PC8 <= 1.190268
## PC36 <= 0.797594
## PC63 <= -0.01194157
## -> class 2\|1 [0.952]
##
## Rule 50/203: (54.5/2, lift 10.1)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC11 <= -0.6403958
## PC20 > -0.1681042
## PC60 > -0.01839448
## -> class 2\|1 [0.947]
##
## Rule 50/204: (394.1/21.5, lift 10.0)
## PC1 > -4.570809
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC8 <= 5.638007
## PC10 > -0.4068872
## PC17 <= 0.4777961
## PC21 > -0.248798
## PC34 > -0.6209064
## PC53 <= 1.326225
## PC60 <= -0.01839448
## PC69 <= 0.3280344
## PC89 <= 0.5533978
## -> class 2\|1 [0.943]
##
## Rule 50/205: (73.6/3.3, lift 10.0)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC63 <= -0.01194157
## PC99 > 1.041684
## -> class 2\|1 [0.943]
##
## Rule 50/206: (48/2, lift 10.0)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC32 > 1.071236
## PC49 <= 0.3436811
## PC87 <= 0.02162136
## -> class 2\|1 [0.940]
##
## Rule 50/207: (75.3/4.2, lift 9.9)
## PC8 > -0.2273773
## PC10 > -0.04852062
## PC19 <= -1.633033
## PC24 <= 0.839894
## PC32 <= 1.071236
## PC45 > -0.006751917
## PC59 > -0.2226959
## PC63 > -0.01194157
## PC67 > -0.3791652
## PC99 <= 1.425039
## -> class 2\|1 [0.933]
##
## Rule 50/208: (33.5/1.4, lift 9.9)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC36 <= 0.797594
## PC46 > 1.728501
## PC63 > -0.01194157
## -> class 2\|1 [0.933]
##
## Rule 50/209: (69.8/4.5, lift 9.8)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC12 > -2.780835
## PC30 > -0.146873
## PC45 <= 0.2947588
## PC63 > -0.01194157
## PC93 <= 0.08484361
## PC98 > 0.06901895
## -> class 2\|1 [0.924]
##
## Rule 50/210: (150.3/10.8, lift 9.8)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC10 > -0.04852062
## PC45 > -0.006751917
## PC59 <= -0.2226959
## PC63 > -0.01194157
## PC74 <= 0.6011673
## -> class 2\|1 [0.922]
##
## Rule 50/211: (83.8/7.8, lift 9.6)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC12 > -2.780835
## PC24 <= 0.839894
## PC47 > 0.1870073
## PC63 > -0.01194157
## PC67 > -0.3791652
## PC98 > 0.06901895
## -> class 2\|1 [0.898]
##
## Rule 50/212: (36.2/3, lift 9.5)
## PC2 <= -9.120993
## PC8 <= -0.2273773
## -> class 2\|1 [0.896]
##
## Rule 50/213: (6.5, lift 9.4)
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC22 <= 1.182491
## PC29 <= -0.2591521
## PC43 <= -1.519546
## -> class 2\|1 [0.883]
##
## Rule 50/214: (39.4/3.9, lift 9.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 <= 4.756855
## PC22 <= 1.182491
## PC30 > 0.2182368
## PC87 <= -0.7578653
## -> class 2\|1 [0.881]
##
## Rule 50/215: (10.8/0.5, lift 9.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC11 <= 4.756855
## PC22 <= 1.182491
## PC75 <= -1.833494
## PC87 <= -0.7578653
## -> class 2\|1 [0.881]
##
## Rule 50/216: (60.5/8.2, lift 9.1)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC74 <= -0.451249
## PC97 <= -0.129299
## -> class 2\|1 [0.853]
##
## Rule 50/217: (4.2, lift 8.9)
## PC8 > -3.393956
## PC15 > 3.421718
## PC22 <= 1.182491
## PC79 > 0.4815935
## -> class 2\|1 [0.838]
##
## Rule 50/218: (123.3/20.1, lift 8.9)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC26 <= 4.180573
## PC46 > 1.406275
## -> class 2\|1 [0.832]
##
## Rule 50/219: (16.3/2.4, lift 8.7)
## PC1 <= -0.3028592
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 > 4.756855
## PC22 <= 1.182491
## PC43 > -1.519546
## PC72 <= 3.897374
## PC73 > 0.9392994
## -> class 2\|1 [0.815]
##
## Rule 50/220: (80.1/20.9, lift 7.8)
## PC1 <= -0.3028592
## PC8 > 1.988585
## PC16 > 0.5844321
## PC21 > -0.248798
## -> class 2\|1 [0.733]
##
## Rule 50/221: (16.5/4.3, lift 7.6)
## PC1 > -0.3028592
## PC3 <= 0.3930258
## PC8 <= -0.1526319
## PC15 > -3.157014
## PC54 <= -3.347882
## -> class 2\|1 [0.712]
##
## Rule 50/222: (237.2/1.4, lift 11.7)
## PC1 <= -0.3028592
## PC2 > -9.120993
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 > -3.368043
## PC22 <= 1.182491
## PC26 <= 3.029306
## PC47 <= 0.6332861
## PC57 <= -0.1485425
## PC76 <= 0.5437125
## PC78 > -0.1121761
## PC87 > -0.7578653
## -> class 2\|2 [0.990]
##
## Rule 50/223: (183.7/1.1, lift 11.7)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC10 > -0.04852062
## PC19 > -1.633033
## PC30 > -0.146873
## PC45 > -0.006751917
## PC45 <= 0.2947588
## PC46 <= 1.728501
## PC47 > -0.4460302
## PC59 > -0.2226959
## PC63 > -0.01194157
## PC67 > -0.3791652
## PC82 > -0.1843163
## PC98 <= 0.06901895
## PC99 <= 1.425039
## PC100 > -0.8929599
## -> class 2\|2 [0.988]
##
## Rule 50/224: (91.4/0.6, lift 11.6)
## PC1 <= -0.3028592
## PC8 > -3.052472
## PC8 <= -0.2273773
## PC11 > 4.756855
## PC22 <= 1.182491
## PC73 <= 0.9392994
## -> class 2\|2 [0.983]
##
## Rule 50/225: (98.2/0.7, lift 11.6)
## PC1 <= -0.3028592
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC10 > -0.04852062
## PC12 <= -2.780835
## PC21 <= 2.607432
## PC32 <= 1.071236
## PC44 <= 0.9918954
## -> class 2\|2 [0.983]
##
## Rule 50/226: (216.7/3.8, lift 11.5)
## PC1 <= -0.3028592
## PC2 > -9.120993
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC13 > -1.212704
## PC19 > -3.368043
## PC20 <= 0.569308
## PC38 > -0.06801012
## PC40 <= 0.009732706
## PC42 > -0.7110608
## PC42 <= -0.144099
## PC43 <= 0.9829425
## PC47 > -0.9152054
## PC62 > -1.29437
## PC76 <= 0.2568888
## PC78 > -0.2518843
## PC87 > -0.7578653
## PC94 <= 0.5567049
## -> class 2\|2 [0.978]
##
## Rule 50/227: (41.8, lift 11.5)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC38 > -0.06801012
## PC68 <= -1.363614
## PC87 > -0.7578653
## -> class 2\|2 [0.977]
##
## Rule 50/228: (50.1/0.2, lift 11.5)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC15 <= 3.421718
## PC27 <= -0.2334193
## PC38 > -0.06801012
## PC42 > -0.7110608
## PC42 <= -0.144099
## PC62 > -1.29437
## PC76 > 0.2568888
## -> class 2\|2 [0.977]
##
## Rule 50/229: (35.3, lift 11.5)
## PC1 > -0.3028592
## PC1 <= 12.55189
## PC2 <= 2.231518
## PC3 <= 0.3930258
## PC8 <= -0.1526319
## PC15 > -3.157014
## PC19 > -1.661511
## PC98 > 0.3673541
## PC100 > -1.79497
## -> class 2\|2 [0.973]
##
## Rule 50/230: (41.3/0.3, lift 11.5)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC15 <= 3.421718
## PC19 > -3.368043
## PC38 > -0.06801012
## PC73 <= -0.5715255
## PC87 > -0.7578653
## PC94 <= 0.5567049
## -> class 2\|2 [0.971]
##
## Rule 50/231: (29.5, lift 11.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC21 <= 2.607432
## PC32 <= 1.071236
## PC63 > -0.01194157
## PC67 > -0.3791652
## PC74 > 0.6011673
## PC99 <= 1.425039
## -> class 2\|2 [0.968]
##
## Rule 50/232: (28, lift 11.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC19 > -3.368043
## PC20 > 0.7229795
## PC22 <= 1.182491
## -> class 2\|2 [0.967]
##
## Rule 50/233: (84.2/2.3, lift 11.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC10 > -0.04852062
## PC19 > -1.633033
## PC30 > -0.146873
## PC46 <= 1.728501
## PC47 <= 0.1870073
## PC59 > -0.2226959
## PC63 > -0.01194157
## PC93 > 0.08484361
## PC98 > 0.06901895
## PC99 <= 1.425039
## -> class 2\|2 [0.962]
##
## Rule 50/234: (182.3/8.4, lift 11.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -2.982366
## PC8 <= -0.2273773
## PC13 > -1.212704
## PC22 <= 1.182491
## PC29 > -0.2591521
## PC43 <= -1.519546
## PC87 <= 6.593572
## -> class 2\|2 [0.949]
##
## Rule 50/235: (54.9/2.1, lift 11.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC24 > 0.839894
## PC32 <= 1.071236
## PC63 > -0.01194157
## -> class 2\|2 [0.946]
##
## Rule 50/236: (15.2, lift 11.1)
## PC1 > -0.3028592
## PC2 <= 2.231518
## PC8 > -0.1526319
## PC9 <= -0.1601986
## PC19 > -1.661511
## PC21 <= -0.2623605
## -> class 2\|2 [0.942]
##
## Rule 50/237: (12.5, lift 11.0)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 <= 4.756855
## PC22 <= 1.182491
## PC28 > -0.2738551
## PC30 <= 0.2182368
## PC63 <= 1.976867
## PC72 > 0.8485894
## PC87 <= -0.7578653
## -> class 2\|2 [0.931]
##
## Rule 50/238: (12.3, lift 11.0)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC20 > 0.3911802
## PC22 <= 1.182491
## PC30 <= 0.2182368
## PC87 <= -0.7578653
## -> class 2\|2 [0.930]
##
## Rule 50/239: (9.4, lift 10.7)
## PC1 > -0.3028592
## PC1 <= 12.55189
## PC3 <= 0.3930258
## PC8 <= -0.1526319
## PC9 <= -0.1601986
## PC15 > -3.157014
## PC29 <= -0.1354575
## PC54 > -3.347882
## -> class 2\|2 [0.911]
##
## Rule 50/240: (15.4/0.6, lift 10.7)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 <= 4.756855
## PC63 > 1.976867
## PC75 > -1.833494
## PC87 <= -0.7578653
## -> class 2\|2 [0.909]
##
## Rule 50/241: (70.9/5.8, lift 10.7)
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 > 6.933325
## PC19 > -3.368043
## PC22 <= 1.182491
## PC38 <= -0.06801012
## PC76 <= 0.3322757
## PC87 > -0.7578653
## -> class 2\|2 [0.906]
##
## Rule 50/242: (8.6, lift 10.7)
## PC1 <= -0.3028592
## PC8 > 1.190268
## PC8 <= 1.988585
## PC32 <= 1.071236
## PC63 <= -0.01194157
## PC71 <= -1.085969
## -> class 2\|2 [0.906]
##
## Rule 50/243: (115.1/10.1, lift 10.7)
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 > 3.016936
## PC43 > -1.519546
## PC51 > 0.2323646
## PC76 <= 0.3322757
## -> class 2\|2 [0.905]
##
## Rule 50/244: (151.6/13.8, lift 10.7)
## PC2 > -9.120993
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC22 <= 1.061937
## PC26 > 1.913723
## PC31 > -0.5660677
## PC55 > -0.4301633
## PC76 <= 0.3322757
## -> class 2\|2 [0.904]
##
## Rule 50/245: (241.2/23.2, lift 10.6)
## PC1 <= -0.3028592
## PC2 > -9.120993
## PC2 <= 2.231518
## PC8 > -1.581418
## PC8 <= -0.2273773
## PC19 > -3.368043
## PC22 <= 1.182491
## PC57 <= -0.1485425
## PC87 > -0.7578653
## -> class 2\|2 [0.901]
##
## Rule 50/246: (80.7/7.7, lift 10.6)
## PC1 <= -0.3028592
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC15 <= 3.421718
## PC19 > 2.627846
## PC38 > -0.06801012
## PC62 > -1.29437
## PC94 <= 0.5567049
## -> class 2\|2 [0.895]
##
## Rule 50/247: (12.3/0.6, lift 10.5)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 <= 4.756855
## PC15 <= 3.421718
## PC38 > -0.06801012
## PC42 > -0.144099
## PC43 > -1.519546
## PC87 > -0.7578653
## PC94 <= -0.7929602
## -> class 2\|2 [0.890]
##
## Rule 50/248: (6.7, lift 10.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 1.988585
## PC45 > 0.2947588
## PC58 > -0.1482247
## PC63 > -0.01194157
## -> class 2\|2 [0.885]
##
## Rule 50/249: (115.4/12.7, lift 10.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC4 <= 0.01242219
## PC8 > -0.2273773
## PC8 <= 1.190268
## PC11 > -0.6801308
## PC14 > -1.588971
## PC29 <= 0.2676151
## PC49 <= 0.3084636
## PC59 > -0.6449376
## PC63 <= -0.01194157
## PC68 <= 1.74373
## PC87 > -0.8686969
## PC99 <= 1.041684
## -> class 2\|2 [0.883]
##
## Rule 50/250: (11.3/0.7, lift 10.3)
## PC1 > -0.3028592
## PC3 <= 0.3930258
## PC15 > -3.157014
## PC19 > -1.661511
## PC21 > -0.2623605
## PC31 <= -0.5691792
## -> class 2\|2 [0.874]
##
## Rule 50/251: (43.2/5, lift 10.2)
## PC1 <= -0.6007821
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC13 > -1.212704
## PC17 <= -0.7384679
## PC22 > 1.182491
## PC66 > -1.598383
## PC89 <= 0.4153433
## -> class 2\|2 [0.867]
##
## Rule 50/252: (29.4/3.5, lift 10.1)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 > -3.816464
## PC15 <= 3.421718
## PC22 <= 1.182491
## PC52 <= -0.4311869
## PC87 > -0.7578653
## -> class 2\|2 [0.858]
##
## Rule 50/253: (53.8/10.9, lift 9.3)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 > -3.816464
## PC15 <= 3.421718
## PC51 > 0.415072
## PC57 > -0.1485425
## PC87 > -0.7578653
## -> class 2\|2 [0.787]
##
## Rule 50/254: (16.7/3.2, lift 9.2)
## PC1 <= -0.3028592
## PC5 <= 1.629143
## PC8 > 1.988585
## PC11 <= -0.3195422
## PC21 <= -0.248798
## -> class 2\|2 [0.777]
##
## Rule 50/255: (26.4/7.3, lift 8.4)
## PC1 <= -0.3028592
## PC5 > 1.629143
## PC8 > 1.988585
## PC21 <= -0.248798
## PC26 <= 4.180573
## PC36 <= 0.797594
## -> class 2\|2 [0.709]
##
## Rule 50/256: (13.6/4.1, lift 7.9)
## PC1 <= -0.3028592
## PC8 <= -3.393956
## PC43 <= 1.878197
## PC46 > 0.413817
## PC50 > 0.1001369
## -> class 2\|2 [0.673]
##
## Rule 50/257: (20.9/8.9, lift 6.7)
## PC1 > -0.3028592
## PC1 <= -0.2019541
## PC2 <= 2.231518
## PC25 > -0.08540493
## PC27 <= -0.1411613
## -> class 2\|2 [0.568]
##
## Rule 50/258: (113.1/56.6, lift 5.9)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > 0.2795834
## PC8 <= 1.988585
## PC24 <= -0.2414268
## PC63 > -0.01194157
## -> class 2\|2 [0.500]
##
## Rule 50/259: (101.7, lift 8.3)
## PC1 > -0.3028592
## PC1 <= 12.55189
## PC2 <= 2.231518
## PC3 <= 0.3930258
## PC8 <= -0.1526319
## PC15 > -3.157014
## PC19 > -1.661511
## PC29 > -0.1354575
## PC58 <= 0.8590334
## PC71 > -1.398771
## PC71 <= 0.5719942
## PC98 <= 0.3673541
## -> class 2\|3 [0.990]
##
## Rule 50/260: (64, lift 8.3)
## PC1 > -0.2019541
## PC2 <= -0.3112209
## PC7 <= -0.2138148
## PC15 <= -3.157014
## PC36 > -4.764976
## PC50 > -0.4994218
## PC79 > -0.3699443
## -> class 2\|3 [0.985]
##
## Rule 50/261: (92.4/0.9, lift 8.3)
## PC8 <= -3.393956
## PC13 <= 0.5213512
## PC43 <= 1.878197
## PC47 > -0.3317296
## PC64 <= 0.09154131
## PC85 > 0.1985633
## PC85 <= 0.4908885
## PC100 > 0.05330182
## -> class 2\|3 [0.980]
##
## Rule 50/262: (107.8/1.3, lift 8.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 > -3.816464
## PC11 <= 4.756855
## PC22 <= 1.182491
## PC43 > 0.9829425
## PC57 > -0.1485425
## PC76 <= 0.2568888
## PC87 > -0.7578653
## -> class 2\|3 [0.979]
##
## Rule 50/263: (38, lift 8.2)
## PC1 <= -0.3028592
## PC8 <= -3.393956
## PC42 <= -0.5100476
## PC43 <= 1.878197
## PC47 <= -0.3317296
## -> class 2\|3 [0.975]
##
## Rule 50/264: (31.8, lift 8.2)
## PC1 > -0.3028592
## PC2 <= -0.3112209
## PC7 <= -0.2138148
## PC15 <= -3.157014
## PC43 <= -0.2012475
## PC50 > -0.4994218
## -> class 2\|3 [0.970]
##
## Rule 50/265: (27.8, lift 8.1)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC20 > 0.569308
## PC43 > -1.519546
## PC57 > -0.1485425
## -> class 2\|3 [0.966]
##
## Rule 50/266: (26.4, lift 8.1)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC22 > 1.182491
## PC66 <= -1.598383
## -> class 2\|3 [0.965]
##
## Rule 50/267: (159.2/6.5, lift 8.0)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC11 <= 4.756855
## PC19 > -2.010088
## PC28 > -0.1430286
## PC38 <= -0.06801012
## PC43 > -1.519546
## PC57 > -0.1485425
## PC76 > 0.3322757
## PC87 > -0.7578653
## -> class 2\|3 [0.953]
##
## Rule 50/268: (59/2.1, lift 8.0)
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC11 <= 4.756855
## PC22 <= 1.182491
## PC27 > -0.2334193
## PC28 > -0.2738551
## PC38 > -0.06801012
## PC42 <= -0.144099
## PC57 > -0.1485425
## PC76 > 0.2568888
## PC94 <= 0.5567049
## -> class 2\|3 [0.949]
##
## Rule 50/269: (16.7, lift 8.0)
## PC1 <= -0.3028592
## PC8 <= -3.393956
## PC22 <= -1.667393
## PC43 <= 1.878197
## PC85 > 0.4908885
## -> class 2\|3 [0.947]
##
## Rule 50/270: (14.2, lift 7.9)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC22 <= 1.182491
## PC57 <= -0.1485425
## PC76 > 0.5437125
## PC78 > -0.1121761
## -> class 2\|3 [0.938]
##
## Rule 50/271: (5.8, lift 7.3)
## PC8 <= -3.393956
## PC18 > 0.2099423
## PC43 > 1.878197
## -> class 2\|3 [0.872]
##
## Rule 50/272: (67.6/8, lift 7.3)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC17 > 0.2984003
## PC43 <= 1.878197
## PC47 <= -0.3317296
## PC69 <= 0.03042231
## PC85 <= 0.4908885
## -> class 2\|3 [0.870]
##
## Rule 50/273: (11825.8/9457.9, lift 1.7)
## PC2 <= 2.231518
## -> class 2\|3 [0.200]
##
## Rule 50/274: (214.4, lift 19.4)
## PC1 <= -0.3028592
## PC8 <= -3.393956
## PC18 <= 0.2099423
## PC43 > 1.878197
## -> class 2\|4 [0.995]
##
## Rule 50/275: (204.1/0.7, lift 19.3)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC13 <= 0.5213512
## PC16 <= 0.3685372
## PC22 > -1.667393
## PC43 > -0.4244435
## PC46 <= 0.413817
## PC85 > 0.4908885
## PC92 <= 0.07184996
## -> class 2\|4 [0.992]
##
## Rule 50/276: (79.6, lift 19.2)
## PC1 <= -0.3028592
## PC8 <= -0.2273773
## PC19 <= -3.368043
## PC31 > -0.02216431
## -> class 2\|4 [0.988]
##
## Rule 50/277: (50, lift 19.1)
## PC1 <= -0.3028592
## PC8 <= -3.393956
## PC13 > 0.5213512
## PC46 <= 0.413817
## -> class 2\|4 [0.981]
##
## Rule 50/278: (172.1/2.7, lift 19.1)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC13 <= 0.5213512
## PC46 <= 0.413817
## PC64 > 0.09154131
## PC85 > 0.1985633
## PC85 <= 0.4908885
## -> class 2\|4 [0.979]
##
## Rule 50/279: (143.5/3.1, lift 18.9)
## PC8 <= -3.393956
## PC17 > 0.2984003
## PC42 > -0.5100476
## PC46 <= 0.413817
## PC47 <= -0.3317296
## PC69 > 0.03042231
## PC85 <= 0.4908885
## -> class 2\|4 [0.972]
##
## Rule 50/280: (145.8/3.8, lift 18.9)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC13 <= 0.5213512
## PC22 > -1.667393
## PC25 <= 0.2079864
## PC43 <= 1.878197
## PC46 <= 0.413817
## PC85 > 0.4908885
## -> class 2\|4 [0.968]
##
## Rule 50/281: (76.3/1.8, lift 18.8)
## PC1 <= -0.3028592
## PC2 > -9.120993
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC17 > -0.7384679
## PC22 > 1.182491
## PC96 <= 0.1535768
## -> class 2\|4 [0.964]
##
## Rule 50/282: (22.8, lift 18.7)
## PC1 > -0.3028592
## PC3 <= 0.3930258
## PC9 <= -0.1601986
## PC15 > -3.157014
## PC19 > -1.661511
## PC71 > 0.5719942
## PC100 > -1.79497
## -> class 2\|4 [0.960]
##
## Rule 50/283: (32.4/0.5, lift 18.6)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC10 <= -0.2142037
## PC65 > 0.9605793
## -> class 2\|4 [0.955]
##
## Rule 50/284: (18.2, lift 18.5)
## PC8 <= -3.393956
## PC46 <= 0.413817
## PC47 > -0.3317296
## PC85 > 0.1985633
## PC87 > 0.3826352
## PC100 <= 0.05330182
## -> class 2\|4 [0.950]
##
## Rule 50/285: (40.1/1.4, lift 18.4)
## PC1 <= -0.3028592
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 <= -3.368043
## PC56 <= 0.02460346
## -> class 2\|4 [0.944]
##
## Rule 50/286: (86.5/4.1, lift 18.4)
## PC1 > -0.3028592
## PC2 <= -0.3112209
## PC15 <= -3.157014
## PC43 > -0.2012475
## PC79 <= -0.3699443
## -> class 2\|4 [0.942]
##
## Rule 50/287: (35.6/2.1, lift 17.9)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC10 <= 0.01438939
## PC38 <= -0.06801012
## PC55 <= -0.4301633
## PC76 <= 0.3322757
## PC87 > -0.7578653
## -> class 2\|4 [0.917]
##
## Rule 50/288: (8.5, lift 17.6)
## PC1 > -0.3028592
## PC36 <= -4.764976
## -> class 2\|4 [0.905]
##
## Rule 50/289: (101.7/9.2, lift 17.6)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC44 > 0.9053153
## PC46 <= 0.413817
## PC47 <= -0.3317296
## -> class 2\|4 [0.902]
##
## Rule 50/290: (6.8, lift 17.2)
## PC1 <= -0.3028592
## PC8 > -3.393956
## PC19 <= -2.010088
## PC43 > -1.519546
## PC57 > -0.1485425
## PC76 > 0.3322757
## -> class 2\|4 [0.881]
##
## Rule 50/291: (4.8, lift 16.6)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC63 <= -5.356032
## -> class 2\|4 [0.854]
##
## Rule 50/292: (51.6/10.7, lift 15.2)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC28 <= -0.2738551
## PC56 <= 0.2843107
## -> class 2\|4 [0.782]
##
## Rule 50/293: (15.7/3.6, lift 14.4)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC11 <= 4.756855
## PC15 <= 3.421718
## PC29 > 0.3446466
## PC52 > -0.4311869
## PC57 > -0.1485425
## -> class 2\|4 [0.741]
##
## Rule 50/294: (15.1/4.2, lift 13.5)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC28 <= -0.1430286
## PC76 > 0.3322757
## PC87 > -0.7578653
## -> class 2\|4 [0.693]
##
## Rule 50/295: (149.2/49.3, lift 13.0)
## PC1 <= -0.3028592
## PC2 <= 2.231518
## PC11 <= -3.816464
## PC87 > -0.7578653
## -> class 2\|4 [0.667]
##
## Default class: 2\|3
##
## ----- Trial 51: -----
##
## Rules:
##
## Rule 51/1: (67.8, lift 17.3)
## PC2 > 2.579857
## PC18 > 1.574468
## PC27 <= 1.865097
## PC59 > -2.114046
## PC91 <= 3.159646
## PC100 <= -1.469016
## -> class 0\|0 [0.986]
##
## Rule 51/2: (112.6/1, lift 17.2)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC41 <= 0.5485136
## PC43 <= 1.781402
## PC59 > -2.114046
## PC86 <= -1.24345
## -> class 0\|0 [0.982]
##
## Rule 51/3: (124.8/1.4, lift 17.2)
## PC15 > -0.651148
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC39 <= 1.734369
## PC62 <= -1.128852
## PC72 > -1.445022
## PC82 > -1.121691
## PC97 <= 0.4267278
## PC98 > -1.262157
## -> class 0\|0 [0.981]
##
## Rule 51/4: (39.8, lift 17.1)
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC27 <= 1.865097
## PC39 > 1.734369
## PC59 > -2.114046
## PC82 > -1.121691
## PC86 > -1.24345
## PC91 > -1.896513
## -> class 0\|0 [0.975]
##
## Rule 51/5: (53/0.5, lift 17.0)
## PC7 > -0.9006965
## PC13 > -2.655839
## PC13 <= 8.891523
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC27 <= 1.865097
## PC30 <= 2.630275
## PC59 > -2.114046
## PC82 > -1.121691
## PC91 > 0.4755529
## PC97 <= 0.4267278
## PC99 <= -0.04279222
## -> class 0\|0 [0.972]
##
## Rule 51/6: (30.8, lift 17.0)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > -0.6495812
## PC26 <= 0.6106197
## PC30 <= 2.630275
## PC59 > -2.114046
## PC91 > -1.896513
## PC95 > 0.6812794
## PC99 <= -0.04279222
## -> class 0\|0 [0.969]
##
## Rule 51/7: (30.5, lift 17.0)
## PC7 > -0.9006965
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC27 <= 1.865097
## PC43 <= -1.166289
## PC59 > -2.114046
## PC72 > -1.445022
## PC91 > -1.896513
## PC97 > 0.4267278
## -> class 0\|0 [0.969]
##
## Rule 51/8: (338.2/10.1, lift 16.9)
## PC1 > -0.7883886
## PC7 > -0.9006965
## PC13 > -2.655839
## PC13 <= 8.891523
## PC17 > -0.1378038
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC27 <= 1.865097
## PC31 <= 0.2286633
## PC47 <= 0.4973541
## PC56 <= 0.6137891
## PC64 <= 1.584733
## PC72 > -1.445022
## PC91 > -1.301775
## PC95 <= 0.8596638
## PC97 <= 0.4267278
## PC98 > -1.262157
## PC99 > -0.04279222
## -> class 0\|0 [0.967]
##
## Rule 51/9: (23.2, lift 16.8)
## PC7 <= -0.9006965
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC41 <= 0.5485136
## PC55 > 0.3990142
## -> class 0\|0 [0.960]
##
## Rule 51/10: (31.5/0.4, lift 16.8)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > -0.6495812
## PC26 <= -0.695217
## PC31 <= 0.2509368
## PC82 > -1.121691
## PC88 <= 0.5475043
## PC97 <= 0.4267278
## -> class 0\|0 [0.958]
##
## Rule 51/11: (18.1, lift 16.6)
## PC2 > 2.579857
## PC13 <= 1.65137
## PC15 > -0.651148
## PC18 > 0.7593552
## PC43 <= -2.447127
## -> class 0\|0 [0.950]
##
## Rule 51/12: (254/11.9, lift 16.6)
## PC1 > -0.7883886
## PC7 > -0.9006965
## PC13 > -2.655839
## PC13 <= -0.2262086
## PC17 > -0.1378038
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC59 > -2.114046
## PC64 <= 1.584733
## PC91 > -1.301775
## PC91 <= 3.159646
## PC95 <= 0.8596638
## PC97 <= 0.4267278
## PC98 > -1.262157
## PC99 > -0.04279222
## -> class 0\|0 [0.950]
##
## Rule 51/13: (45.4/1.5, lift 16.6)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= -0.3155258
## PC15 > -0.651148
## PC18 > -0.6495812
## PC18 <= 1.574468
## PC47 <= -0.9183904
## -> class 0\|0 [0.948]
##
## Rule 51/14: (17, lift 16.6)
## PC13 > -2.655839
## PC13 <= 8.891523
## PC15 > -0.651148
## PC17 > -0.1378038
## PC18 > 1.574468
## PC26 > -0.695217
## PC26 <= 0.6106197
## PC39 <= 1.734369
## PC82 > -1.121691
## PC85 <= -0.7321177
## PC91 > -1.896513
## PC97 <= 0.4267278
## PC98 > -1.262157
## -> class 0\|0 [0.947]
##
## Rule 51/15: (16.5, lift 16.6)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC91 > -1.896513
## PC91 <= 3.159646
## PC97 > 0.4267278
## PC98 > -1.262157
## PC99 > 1.035885
## -> class 0\|0 [0.946]
##
## Rule 51/16: (15.7, lift 16.5)
## PC9 > 0.529448
## PC18 > 1.574468
## PC82 > -1.121691
## PC99 <= -0.04279222
## PC100 > -1.469016
## -> class 0\|0 [0.943]
##
## Rule 51/17: (36/1.2, lift 16.5)
## PC7 > -0.9006965
## PC13 > -2.655839
## PC13 <= 8.891523
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC27 <= 1.865097
## PC30 <= 2.630275
## PC39 <= 1.734369
## PC72 > -1.445022
## PC88 > 0.5475043
## PC97 <= 0.4267278
## PC98 > -1.262157
## PC99 <= -0.04279222
## -> class 0\|0 [0.942]
##
## Rule 51/18: (13.2, lift 16.4)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC7 <= -0.9006965
## PC18 > -0.6495812
## PC30 <= -1.663647
## PC91 <= 3.159646
## -> class 0\|0 [0.934]
##
## Rule 51/19: (30.9/1.5, lift 16.2)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC30 <= 2.630275
## PC31 > 0.2509368
## -> class 0\|0 [0.924]
##
## Rule 51/20: (9, lift 15.9)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC7 <= -0.9006965
## PC18 > -0.6495812
## PC26 <= 0.6106197
## PC69 > 0.89635
## -> class 0\|0 [0.909]
##
## Rule 51/21: (27.7/1.9, lift 15.8)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC59 > -2.114046
## PC76 > 2.726436
## PC91 <= 3.159646
## -> class 0\|0 [0.903]
##
## Rule 51/22: (7.2, lift 15.6)
## PC7 > -0.9006965
## PC18 > 1.574468
## PC26 > 0.5595937
## PC26 <= 0.6106197
## PC86 > -1.24345
## PC97 > 0.4267278
## PC98 > -1.262157
## -> class 0\|0 [0.891]
##
## Rule 51/23: (44.5/4.8, lift 15.3)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC7 <= -0.9006965
## PC18 > -0.6495812
## PC26 <= 0.6106197
## PC31 > 0.001927556
## PC41 <= 0.5485136
## -> class 0\|0 [0.876]
##
## Rule 51/24: (18/1.7, lift 15.1)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 0.7593552
## PC18 <= 1.574468
## PC60 <= -0.9760237
## PC80 <= 0.6358552
## -> class 0\|0 [0.863]
##
## Rule 51/25: (5.1, lift 15.0)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 8.891523
## PC18 > -0.6495812
## PC59 <= -2.114046
## PC71 <= -0.5508063
## -> class 0\|0 [0.858]
##
## Rule 51/26: (4.6, lift 14.9)
## PC18 > 0.7593552
## PC18 <= 0.7599854
## -> class 0\|0 [0.848]
##
## Rule 51/27: (174/29.4, lift 14.5)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC6 > 0.1746644
## PC13 <= 1.65137
## PC15 > -0.651148
## PC18 > -0.6495812
## -> class 0\|0 [0.827]
##
## Rule 51/28: (130.3/25.4, lift 14.0)
## PC7 > -0.9006965
## PC7 <= -0.79344
## PC13 > -2.655839
## PC17 > -0.1378038
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC27 <= 1.865097
## PC82 > -1.121691
## PC97 <= 0.4267278
## -> class 0\|0 [0.801]
##
## Rule 51/29: (110/0.3, lift 12.1)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC15 > -0.651148
## PC18 > -0.6495812
## PC18 <= 0.7593552
## PC32 > -0.1149764
## PC34 > 0.1974441
## PC80 <= 0.6358552
## PC83 > -3.670182
## -> class 0\|1 [0.989]
##
## Rule 51/30: (65, lift 12.0)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC27 > 1.865097
## PC59 > -2.114046
## PC64 <= 0.7759411
## -> class 0\|1 [0.985]
##
## Rule 51/31: (55.8, lift 12.0)
## PC1 <= -0.5221188
## PC13 <= 8.891523
## PC18 > 1.574468
## PC27 <= 1.865097
## PC59 <= -2.114046
## PC71 > -0.5508063
## PC83 > -3.670182
## PC93 <= 0.5958865
## PC96 <= 2.611007
## -> class 0\|1 [0.983]
##
## Rule 51/32: (47.4, lift 12.0)
## PC1 <= -0.7883886
## PC2 > 2.579857
## PC7 > -0.9006965
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC82 > -1.121691
## PC91 <= 3.159646
## PC97 <= 0.4267278
## PC98 > -1.262157
## -> class 0\|1 [0.980]
##
## Rule 51/33: (115.7/2.1, lift 11.9)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC7 <= 0.3436348
## PC9 <= 0.4660531
## PC17 > -2.125433
## PC18 <= -0.6495812
## PC30 > -0.5798313
## PC55 > 0.1993428
## PC94 > -0.2379779
## -> class 0\|1 [0.974]
##
## Rule 51/34: (37.5, lift 11.9)
## PC1 > -0.5670417
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC18 > -0.6495812
## PC18 <= 0.7593552
## PC34 > 0.1974441
## -> class 0\|1 [0.974]
##
## Rule 51/35: (33.3, lift 11.9)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC18 > 1.574468
## PC27 <= 1.865097
## PC83 > -3.670182
## PC91 > 3.159646
## -> class 0\|1 [0.972]
##
## Rule 51/36: (39.5/0.3, lift 11.9)
## PC2 > 2.579857
## PC7 > -0.9006965
## PC15 > -0.651148
## PC18 > 1.574468
## PC72 <= -1.445022
## PC76 <= 2.726436
## -> class 0\|1 [0.969]
##
## Rule 51/37: (27.9, lift 11.8)
## PC13 <= 8.891523
## PC18 > 1.574468
## PC39 <= 1.734369
## PC59 > -2.114046
## PC86 > -1.24345
## PC91 > -1.896513
## PC98 > -3.321252
## PC98 <= -1.262157
## PC100 > -1.469016
## -> class 0\|1 [0.967]
##
## Rule 51/38: (27.2, lift 11.8)
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC27 <= 1.865097
## PC91 <= -1.896513
## PC98 > -3.321252
## PC100 > -1.469016
## -> class 0\|1 [0.966]
##
## Rule 51/39: (27.5, lift 11.8)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC26 <= 0.6106197
## PC27 <= 1.865097
## PC76 <= 2.726436
## PC82 <= -1.121691
## PC98 > -3.321252
## -> class 0\|1 [0.966]
##
## Rule 51/40: (174/5.6, lift 11.8)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC6 <= 0.1746644
## PC13 <= 1.65137
## PC15 > -0.651148
## PC18 > -0.6495812
## PC18 <= 0.7593552
## PC40 > -2.335613
## PC41 > 0.05049452
## PC47 > -0.9183904
## PC80 <= 0.6358552
## PC90 > -1.764218
## PC99 <= 1.594266
## -> class 0\|1 [0.962]
##
## Rule 51/41: (24, lift 11.8)
## PC1 > -0.7883886
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 > -0.2262086
## PC13 <= 8.891523
## PC17 > -0.1378038
## PC18 > -0.6495812
## PC47 > 0.4973541
## PC99 > -0.04279222
## -> class 0\|1 [0.961]
##
## Rule 51/42: (28.2/0.3, lift 11.7)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC18 <= -0.6495812
## PC55 > 0.9090521
## PC55 <= 1.076346
## -> class 0\|1 [0.958]
##
## Rule 51/43: (28/0.4, lift 11.7)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC7 <= -0.6697605
## PC15 <= -0.651148
## PC18 > -0.6495812
## PC72 <= 0.6361522
## -> class 0\|1 [0.953]
##
## Rule 51/44: (57.8/1.8, lift 11.7)
## PC13 <= 8.891523
## PC17 > -0.1378038
## PC18 > 1.574468
## PC30 > 2.630275
## PC59 > -2.114046
## PC62 > -1.128852
## PC97 <= 0.4267278
## PC100 > -1.469016
## -> class 0\|1 [0.953]
##
## Rule 51/45: (17.9, lift 11.6)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 > -0.3155258
## PC13 <= 1.65137
## PC18 > -0.6495812
## PC18 <= 1.574468
## PC47 <= -0.9183904
## -> class 0\|1 [0.950]
##
## Rule 51/46: (29.6/0.6, lift 11.6)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC15 <= -0.651148
## PC18 > -0.6495812
## PC45 > 0.5256948
## PC83 > -3.670182
## PC86 > -0.1073124
## -> class 0\|1 [0.948]
##
## Rule 51/47: (121.9/5.8, lift 11.6)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 1.65137
## PC18 > 0.1208674
## PC18 <= 0.7593552
## PC34 > 0.1974441
## PC80 <= 0.6358552
## PC83 > -3.670182
## PC90 > -1.764218
## -> class 0\|1 [0.945]
##
## Rule 51/48: (21.7/0.3, lift 11.6)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 8.891523
## PC17 > -0.1378038
## PC18 > -0.6495812
## PC39 <= 1.734369
## PC62 > -1.128852
## PC76 <= 2.726436
## PC86 > -1.24345
## PC95 > 0.8596638
## PC100 > -1.469016
## -> class 0\|1 [0.944]
##
## Rule 51/49: (14.5, lift 11.5)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > -0.6495812
## PC34 <= 0.1974441
## PC48 <= -1.096851
## PC80 <= 0.6358552
## -> class 0\|1 [0.940]
##
## Rule 51/50: (13.9, lift 11.5)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC41 > 0.5485136
## -> class 0\|1 [0.937]
##
## Rule 51/51: (31.7/1.2, lift 11.4)
## PC1 > -0.7883886
## PC13 <= 8.891523
## PC18 > -0.6495812
## PC41 <= 0.5485136
## PC59 > -2.114046
## PC62 > -1.128852
## PC64 > 1.584733
## PC99 > -0.04279222
## -> class 0\|1 [0.936]
##
## Rule 51/52: (154.4/9.4, lift 11.4)
## PC13 <= 8.891523
## PC18 > 1.574468
## PC26 > 0.6106197
## PC43 <= 1.781402
## PC53 <= 2.078044
## PC59 > -2.114046
## PC98 > -3.321252
## PC100 > -1.469016
## -> class 0\|1 [0.933]
##
## Rule 51/53: (275.6/19.7, lift 11.3)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC6 <= 0.1746644
## PC13 <= 1.65137
## PC18 > 0.7599854
## PC18 <= 1.574468
## PC40 > -2.335613
## PC43 > -2.447127
## PC47 > -0.9183904
## PC59 > -3.263467
## PC60 > -0.9760237
## PC80 <= 0.6358552
## PC90 > -1.764218
## -> class 0\|1 [0.925]
##
## Rule 51/54: (142.9/10.6, lift 11.3)
## PC7 > -0.79344
## PC9 <= 0.529448
## PC13 <= 8.891523
## PC18 > 1.574468
## PC26 > -0.695217
## PC31 <= 0.2509368
## PC59 > -2.114046
## PC62 > -1.128852
## PC85 > -0.7321177
## PC88 <= 0.5475043
## PC91 <= 0.4755529
## PC95 <= 0.6812794
## PC97 <= 0.4267278
## PC99 <= -0.04279222
## PC100 > -1.469016
## -> class 0\|1 [0.920]
##
## Rule 51/55: (117.8/9.1, lift 11.2)
## PC7 > -0.9006965
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > 1.574468
## PC26 <= 0.5595937
## PC39 <= 1.734369
## PC43 > -1.166289
## PC43 <= 1.781402
## PC76 <= 2.726436
## PC86 > -1.24345
## PC97 > 0.4267278
## PC98 > -1.262157
## PC99 <= 1.035885
## PC100 > -1.469016
## -> class 0\|1 [0.916]
##
## Rule 51/56: (122.5/9.9, lift 11.2)
## PC2 > 2.579857
## PC7 <= -0.9006965
## PC18 > 1.574468
## PC30 > -1.663647
## PC31 <= 0.001927556
## PC43 <= 1.781402
## PC55 <= 0.3990142
## PC69 <= 0.89635
## PC86 > -1.24345
## -> class 0\|1 [0.912]
##
## Rule 51/57: (72.8/5.6, lift 11.2)
## PC1 > -0.7883886
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 8.891523
## PC17 > -0.1378038
## PC18 > -0.6495812
## PC39 <= 1.734369
## PC56 > 0.6137891
## PC59 > -2.114046
## PC82 > -1.121691
## PC86 > -1.24345
## PC99 > -0.04279222
## PC100 > -1.469016
## -> class 0\|1 [0.912]
##
## Rule 51/58: (6.4, lift 10.8)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC5 <= -0.976656
## PC18 > -0.6495812
## PC18 <= 1.574468
## PC41 <= 0.05049452
## -> class 0\|1 [0.882]
##
## Rule 51/59: (82.8/9.5, lift 10.7)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC13 <= 8.891523
## PC15 > -0.651148
## PC18 > -0.6495812
## PC18 <= 1.574468
## PC34 > 0.1974441
## PC80 <= 0.6358552
## PC83 > -3.670182
## PC87 > 0.2867545
## -> class 0\|1 [0.876]
##
## Rule 51/60: (73.7/8.4, lift 10.7)
## PC7 > -0.9006965
## PC13 <= -2.655839
## PC17 > -0.1378038
## PC18 > 1.574468
## PC39 <= 1.734369
## PC62 > -1.128852
## PC82 > -1.121691
## PC86 > -1.24345
## PC98 > -1.262157
## PC100 > -1.469016
## -> class 0\|1 [0.876]
##
## Rule 51/61: (5.7, lift 10.6)
## PC10 <= -6.299334
## PC11 <= 0.003633523
## PC18 <= -0.6495812
## -> class 0\|1 [0.871]
##
## Rule 51/62: (26.3/3.6, lift 10.2)
## PC2 > 2.579857
## PC13 <= 8.891523
## PC15 > -0.651148
## PC17 > -0.1378038
## PC18 > -0.6495812
## PC31 > 0.2286633
## PC99 > -0.04279222
## -> class 0\|1 [0.838]
##
## Rule 51/63: (61.2/9.4, lift 10.2)
## PC7 > -0.9006965
## PC13 <= 8.891523
## PC15 > -0.651148
## PC17 <= -0.1378038
## PC18 > 1.574468
## PC27 <= 1.865097
## PC43 <= 1.781402
## PC86 > -1.24345
## PC98 > -3.321252
## PC100 > -1.469016
## -> class 0\|1 [0.836]
##
## Rule 51/64: (4, lift 10.2)
## PC2 > 2.579857
## PC17 <= -2.125433
## PC53 > 3.044981
## PC55 > 0.1993428
## -> class 0\|1 [0.833]
##
## Rule 51/65: (39.3/12.1, lift 8.3)
## PC13 > 8.891523
## PC18 > 3.718587
## -> class 0\|1 [0.683]
##
## Rule 51/66: (71.1, lift 9.4)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC7 > -0.6032248
## PC10 > -6.299334
## PC15 > -0.2819429
## PC18 <= -0.6495812
## PC31 <= -0.3469182
## PC53 <= 3.972713
## -> class 0\|2 [0.986]
##
## Rule 51/67: (84.8/2.7, lift 9.2)
## PC4 <= -7.7002
## PC18 <= -0.6495812
## PC87 > 0.02870315
## -> class 0\|2 [0.958]
##
## Rule 51/68: (15.4/0.5, lift 8.7)
## PC4 > 7.486916
## PC17 <= -2.125433
## PC18 <= -0.6495812
## PC55 > 0.1993428
## PC55 <= 0.9090521
## -> class 0\|2 [0.913]
##
## Rule 51/69: (95.9/12.6, lift 8.2)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC15 <= -0.651148
## PC18 > -0.6495812
## PC86 <= -0.1073124
## -> class 0\|2 [0.861]
##
## Rule 51/70: (7845/5762.9, lift 2.5)
## PC2 > 2.579857
## -> class 0\|2 [0.265]
##
## Rule 51/71: (199.7, lift 10.9)
## PC3 <= 1.640775
## PC4 > -7.7002
## PC8 <= 0.005125114
## PC10 > -1.511999
## PC18 <= -1.824607
## PC25 > -1.166537
## PC30 <= 1.233656
## PC31 > -0.3469182
## PC55 <= 0.1993428
## PC63 <= 1.296047
## PC73 > -1.166736
## PC78 > -0.1065277
## -> class 0\|3 [0.995]
##
## Rule 51/72: (152, lift 10.9)
## PC4 > -7.60884
## PC4 <= 7.486916
## PC17 <= -2.125433
## PC18 <= -0.6495812
## PC20 <= 1.121512
## PC55 > 0.1993428
## PC61 <= 0.6593934
## -> class 0\|3 [0.994]
##
## Rule 51/73: (120.1, lift 10.8)
## PC2 > 2.579857
## PC4 > -7.7002
## PC18 <= -2.15512
## PC34 > -2.323716
## PC34 <= -0.05185324
## PC36 <= 1.294355
## PC45 <= 1.225911
## PC62 <= 0.184581
## PC63 <= 1.296047
## PC65 <= 0.5264435
## PC73 > -1.166736
## PC78 > -0.1065277
## -> class 0\|3 [0.992]
##
## Rule 51/74: (99.3, lift 10.8)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC4 > -7.7002
## PC5 <= 2.575476
## PC18 <= -1.824607
## PC28 > -2.017513
## PC31 > -0.3469182
## PC36 <= 1.294355
## PC63 <= 1.296047
## PC96 <= -0.6923687
## -> class 0\|3 [0.990]
##
## Rule 51/75: (96.5, lift 10.8)
## PC7 > -0.6032248
## PC10 > -6.299334
## PC18 <= -0.6495812
## PC26 > -2.09578
## PC31 > -0.3469182
## PC39 <= -1.330274
## PC85 > -3.579261
## -> class 0\|3 [0.989]
##
## Rule 51/76: (90.5, lift 10.8)
## PC5 <= 2.575476
## PC18 <= -0.6495812
## PC31 > -0.3469182
## PC46 <= 0.6415065
## PC55 <= 0.1993428
## PC56 <= 2.088812
## PC68 <= -0.3734163
## PC72 > -0.03705155
## -> class 0\|3 [0.989]
##
## Rule 51/77: (118/0.6, lift 10.8)
## PC2 > 2.579857
## PC5 <= 2.575476
## PC7 > -0.6032248
## PC18 <= -0.6495812
## PC31 > -0.3469182
## PC46 > 0.6415065
## PC55 <= 0.1993428
## -> class 0\|3 [0.987]
##
## Rule 51/78: (71.8, lift 10.8)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC5 <= 2.575476
## PC7 > -0.6032248
## PC18 <= -0.6495812
## PC31 > -0.3469182
## PC32 > -1.678754
## PC71 <= -0.9794831
## -> class 0\|3 [0.986]
##
## Rule 51/79: (62.5, lift 10.8)
## PC7 > -0.6032248
## PC18 > -1.824607
## PC18 <= -0.6495812
## PC31 > -0.3469182
## PC55 <= 0.1993428
## PC72 > -0.03705155
## PC87 <= -0.2954277
## PC94 <= 0.4379654
## -> class 0\|3 [0.984]
##
## Rule 51/80: (60.2, lift 10.8)
## PC7 > -0.6032248
## PC18 <= -0.6495812
## PC31 > -0.3469182
## PC32 > -1.678754
## PC55 <= 0.1993428
## PC56 > 2.088812
## PC85 > -3.579261
## -> class 0\|3 [0.984]
##
## Rule 51/81: (71.8/0.3, lift 10.7)
## PC5 <= 2.575476
## PC18 <= -1.824607
## PC26 > -2.09578
## PC78 <= -0.9401445
## PC91 <= -0.7435561
## PC96 > -0.6923687
## -> class 0\|3 [0.983]
##
## Rule 51/82: (177.3/2, lift 10.7)
## PC4 > -7.7002
## PC5 <= 2.575476
## PC7 > -0.6032248
## PC18 <= -1.824607
## PC28 > -2.017513
## PC30 <= 1.233656
## PC31 > -0.3469182
## PC32 > -1.346216
## PC36 <= 1.294355
## PC37 > -0.7685974
## PC63 <= 1.296047
## PC70 > 0.5779408
## PC73 > -1.166736
## -> class 0\|3 [0.983]
##
## Rule 51/83: (57, lift 10.7)
## PC10 > -6.299334
## PC18 <= -0.6495812
## PC36 > 3.641171
## -> class 0\|3 [0.983]
##
## Rule 51/84: (52.6, lift 10.7)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC10 > -6.299334
## PC18 <= -0.6495812
## PC55 > 1.076346
## -> class 0\|3 [0.982]
##
## Rule 51/85: (310.7/4.8, lift 10.7)
## PC2 > 2.579857
## PC4 > -7.7002
## PC5 <= 2.575476
## PC7 > -0.6032248
## PC8 > -0.7622703
## PC18 <= -2.15512
## PC25 > -1.166537
## PC30 <= 1.233656
## PC32 > -1.346216
## PC34 > -2.323716
## PC37 > -0.7685974
## PC55 <= 0.1993428
## PC71 > -0.9705097
## PC78 > -0.9401445
## PC78 <= -0.1065277
## -> class 0\|3 [0.981]
##
## Rule 51/86: (47.9, lift 10.7)
## PC2 > 2.579857
## PC5 > -0.2313705
## PC7 > -0.6697605
## PC7 <= 0.5930502
## PC15 <= -0.651148
## PC18 > -0.6495812
## PC45 <= 0.5256948
## PC86 > -0.1073124
## PC95 <= 0.3622045
## -> class 0\|3 [0.980]
##
## Rule 51/87: (34.4, lift 10.6)
## PC2 > 2.579857
## PC18 > -1.824607
## PC18 <= -0.6495812
## PC26 <= 0.3255049
## PC55 <= 0.1993428
## PC72 > -0.03705155
## PC98 <= -0.1504936
## -> class 0\|3 [0.973]
##
## Rule 51/88: (59.9/0.7, lift 10.6)
## PC5 <= 2.575476
## PC7 > -0.6032248
## PC18 > -1.824607
## PC18 <= -0.6495812
## PC20 > -2.71062
## PC31 > -0.3469182
## PC52 <= -1.922131
## PC55 <= 0.1993428
## -> class 0\|3 [0.972]
##
## Rule 51/89: (29.8, lift 10.6)
## PC2 > 2.579857
## PC7 > -0.6032248
## PC7 <= 0.3005878
## PC32 <= -1.678754
## -> class 0\|3 [0.969]
##
## Rule 51/90: (45.5/0.5, lift 10.6)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC17 <= -2.125433
## PC51 > 0.6820217
## PC53 <= 3.044981
## PC55 > 0.1993428
## -> class 0\|3 [0.969]
##
## Rule 51/91: (61.8/1.3, lift 10.5)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC10 > -6.299334
## PC18 <= -0.6495812
## PC40 <= -2.798079
## PC85 > -3.579261
## -> class 0\|3 [0.965]
##
## Rule 51/92: (36.2/0.4, lift 10.5)
## PC2 > 2.579857
## PC17 <= -2.125433
## PC55 > 0.1993428
## PC59 <= -1.048265
## -> class 0\|3 [0.964]
##
## Rule 51/93: (24.6, lift 10.5)
## PC13 > 8.891523
## PC36 > 1.476349
## -> class 0\|3 [0.962]
##
## Rule 51/94: (113.3/5.4, lift 10.3)
## PC18 > -2.15512
## PC18 <= -0.6495812
## PC20 <= -2.752749
## PC32 > -1.678754
## PC63 <= 1.296047
## PC78 > -0.9401445
## -> class 0\|3 [0.944]
##
## Rule 51/95: (13.9, lift 10.2)
## PC3 <= 1.640775
## PC7 <= -0.6032248
## PC10 > -6.299334
## PC18 <= -0.6495812
## PC39 > 2.540315
## -> class 0\|3 [0.937]
##
## Rule 51/96: (28.8/0.9, lift 10.2)
## PC2 > 2.579857
## PC13 > 1.65137
## PC13 <= 8.891523
## PC18 > -0.6495812
## PC18 <= 1.574468
## PC31 > 0.08785236
## -> class 0\|3 [0.937]
##
## Rule 51/97: (84/5, lift 10.2)
## PC18 > -1.824607
## PC18 <= -0.6495812
## PC20 <= -2.71062
## PC32 > -1.678754
## PC40 > -2.798079
## -> class 0\|3 [0.930]
##
## Rule 51/98: (45/2.8, lift 10.0)
## PC2 > 2.579857
## PC6 <= -0.2197398
## PC18 > -0.6495812
## PC26 <= 0.9036272
## PC83 <= -3.670182
## -> class 0\|3 [0.918]
##
## Rule 51/99: (9.7, lift 10.0)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC7 <= -0.6032248
## PC55 <= 0.1993428
## PC63 > 1.772787
## -> class 0\|3 [0.914]
##
## Rule 51/100: (9.1, lift 9.9)
## PC7 > -0.6032248
## PC18 <= -0.6495812
## PC31 <= -0.3469182
## PC53 > 3.972713
## -> class 0\|3 [0.910]
##
## Rule 51/101: (47.3/4.1, lift 9.8)
## PC4 > -7.7002
## PC7 > -0.6032248
## PC17 <= -2.021242
## PC18 > -2.15512
## PC18 <= -1.824607
## PC28 > -2.017513
## PC32 > -1.678754
## PC36 <= 1.294355
## PC63 <= 1.296047
## PC73 > -1.166736
## -> class 0\|3 [0.897]
##
## Rule 51/102: (74.5/8.3, lift 9.6)
## PC18 <= -0.6495812
## PC30 <= -4.280624
## -> class 0\|3 [0.878]
##
## Rule 51/103: (20.1/1.9, lift 9.5)
## PC3 <= 1.640775
## PC18 <= -3.65122
## PC20 > 1.121512
## PC55 > 0.1993428
## -> class 0\|3 [0.871]
##
## Rule 51/104: (134.1/21.2, lift 9.1)
## PC2 > 2.579857
## PC3 <= 1.640775
## PC10 > -6.299334
## PC18 <= -0.6495812
## PC29 <= 0.4539043
## PC30 <= -0.5798313
## PC55 > 0.1993428
## -> class 0\|3 [0.837]
##
## Rule 51/105: (18.2/2.7, lift 8.9)
## PC7 <= -0.6032248
## PC13 <= -1.466745
## PC18 <= -0.6495812
## PC55 <= 0.1993428
## -> class 0\|3 [0.818]
##
## Rule 51/106: (23.7/4.1, lift 8.7)
## PC4 <= -7.7002
## PC7 > -0.6032248
## PC18 <= -1.824607
## PC55 <= 0.1993428
## PC87 <= 0.02870315
## -> class 0\|3 [0.800]
##
## Rule 51/107: (71.1/14.3, lift 8.6)
## PC3 > -3.774415
## PC13 > 8.891523
## PC18 <= 3.718587
## -> class 0\|3 [0.791]
##
## Rule 51/108: (89/18.1, lift 8.6)
## PC3 <= 1.640775
## PC7 > -0.6032248
## PC18 > -1.824607
## PC18 <= -0.6495812
## PC26 > -2.09578
## PC26 <= 0.3255049
## PC72 > -0.03705155
## PC93 <= -0.09702238
## PC94 <= 0.4379654
## PC98 > -0.1504936
## -> class 0\|3 [0.790]
##
## Rule 51/109: (115.2, lift 20.6)
## PC7 <= 10.48223
## PC16 <= -2.651365
## PC39 > 0.09551492
## PC50 > 0.1127683
## PC65 > -0.1389549
## PC71 <= 2.168019
## PC92 <= 0.4384783
## -> class 1\|0 [0.991]
##
## Rule 51/110: (208.7/1.6, lift 20.6)
## PC2 > 2.579857
## PC7 <= 10.48223
## PC16 <= -2.651365
## PC32 > -0.7099972
## PC39 > -0.09855404
## PC47 > -0.295758
## PC65 > -0.1389549
## PC71 <= 2.168019
## PC77 <= 0.7052994
## PC92 <= 0.4384783
## PC95 <= -0.178911
## -> class 1\|0 [0.988]
##
## Rule 51/111: (38.2, lift 20.3)
## PC3 > 0.717109
## PC4 > -0.08245218
## PC10 > -0.7069036
## PC10 <= -0.2259851
## PC16 <= 0.859188
## -> class 1\|0 [0.975]
##
## Rule 51/112: (60.8/1.2, lift 20.1)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC11 <= 1.987797
## PC17 <= -1.007422
## PC47 <= 0.7720775
## PC61 > -1.611665
## PC68 <= -0.6986104
## -> class 1\|0 [0.965]
##
## Rule 51/113: (419.5/15, lift 20.0)
## PC1 > -0.4334595
## PC3 <= 0.717109
## PC9 > 0.3778667
## PC10 > -0.7069036
## PC10 <= 0.7136616
## PC11 <= 1.243502
## PC85 <= 0.1636353
## PC91 > -0.4927763
## PC95 <= 0.4803047
## -> class 1\|0 [0.962]
##
## Rule 51/114: (18.8, lift 19.8)
## PC3 > 0.717109
## PC16 <= 0.859188
## PC19 > 2.94253
## -> class 1\|0 [0.951]
##
## Rule 51/115: (185.6/12.8, lift 19.3)
## PC1 > -0.4334595
## PC3 <= 0.717109
## PC9 > 0.3778667
## PC10 > -0.7069036
## PC11 <= 1.243502
## PC67 <= 0.4582677
## PC74 <= 0.04313645
## PC91 > -0.4927763
## PC98 <= -0.01490029
## -> class 1\|0 [0.926]
##
## Rule 51/116: (10, lift 19.1)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC3 <= 0.717109
## PC9 > 0.2354248
## PC30 <= -0.1090895
## PC85 > 0.1636353
## PC98 > -0.01490029
## -> class 1\|0 [0.917]
##
## Rule 51/117: (17.8/0.8, lift 18.9)
## PC3 <= 0.717109
## PC16 <= -4.274662
## PC91 > -0.4927763
## PC98 > -0.01490029
## -> class 1\|0 [0.910]
##
## Rule 51/118: (220.1/20.4, lift 18.8)
## PC1 > -0.4334595
## PC10 > -0.7069036
## PC12 > 2.702868
## PC18 > -0.3349287
## -> class 1\|0 [0.904]
##
## Rule 51/119: (7.6, lift 18.5)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 > -2.651365
## PC16 <= -0.8879908
## PC65 > -0.1389549
## PC67 <= -0.4987029
## -> class 1\|0 [0.889]
##
## Rule 51/120: (10.6/0.5, lift 18.3)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 > -2.651365
## PC16 <= -0.8879908
## PC32 <= -0.6606634
## PC65 > -0.1389549
## -> class 1\|0 [0.878]
##
## Rule 51/121: (42.4/9.9, lift 15.7)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC10 > -0.7069036
## PC16 <= 0.859188
## PC93 <= -0.8947799
## -> class 1\|0 [0.756]
##
## Rule 51/122: (27.9/8.5, lift 14.2)
## PC1 > -0.4334595
## PC17 <= -1.007422
## PC63 > 1.768406
## -> class 1\|0 [0.682]
##
## Rule 51/123: (209.4, lift 17.3)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC12 > 2.702868
## PC18 <= -0.3349287
## -> class 1\|1 [0.995]
##
## Rule 51/124: (96.1, lift 17.2)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC3 > 0.717109
## PC17 <= -1.007422
## PC63 <= 1.768406
## PC68 > -0.6986104
## PC99 <= 1.762854
## -> class 1\|1 [0.990]
##
## Rule 51/125: (91.7, lift 17.2)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC32 > -0.7099972
## PC39 > -0.09855404
## PC50 <= 0.1127683
## PC92 <= 0.4384783
## PC95 > -0.178911
## -> class 1\|1 [0.989]
##
## Rule 51/126: (158.4/2.6, lift 17.0)
## PC1 <= 8.6641
## PC2 <= 2.579857
## PC3 > 0.717109
## PC10 > -0.2259851
## PC12 <= 2.702868
## PC16 <= 0.859188
## PC17 > -1.007422
## PC19 > -1.113511
## PC19 <= 2.708552
## PC64 > -1.000899
## PC69 > -0.7025993
## PC75 <= 1.004633
## PC93 > -0.8947799
## PC97 > -1.451257
## -> class 1\|1 [0.977]
##
## Rule 51/127: (77.6/0.9, lift 16.9)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC65 <= -0.1389549
## -> class 1\|1 [0.976]
##
## Rule 51/128: (32.7, lift 16.9)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC47 <= -0.295758
## -> class 1\|1 [0.971]
##
## Rule 51/129: (44.1/0.3, lift 16.9)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC39 <= -0.09855404
## -> class 1\|1 [0.971]
##
## Rule 51/130: (29, lift 16.8)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC32 > -0.7099972
## PC39 > -0.09855404
## PC39 <= 0.09551492
## PC92 <= 0.4384783
## PC95 > -0.178911
## -> class 1\|1 [0.968]
##
## Rule 51/131: (84.2/1.8, lift 16.8)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 1.26344
## PC22 > -2.091307
## PC50 > -0.3675416
## PC53 > -0.258497
## PC65 > -0.6879153
## PC77 <= 0.6994851
## PC83 > -0.4227733
## -> class 1\|1 [0.967]
##
## Rule 51/132: (151.5/5.6, lift 16.6)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 > -2.651365
## PC16 <= -0.8879908
## PC32 > -0.6606634
## PC67 > -0.4987029
## -> class 1\|1 [0.957]
##
## Rule 51/133: (18.1, lift 16.5)
## PC7 > 11.8481
## PC28 <= -0.2507009
## PC50 > -0.3675416
## -> class 1\|1 [0.950]
##
## Rule 51/134: (16.7, lift 16.4)
## PC1 > -0.4334595
## PC3 <= 0.717109
## PC9 > 0.2354248
## PC9 <= 0.3778667
## PC10 > -0.7069036
## PC11 <= 1.243502
## -> class 1\|1 [0.947]
##
## Rule 51/135: (16.5, lift 16.4)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC77 > 0.7052994
## -> class 1\|1 [0.946]
##
## Rule 51/136: (15.4, lift 16.4)
## PC1 > -0.4334595
## PC3 <= 0.717109
## PC9 > 0.2354248
## PC61 > -1.390081
## PC67 > 0.4582677
## -> class 1\|1 [0.942]
##
## Rule 51/137: (15.1, lift 16.3)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC3 <= 0.717109
## PC10 > -0.7069036
## PC11 <= 1.243502
## PC61 > -1.390081
## PC91 <= -0.4927763
## -> class 1\|1 [0.941]
##
## Rule 51/138: (15, lift 16.3)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 <= 1.26344
## PC28 > -0.2507009
## PC50 > -0.3675416
## PC83 <= -0.4227733
## -> class 1\|1 [0.937]
##
## Rule 51/139: (18.1/0.4, lift 16.2)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC3 <= 0.717109
## PC11 <= 1.243502
## PC85 <= 0.1636353
## PC95 > 0.4803047
## -> class 1\|1 [0.931]
##
## Rule 51/140: (26.4/1.4, lift 15.9)
## PC2 > 2.579857
## PC3 > 1.640775
## PC7 <= 10.48223
## PC16 <= -0.8879908
## PC92 > 0.4384783
## -> class 1\|1 [0.917]
##
## Rule 51/141: (9.5, lift 15.8)
## PC7 > 10.48223
## PC16 <= -2.651365
## -> class 1\|1 [0.913]
##
## Rule 51/142: (215.3/18.7, lift 15.8)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC9 > 0.3778667
## PC10 > 0.7136616
## PC11 <= 1.243502
## PC61 > -1.390081
## PC85 <= 0.1636353
## PC91 > -0.4927763
## PC95 <= 0.4803047
## -> class 1\|1 [0.910]
##
## Rule 51/143: (29.7/2.8, lift 15.3)
## PC1 > -0.4334595
## PC9 > 0.3778667
## PC74 > 0.04313645
## PC85 > 0.1636353
## PC91 > -0.4927763
## PC98 <= -0.01490029
## -> class 1\|1 [0.881]
##
## Rule 51/144: (56.1/8, lift 14.7)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 <= -2.651365
## PC32 <= -0.7099972
## -> class 1\|1 [0.846]
##
## Rule 51/145: (4.3, lift 14.6)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC17 <= -1.007422
## PC47 > 0.7720775
## PC68 <= -0.6986104
## -> class 1\|1 [0.842]
##
## Rule 51/146: (120.2/18.6, lift 14.6)
## PC1 > -0.4334595
## PC3 <= 0.717109
## PC9 > 0.2354248
## PC10 > -0.7069036
## PC11 <= 1.243502
## PC16 > -4.274662
## PC30 > -0.1090895
## PC61 > -1.390081
## PC85 > 0.1636353
## PC98 > -0.01490029
## -> class 1\|1 [0.839]
##
## Rule 51/147: (21/4.2, lift 13.4)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC71 > 2.168019
## -> class 1\|1 [0.774]
##
## Rule 51/148: (40/11.3, lift 12.3)
## PC1 > 7.463374
## PC3 <= 0.717109
## PC9 <= 0.2354248
## PC10 > -0.7069036
## PC19 > -1.152695
## -> class 1\|1 [0.708]
##
## Rule 51/149: (57.3/19.8, lift 11.3)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC6 <= -1.250467
## PC8 <= 0.5883431
## PC10 > -0.7069036
## PC19 <= -1.152695
## -> class 1\|1 [0.649]
##
## Rule 51/150: (13.3/6.3, lift 9.1)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC4 > 0.25686
## PC8 > -0.2273773
## PC8 <= 1.706811
## -> class 1\|1 [0.524]
##
## Rule 51/151: (115.6, lift 16.0)
## PC1 > 8.6641
## PC3 > 0.717109
## PC10 > -0.2259851
## PC12 <= 2.702868
## PC17 > -1.007422
## PC19 <= 2.94253
## PC93 > -0.8947799
## -> class 1\|2 [0.991]
##
## Rule 51/152: (143.4/5.4, lift 15.4)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC5 > 2.457253
## PC12 <= 2.702868
## PC16 > 0.859188
## PC65 <= 1.019995
## -> class 1\|2 [0.956]
##
## Rule 51/153: (41.8/3.1, lift 14.6)
## PC10 <= -0.7069036
## PC17 > 0.4474143
## PC19 <= -1.607163
## -> class 1\|2 [0.905]
##
## Rule 51/154: (51.7/9, lift 13.1)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC10 <= -0.7069036
## PC17 <= 0.4474143
## PC45 <= -0.4195936
## -> class 1\|2 [0.813]
##
## Rule 51/155: (577.1/280.8, lift 8.3)
## PC2 > 2.579857
## PC3 > 1.640775
## PC16 > -0.8879908
## -> class 1\|2 [0.513]
##
## Rule 51/156: (3073.4/2220.6, lift 4.5)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC10 > -0.7069036
## -> class 1\|2 [0.278]
##
## Rule 51/157: (133.2, lift 14.8)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC3 > 0.717109
## PC5 <= 2.457253
## PC16 > 0.859188
## PC27 > -0.2652204
## PC44 > -0.4976424
## PC60 > -0.7596195
## PC70 <= 0.9701324
## PC99 <= 1.053622
## PC100 <= -0.009884551
## -> class 1\|3 [0.993]
##
## Rule 51/158: (142.9/1.1, lift 14.7)
## PC2 > 2.579857
## PC3 > 1.640775
## PC24 <= 0.2983689
## PC38 > 0.2026206
## PC50 <= -0.3675416
## PC82 > -0.4331053
## -> class 1\|3 [0.986]
##
## Rule 51/159: (62, lift 14.7)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC5 <= 2.457253
## PC16 > 0.859188
## PC23 <= -0.9964626
## PC70 <= 0.9701324
## -> class 1\|3 [0.984]
##
## Rule 51/160: (63.6, lift 14.7)
## PC1 > -0.4334595
## PC3 > 0.717109
## PC15 > 4.020658
## PC27 > -0.2652204
## PC53 <= 1.238959
## PC98 > -0.9144674
## -> class 1\|3 [0.984]
##
## Rule 51/161: (56.8, lift 14.7)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC3 > 0.717109
## PC5 <= 2.457253
## PC16 > 0.859188
## PC27 > -0.2652204
## PC44 > -0.4976424
## PC53 <= 1.238959
## PC60 > -0.7596195
## PC98 > 0.07864691
## -> class 1\|3 [0.982]
##
## Rule 51/162: (117.3/1.7, lift 14.6)
## PC2 > 2.579857
## PC3 > 1.640775
## PC6 > -3.187833
## PC24 <= 0.2983689
## PC50 <= -0.3675416
## PC82 > -0.4331053
## -> class 1\|3 [0.977]
##
## Rule 51/163: (37.6, lift 14.6)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC5 <= 2.457253
## PC9 <= 0.2734779
## PC16 > 0.859188
## PC44 <= -0.4976424
## PC70 <= 0.9701324
## -> class 1\|3 [0.975]
##
## Rule 51/164: (37.8, lift 14.6)
## PC2 > 2.312328
## PC2 <= 2.579857
## PC4 <= 0.8657938
## PC5 <= 2.457253
## PC17 > -1.007422
## PC44 > -0.4976424
## PC60 > -0.7596195
## -> class 1\|3 [0.975]
##
## Rule 51/165: (36.3, lift 14.6)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC5 <= 2.457253
## PC23 > -0.9964626
## PC27 > -0.2652204
## PC44 > -0.4976424
## PC53 <= 1.238959
## PC80 <= -0.7970471
## PC98 > -0.9144674
## -> class 1\|3 [0.974]
##
## Rule 51/166: (34.2, lift 14.5)
## PC3 > 0.717109
## PC5 <= 2.457253
## PC12 <= 2.702868
## PC16 > 0.859188
## PC24 > 4.099611
## PC44 > -0.4976424
## -> class 1\|3 [0.972]
##
## Rule 51/167: (25.5, lift 14.4)
## PC1 <= 8.6641
## PC2 <= 2.579857
## PC3 > 0.717109
## PC16 <= 0.859188
## PC17 > -1.007422
## PC69 <= -0.7025993
## PC93 > -0.8947799
## -> class 1\|3 [0.964]
##
## Rule 51/168: (26.1, lift 14.4)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC10 > -0.7069036
## PC23 > -0.9964626
## PC30 > -0.5015287
## PC44 > -0.4976424
## PC66 > 0.3869977
## -> class 1\|3 [0.964]
##
## Rule 51/169: (151/5.7, lift 14.3)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC5 <= 2.457253
## PC16 > 0.859188
## PC30 > -0.5015287
## PC43 <= -0.448946
## PC60 > -0.7596195
## -> class 1\|3 [0.956]
##
## Rule 51/170: (19.1, lift 14.2)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC4 <= 0.8657938
## PC5 <= 2.457253
## PC12 <= 2.702868
## PC15 <= 4.020658
## PC16 > 0.859188
## PC43 > -0.448946
## PC44 > -0.4976424
## PC70 <= 0.9701324
## PC80 > 0.09326851
## -> class 1\|3 [0.952]
##
## Rule 51/171: (7.5, lift 13.3)
## PC3 > 0.717109
## PC11 > 1.987797
## PC17 <= -1.007422
## -> class 1\|3 [0.890]
##
## Rule 51/172: (16.1/1.1, lift 13.2)
## PC3 > 0.717109
## PC9 > -1.653745
## PC19 <= -1.113511
## PC48 > 0.4174948
## PC93 > -0.8947799
## -> class 1\|3 [0.885]
##
## Rule 51/173: (6.5, lift 13.2)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC16 > 0.859188
## PC65 > 1.019995
## -> class 1\|3 [0.882]
##
## Rule 51/174: (54.2/5.9, lift 13.1)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC4 <= -0.08245218
## PC7 > -5.712859
## PC10 <= -0.2259851
## PC16 <= 0.859188
## PC17 > -1.007422
## PC93 > -0.8947799
## -> class 1\|3 [0.877]
##
## Rule 51/175: (17.2/1.5, lift 13.0)
## PC2 <= 2.579857
## PC3 > 0.717109
## PC9 <= -1.653745
## PC10 > -0.2259851
## PC16 <= 0.859188
## PC93 > -0.8947799
## -> class 1\|3 [0.868]
##
## Rule 51/176: (10.7/1.8, lift 11.6)
## PC1 > -0.4334595
## PC3 <= 0.717109
## PC6 > -1.250467
## PC9 <= 0.2354248
## PC10 > -0.7069036
## PC19 <= -1.152695
## PC65 > 0.4489444
## -> class 1\|3 [0.777]
##
## Rule 51/177: (1063.6/413.5, lift 9.1)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC10 <= -0.7069036
## PC17 <= 0.4474143
## PC45 > -0.4195936
## -> class 1\|3 [0.611]
##
## Rule 51/178: (178.8/1.6, lift 13.1)
## PC8 > 1.706811
## PC9 <= -0.5251705
## PC19 <= 1.13824
## PC20 <= -0.04177124
## PC31 > -0.8458249
## PC42 > -0.3084469
## PC60 > -0.498684
## PC63 <= 0.1688537
## PC70 > 0.01680937
## PC70 <= 0.1531509
## PC73 > -0.8312845
## PC74 > -0.6437991
## PC100 > -0.6329606
## -> class 2\|0 [0.986]
##
## Rule 51/179: (57.4, lift 13.0)
## PC1 > -0.4334595
## PC3 <= 0.717109
## PC8 > 0.5883431
## PC9 > -2.660782
## PC9 <= 0.2354248
## PC12 > 0.8447506
## -> class 2\|0 [0.983]
##
## Rule 51/180: (37.1, lift 12.9)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC42 <= -0.3084469
## PC58 <= -1.078367
## PC73 > -0.8312845
## PC87 > -1.102282
## -> class 2\|0 [0.974]
##
## Rule 51/181: (72.3/1.2, lift 12.9)
## PC8 > 1.706811
## PC21 > -0.2479957
## PC34 > -0.7590267
## PC41 <= -0.9372267
## PC49 > -0.6087352
## PC63 <= 0.1688537
## PC96 > -0.3563694
## -> class 2\|0 [0.970]
##
## Rule 51/182: (603.7/23, lift 12.7)
## PC1 <= -0.4334595
## PC6 <= 2.911929
## PC8 > 1.706811
## PC12 > -1.731584
## PC21 > -0.2479957
## PC42 > -0.3084469
## PC59 <= 0.3535813
## PC60 > -0.6551447
## PC63 <= 0.1688537
## PC70 <= 0.01680937
## PC74 > -0.6437991
## PC99 <= 1.280946
## -> class 2\|0 [0.960]
##
## Rule 51/183: (21.9, lift 12.7)
## PC2 <= 2.579857
## PC3 > 0.1090698
## PC4 <= 0.25686
## PC6 <= 1.404732
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC22 > -0.8724027
## PC34 <= -0.3792612
## -> class 2\|0 [0.958]
##
## Rule 51/184: (285.8/13.1, lift 12.6)
## PC1 <= -0.4334595
## PC8 > 4.980061
## PC12 > -1.731584
## PC21 > -0.2479957
## PC60 > -0.6551447
## PC99 <= 1.280946
## -> class 2\|0 [0.951]
##
## Rule 51/185: (131.2/5.9, lift 12.6)
## PC2 <= 2.579857
## PC6 <= 2.911929
## PC8 > 1.706811
## PC12 > -1.731584
## PC21 > -0.2479957
## PC60 > -0.6551447
## PC63 <= 0.1688537
## PC73 > -0.8312845
## PC74 > -0.6437991
## PC98 > 0.2919893
## PC99 <= 1.280946
## -> class 2\|0 [0.948]
##
## Rule 51/186: (385.5/22.5, lift 12.4)
## PC6 <= 2.911929
## PC8 > 1.706811
## PC10 <= 0.4210731
## PC12 > -1.731584
## PC21 > -0.2479957
## PC60 > -0.6551447
## PC63 <= 0.1688537
## PC64 <= -0.4027931
## PC73 > -0.8312845
## PC74 > -0.6437991
## PC99 <= 1.280946
## -> class 2\|0 [0.939]
##
## Rule 51/187: (163.6/12.6, lift 12.2)
## PC1 <= -0.4334595
## PC8 > -0.2273773
## PC19 <= -1.19703
## PC22 > -0.8724027
## PC43 > 0.7369745
## -> class 2\|0 [0.918]
##
## Rule 51/188: (8.9/0.1, lift 11.9)
## PC8 > 1.706811
## PC21 > -0.2479957
## PC25 <= 0.331427
## PC51 > -0.1568295
## PC63 <= 0.1688537
## PC87 <= -1.102282
## -> class 2\|0 [0.899]
##
## Rule 51/189: (5.1, lift 11.4)
## PC8 > 1.706811
## PC21 > -0.2479957
## PC91 > 2.549849
## -> class 2\|0 [0.860]
##
## Rule 51/190: (14.3/1.7, lift 11.1)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC21 > -0.2479957
## PC49 <= -0.6087352
## PC60 <= -0.6551447
## PC63 <= 0.1688537
## -> class 2\|0 [0.836]
##
## Rule 51/191: (113/18.6, lift 11.0)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC15 <= -1.715107
## PC21 > -0.2479957
## -> class 2\|0 [0.830]
##
## Rule 51/192: (206.8/92.8, lift 7.3)
## PC1 > -1.364033
## PC1 <= -0.4334595
## PC8 > 1.706811
## -> class 2\|0 [0.551]
##
## Rule 51/193: (1020.6/606.4, lift 5.4)
## PC2 <= 2.579857
## PC7 > -0.8388027
## PC10 <= -0.7069036
## -> class 2\|0 [0.406]
##
## Rule 51/194: (241, lift 10.3)
## PC1 <= -1.364033
## PC6 <= -0.2963097
## PC7 > 0.1627358
## PC8 > 1.756507
## PC11 > -0.9793475
## PC21 <= -0.2479957
## PC25 <= 0.331427
## PC40 > -1.644845
## PC93 <= 0.5821239
## -> class 2\|1 [0.996]
##
## Rule 51/195: (134.2, lift 10.3)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC12 <= -1.731584
## PC60 > -0.6551447
## -> class 2\|1 [0.993]
##
## Rule 51/196: (106.6, lift 10.2)
## PC8 > 1.706811
## PC9 <= -0.5251705
## PC60 <= -0.498684
## PC70 > 0.01680937
## PC70 <= 0.1531509
## -> class 2\|1 [0.991]
##
## Rule 51/197: (191.8/0.8, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC15 > -1.715107
## PC21 > -0.2479957
## PC63 > 0.1688537
## PC69 > -0.3915931
## PC91 <= 2.549849
## PC96 > -0.3563694
## -> class 2\|1 [0.991]
##
## Rule 51/198: (75.5, lift 10.2)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC10 > 0.4210731
## PC12 > -1.731584
## PC21 > -0.2479957
## PC42 <= -0.3084469
## -> class 2\|1 [0.987]
##
## Rule 51/199: (166.1/1.4, lift 10.2)
## PC1 <= -0.4334595
## PC5 <= 1.184286
## PC8 > 1.706811
## PC34 > -0.7590267
## PC41 > -0.9372267
## PC49 > -0.6087352
## PC60 <= -0.6551447
## PC63 <= 0.1688537
## -> class 2\|1 [0.985]
##
## Rule 51/200: (65.7, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC19 > 1.13824
## PC20 <= -0.04177124
## -> class 2\|1 [0.985]
##
## Rule 51/201: (60.4, lift 10.2)
## PC1 > -0.4334595
## PC3 <= 0.717109
## PC8 > 0.5883431
## PC9 <= 0.2354248
## PC10 > -0.5037766
## PC12 <= 0.8447506
## PC56 > -0.493567
## -> class 2\|1 [0.984]
##
## Rule 51/202: (56.2, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC10 > -0.2064315
## PC51 <= -0.1568295
## PC63 <= 0.1688537
## PC87 <= -1.102282
## -> class 2\|1 [0.983]
##
## Rule 51/203: (164.7/2, lift 10.1)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC8 <= 4.980061
## PC42 <= -0.3084469
## PC58 > -1.078367
## PC60 > -0.6551447
## PC64 > -0.4027931
## PC73 > -0.8312845
## PC96 > -0.3563694
## PC98 <= 0.2919893
## -> class 2\|1 [0.982]
##
## Rule 51/204: (48, lift 10.1)
## PC1 <= -0.4334595
## PC6 > 2.911929
## PC8 > 1.706811
## -> class 2\|1 [0.980]
##
## Rule 51/205: (67.9/0.4, lift 10.1)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC87 > -1.102282
## PC96 > -0.3563694
## PC99 > 1.280946
## -> class 2\|1 [0.980]
##
## Rule 51/206: (79.6/0.8, lift 10.1)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC20 > -0.04177124
## PC31 > -0.8458249
## PC60 > -0.6551447
## PC70 > 0.01680937
## -> class 2\|1 [0.978]
##
## Rule 51/207: (38.3/0.1, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC59 > 0.3535813
## PC60 > -0.6551447
## -> class 2\|1 [0.972]
##
## Rule 51/208: (29.7, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC31 <= -0.8458249
## PC42 > -0.3084469
## PC70 > 0.01680937
## PC87 > -1.102282
## -> class 2\|1 [0.968]
##
## Rule 51/209: (28.3, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > 0.710245
## PC22 <= -0.8724027
## PC88 > 0.4436537
## -> class 2\|1 [0.967]
##
## Rule 51/210: (26.1, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > 0.710245
## PC8 <= 1.706811
## PC95 <= -0.6196921
## -> class 2\|1 [0.964]
##
## Rule 51/211: (25.4, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC6 <= 1.404732
## PC8 > -0.2273773
## PC22 > -0.8724027
## PC27 > 0.03023119
## PC31 > -1.454528
## PC56 > -0.3209011
## PC70 > 0.23548
## -> class 2\|1 [0.963]
##
## Rule 51/212: (63.7/1.7, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > 0.710245
## PC59 > 0.6649538
## -> class 2\|1 [0.959]
##
## Rule 51/213: (228.5/9.4, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC3 <= 0.1090698
## PC6 <= 1.404732
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC12 <= 2.184593
## PC22 > -0.8724027
## PC31 > -1.454528
## PC43 <= 0.7369745
## PC46 <= 1.868977
## PC56 > -0.3209011
## PC64 <= 0.3028164
## PC70 <= 0.23548
## PC85 > -1.504104
## -> class 2\|1 [0.955]
##
## Rule 51/214: (27.8/0.6, lift 9.8)
## PC1 <= -0.4334595
## PC28 <= -0.2562993
## PC31 > 1.217825
## -> class 2\|1 [0.947]
##
## Rule 51/215: (61.1/2.8, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC12 > 2.198731
## PC76 <= -0.6040889
## -> class 2\|1 [0.940]
##
## Rule 51/216: (12.1, lift 9.6)
## PC1 > -0.4334595
## PC8 > 0.5883431
## PC9 <= -2.660782
## -> class 2\|1 [0.929]
##
## Rule 51/217: (48.2/2.7, lift 9.6)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC9 <= -0.5251705
## PC42 > -0.3084469
## PC70 > 0.1531509
## -> class 2\|1 [0.926]
##
## Rule 51/218: (28.8/1.4, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC10 <= -0.01714168
## PC22 <= -0.8724027
## PC55 > 0.6825182
## -> class 2\|1 [0.923]
##
## Rule 51/219: (40.8/2.4, lift 9.5)
## PC2 <= 2.579857
## PC6 <= 2.911929
## PC8 > 1.706811
## PC9 > -0.5251705
## PC21 > -0.2479957
## PC42 > -0.3084469
## PC70 > 0.01680937
## PC73 > -0.8312845
## PC99 <= 1.280946
## -> class 2\|1 [0.921]
##
## Rule 51/220: (16.7/0.5, lift 9.5)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC3 <= 0.717109
## PC10 > -0.7069036
## PC58 > -0.4296502
## PC94 > 0.4891157
## -> class 2\|1 [0.920]
##
## Rule 51/221: (10.1, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC22 <= -0.8724027
## PC34 <= -0.4775807
## -> class 2\|1 [0.918]
##
## Rule 51/222: (90.6/6.8, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC6 <= -0.5124202
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC12 <= 2.184593
## PC40 <= 0.1654914
## PC56 <= -0.3209011
## PC95 <= 0.3359291
## PC98 > -0.4347838
## PC100 > -0.6890752
## -> class 2\|1 [0.916]
##
## Rule 51/223: (55.7/4, lift 9.4)
## PC1 > -1.886077
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > 0.710245
## PC8 <= 1.706811
## PC14 > -1.142013
## PC30 > -0.01695349
## -> class 2\|1 [0.914]
##
## Rule 51/224: (47.4/3.9, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC3 > 0.1090698
## PC6 <= 1.404732
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC34 > -0.3792612
## -> class 2\|1 [0.902]
##
## Rule 51/225: (156.9/15.2, lift 9.3)
## PC1 <= -0.4334595
## PC8 > 0.710245
## PC8 <= 1.706811
## PC14 <= 1.805421
## PC30 <= -0.01695349
## PC95 <= 0.1052106
## PC99 <= 0.4634011
## -> class 2\|1 [0.898]
##
## Rule 51/226: (327.2/32.7, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC3 <= 0.1090698
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC12 <= 2.184593
## PC17 > -0.3394866
## PC22 > -0.8724027
## PC43 <= 0.7369745
## PC46 <= 1.868977
## PC50 <= 0.5983326
## PC56 > -0.3209011
## PC68 > -1.979696
## PC70 <= 0.23548
## PC85 > -1.504104
## -> class 2\|1 [0.898]
##
## Rule 51/227: (7.6, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC14 <= -1.142013
## PC22 <= -0.8724027
## -> class 2\|1 [0.896]
##
## Rule 51/228: (84.5/8.1, lift 9.2)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC74 <= -0.6437991
## PC87 > -1.102282
## -> class 2\|1 [0.895]
##
## Rule 51/229: (5.8, lift 9.0)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 <= -0.2273773
## PC10 <= -0.2958407
## PC46 <= -1.507581
## -> class 2\|1 [0.872]
##
## Rule 51/230: (98.7/14.1, lift 8.8)
## PC2 <= -9.022285
## -> class 2\|1 [0.850]
##
## Rule 51/231: (39.3/5.2, lift 8.8)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC100 > 3.830744
## -> class 2\|1 [0.849]
##
## Rule 51/232: (314.2/54.3, lift 8.5)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC3 <= 0.1090698
## PC6 <= 1.404732
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC22 > -0.8724027
## PC43 <= 0.7369745
## PC76 <= -0.07148779
## PC85 > -1.504104
## -> class 2\|1 [0.825]
##
## Rule 51/233: (38.4/6.8, lift 8.3)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC42 > -0.3084469
## PC70 > 0.01680937
## PC73 > -0.8312845
## PC100 <= -0.6329606
## -> class 2\|1 [0.808]
##
## Rule 51/234: (15.1/4.1, lift 7.2)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC4 <= 0.1372792
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC29 <= -0.2381321
## PC35 <= -0.5524438
## -> class 2\|1 [0.701]
##
## Rule 51/235: (163.4/53.7, lift 6.9)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC60 > 0.07348618
## PC68 <= -1.61263
## -> class 2\|1 [0.669]
##
## Rule 51/236: (194.5/1.1, lift 10.8)
## PC1 <= -0.4334595
## PC2 > -9.022285
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC10 > -0.06993597
## PC44 <= -0.7637701
## PC60 <= 0.07348618
## -> class 2\|2 [0.989]
##
## Rule 51/237: (75, lift 10.8)
## PC2 <= 2.579857
## PC5 > -1.423835
## PC8 > -2.366995
## PC8 <= -1.48177
## PC10 > -0.06993597
## PC12 <= 2.198731
## PC60 <= 0.07348618
## PC78 > 0.1016633
## -> class 2\|2 [0.987]
##
## Rule 51/238: (70.3/0.2, lift 10.8)
## PC1 > -0.4334595
## PC1 <= 7.463374
## PC3 <= 0.717109
## PC8 <= 0.5883431
## PC9 <= 0.2354248
## PC10 > -0.7069036
## PC11 <= 2.046466
## PC19 > -1.152695
## PC60 <= -0.6163653
## PC83 <= -0.1383405
## PC94 <= 0.4891157
## -> class 2\|2 [0.984]
##
## Rule 51/239: (90.7/0.8, lift 10.8)
## PC1 <= -1.886077
## PC8 > 0.710245
## PC8 <= 1.706811
## PC22 <= -0.8724027
## PC30 > -0.01695349
## PC59 <= 0.6649538
## PC88 <= 0.4436537
## PC95 > -0.6196921
## -> class 2\|2 [0.981]
##
## Rule 51/240: (46.6, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC43 <= -1.974697
## PC68 > -1.61263
## PC92 > -0.9525924
## -> class 2\|2 [0.979]
##
## Rule 51/241: (42.5, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC10 <= -0.06993597
## PC12 <= 2.198731
## PC42 <= -0.04923536
## PC60 <= 0.07348618
## PC98 > -0.1039443
## -> class 2\|2 [0.978]
##
## Rule 51/242: (39.3, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC12 <= 2.184593
## PC46 > -0.9218189
## PC56 <= -0.3209011
## PC85 > -1.504104
## PC95 > 0.3359291
## -> class 2\|2 [0.976]
##
## Rule 51/243: (302/6.6, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC3 > -1.597352
## PC8 > -0.2273773
## PC8 <= 0.710245
## PC14 > -1.142013
## PC22 <= -0.8724027
## PC34 > -0.4775807
## PC55 <= 0.6825182
## -> class 2\|2 [0.975]
##
## Rule 51/244: (37.1, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC14 > 1.805421
## PC22 <= -0.8724027
## -> class 2\|2 [0.974]
##
## Rule 51/245: (34.5, lift 10.7)
## PC2 <= 2.579857
## PC4 <= 0.25686
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC22 <= -0.8724027
## PC30 <= -0.01695349
## PC95 > 0.1052106
## -> class 2\|2 [0.973]
##
## Rule 51/246: (27.3, lift 10.6)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC35 > -0.5524438
## PC92 <= -0.9525924
## PC100 <= 3.830744
## -> class 2\|2 [0.966]
##
## Rule 51/247: (119.4/3.2, lift 10.6)
## PC1 <= -0.4334595
## PC2 > -9.022285
## PC2 <= 2.579857
## PC6 <= -0.1999346
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC29 > -0.2381321
## PC35 <= -0.5524438
## PC60 > 0.07348618
## PC99 > -2.478395
## PC100 <= 3.830744
## -> class 2\|2 [0.965]
##
## Rule 51/248: (22.7, lift 10.5)
## PC1 <= -0.4334595
## PC2 > -9.022285
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC12 > 2.198731
## PC12 <= 5.358043
## PC39 > 0.1705026
## PC55 > -0.8704183
## -> class 2\|2 [0.960]
##
## Rule 51/249: (18.9, lift 10.4)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC6 <= -0.5124202
## PC8 <= 1.706811
## PC12 <= 2.184593
## PC22 > -0.8724027
## PC31 > -1.454528
## PC43 <= 0.7369745
## PC56 <= -0.3209011
## PC100 <= -0.6890752
## -> class 2\|2 [0.952]
##
## Rule 51/250: (363.1/17.6, lift 10.4)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC3 > -1.597352
## PC8 > -0.2273773
## PC8 <= 0.710245
## PC10 > -0.01714168
## PC14 > -1.142013
## PC22 <= -0.8724027
## PC34 > -0.4775807
## -> class 2\|2 [0.949]
##
## Rule 51/251: (66.3/2.5, lift 10.4)
## PC2 <= 2.579857
## PC7 > -0.4969177
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC22 <= -0.7274001
## PC25 > -0.1976948
## PC44 <= 0.4486594
## PC49 > -0.3510323
## PC60 > 0.07348618
## PC63 > 0.0702319
## -> class 2\|2 [0.949]
##
## Rule 51/252: (14.8, lift 10.3)
## PC2 <= 2.579857
## PC3 <= 0.1090698
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC12 <= 2.184593
## PC17 <= -0.3394866
## PC22 > -0.8724027
## PC56 > -0.3209011
## PC64 > 0.3028164
## PC70 <= 0.23548
## -> class 2\|2 [0.941]
##
## Rule 51/253: (14.4, lift 10.3)
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC14 <= -1.917754
## PC44 <= 0.4486594
## PC60 > 0.07348618
## -> class 2\|2 [0.939]
##
## Rule 51/254: (67.7/3.4, lift 10.3)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC10 > -0.2514858
## PC12 <= 5.358043
## PC41 > -1.204676
## PC45 <= 0.4439914
## PC49 <= -0.3510323
## PC60 > 0.07348618
## PC80 > -2.777921
## PC100 <= 3.830744
## -> class 2\|2 [0.937]
##
## Rule 51/255: (344.7/21.8, lift 10.2)
## PC1 <= -0.4334595
## PC2 > -9.022285
## PC2 <= 2.579857
## PC8 > -1.48177
## PC8 <= -0.2273773
## PC10 > -0.06993597
## PC12 <= 2.198731
## PC55 > -0.8704183
## PC60 <= 0.07348618
## -> class 2\|2 [0.934]
##
## Rule 51/256: (24/0.9, lift 10.1)
## PC1 <= -0.4334595
## PC4 <= 0.25686
## PC6 > 1.404732
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC22 > -0.8724027
## PC43 <= 0.7369745
## -> class 2\|2 [0.926]
##
## Rule 51/257: (11.3, lift 10.1)
## PC1 <= -0.4334595
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC29 <= 0.2788967
## PC35 > -0.5524438
## PC44 > 0.4486594
## PC45 <= 0.4439914
## PC84 <= -0.7034432
## -> class 2\|2 [0.925]
##
## Rule 51/258: (274.4/20.9, lift 10.1)
## PC2 <= 2.579857
## PC5 > -1.423835
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC10 > -0.06993597
## PC12 <= 2.198731
## PC60 <= 0.07348618
## PC68 <= -0.4472958
## -> class 2\|2 [0.921]
##
## Rule 51/259: (128.6/9.6, lift 10.1)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC27 <= 0.03023119
## PC43 <= 0.7369745
## PC56 > -0.3209011
## PC70 > 0.23548
## -> class 2\|2 [0.919]
##
## Rule 51/260: (9.7, lift 10.0)
## PC2 <= 2.579857
## PC8 <= -0.2273773
## PC97 <= -6.863705
## -> class 2\|2 [0.915]
##
## Rule 51/261: (13.1/0.3, lift 10.0)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC11 > -4.669395
## PC27 <= -0.3602188
## PC46 <= 0.4193404
## PC64 > -0.5976912
## PC72 > -0.504717
## PC85 > -0.4749953
## PC96 <= 0.2911013
## -> class 2\|2 [0.914]
##
## Rule 51/262: (87.2/7.3, lift 9.9)
## PC1 <= -0.4334595
## PC2 > -9.022285
## PC2 <= 2.579857
## PC8 > -0.4605807
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC44 <= 0.4486594
## PC49 > -0.3510323
## -> class 2\|2 [0.907]
##
## Rule 51/263: (62.5/5.9, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC12 <= 2.184593
## PC43 <= 0.7369745
## PC50 > 0.5983326
## -> class 2\|2 [0.893]
##
## Rule 51/264: (11.6/0.5, lift 9.8)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC46 > -1.507581
## PC85 <= -0.4749953
## PC96 > 1.540321
## -> class 2\|2 [0.892]
##
## Rule 51/265: (6.9/0.3, lift 9.3)
## PC8 <= -2.366995
## PC17 <= -0.5041462
## PC30 > 0.1880327
## PC31 > 1.217825
## PC85 > -0.4749953
## -> class 2\|2 [0.850]
##
## Rule 51/266: (55.9/7.8, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC21 <= -0.2479957
## PC40 <= -1.644845
## -> class 2\|2 [0.849]
##
## Rule 51/267: (34.2/5.3, lift 9.1)
## PC3 <= 0.1090698
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC31 > -1.454528
## PC43 <= 0.7369745
## PC46 > 1.868977
## PC56 > -0.3209011
## -> class 2\|2 [0.826]
##
## Rule 51/268: (31.1/5.4, lift 8.9)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC31 <= 1.217825
## PC46 > -1.507581
## PC57 <= -0.2954396
## PC88 > 0.05644245
## -> class 2\|2 [0.808]
##
## Rule 51/269: (20/3.6, lift 8.7)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC17 > -0.5041462
## PC31 > 1.217825
## PC46 > -1.507581
## PC85 > -0.4749953
## -> class 2\|2 [0.792]
##
## Rule 51/270: (12.8/2.2, lift 8.6)
## PC1 <= -0.4334595
## PC8 > 1.706811
## PC11 <= -0.9793475
## PC21 <= -0.2479957
## -> class 2\|2 [0.782]
##
## Rule 51/271: (73.7/15.5, lift 8.6)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC12 <= 5.358043
## PC28 > 0.04813993
## PC29 <= 0.2788967
## PC44 <= 0.4486594
## PC45 <= 0.4439914
## PC49 > -0.3510323
## PC60 > 0.07348618
## PC92 > -0.9525924
## -> class 2\|2 [0.781]
##
## Rule 51/272: (26.5/5.3, lift 8.5)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC12 > 2.184593
## PC43 <= 0.7369745
## PC76 > -0.07148779
## -> class 2\|2 [0.779]
##
## Rule 51/273: (36/9.4, lift 8.0)
## PC8 <= -2.366995
## PC26 > 1.836091
## PC36 <= 0.7554582
## PC74 <= -0.06008569
## PC85 <= -0.4749953
## -> class 2\|2 [0.726]
##
## Rule 51/274: (26.1/6.9, lift 7.9)
## PC2 <= 2.579857
## PC4 <= 0.25686
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC43 <= 0.7369745
## PC85 <= -1.504104
## -> class 2\|2 [0.718]
##
## Rule 51/275: (87.2/25.1, lift 7.7)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -0.2273773
## PC21 <= -0.2479957
## PC93 > 0.5821239
## -> class 2\|2 [0.707]
##
## Rule 51/276: (145.2/0.7, lift 8.4)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 <= -0.2273773
## PC16 > -0.2386917
## PC27 > -0.3602188
## PC46 > -1.507581
## PC46 <= 0.4193404
## PC54 > -0.6104201
## PC55 <= -0.1196011
## PC57 > -0.2954396
## PC75 > -1.584095
## PC85 <= 0.7277512
## PC93 <= 0.4416389
## -> class 2\|3 [0.988]
##
## Rule 51/277: (181.7/1.8, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC11 > -4.669395
## PC46 > -1.507581
## PC54 <= -0.6104201
## PC85 <= 0.7277512
## PC93 <= 0.4416389
## -> class 2\|3 [0.985]
##
## Rule 51/278: (70/0.4, lift 8.3)
## PC1 > -0.4334595
## PC1 <= 7.463374
## PC2 <= 2.579857
## PC3 <= 0.717109
## PC9 <= 0.2354248
## PC10 > -0.7069036
## PC19 > -1.152695
## PC22 > -0.5619316
## PC58 > -0.4296502
## PC59 <= 0.926239
## PC83 > -0.1383405
## -> class 2\|3 [0.980]
##
## Rule 51/279: (28.4, lift 8.2)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC7 <= -0.4969177
## PC8 > -2.366995
## PC15 > -1.372357
## PC22 <= -0.7274001
## PC35 > -0.5524438
## PC60 > 0.07348618
## -> class 2\|3 [0.967]
##
## Rule 51/280: (44.7/0.8, lift 8.2)
## PC1 > -0.4334595
## PC1 <= 7.463374
## PC2 <= 2.579857
## PC3 <= 0.717109
## PC8 <= 0.5883431
## PC9 <= 0.2354248
## PC10 > -0.7069036
## PC19 > -1.152695
## PC58 > -0.4296502
## PC60 > -0.6163653
## -> class 2\|3 [0.962]
##
## Rule 51/281: (16.4/0.4, lift 7.8)
## PC1 > -0.4334595
## PC9 <= 0.2354248
## PC11 > 2.046466
## PC19 > -1.152695
## PC58 > -0.4296502
## PC60 <= -0.6163653
## PC83 <= -0.1383405
## PC94 <= 0.4891157
## -> class 2\|3 [0.924]
##
## Rule 51/282: (11.7/0.3, lift 7.7)
## PC80 <= -9.079314
## -> class 2\|3 [0.908]
##
## Rule 51/283: (19.7/1.4, lift 7.5)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC3 <= 0.1090698
## PC6 > -0.5124202
## PC8 > -0.2273773
## PC8 <= 1.706811
## PC56 <= -0.3209011
## PC95 <= 0.3359291
## -> class 2\|3 [0.888]
##
## Rule 51/284: (39/3.6, lift 7.5)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC6 > -0.1999346
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC35 <= -0.5524438
## -> class 2\|3 [0.887]
##
## Rule 51/285: (12089.9/9741.4, lift 1.6)
## PC2 <= 2.579857
## -> class 2\|3 [0.194]
##
## Rule 51/286: (170.9/0.1, lift 20.2)
## PC8 <= -2.366995
## PC9 > 0.9093667
## PC46 <= -1.507581
## PC73 > -1.266342
## PC80 > -2.73506
## -> class 2\|4 [0.993]
##
## Rule 51/287: (130, lift 20.2)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC16 <= 0.3955539
## PC22 > -1.627083
## PC22 <= -0.7527353
## PC27 > -0.3602188
## PC46 <= 0.4193404
## PC54 > -0.6104201
## PC71 > -0.42189
## PC78 > -0.1759739
## PC96 <= 0.2911013
## -> class 2\|4 [0.992]
##
## Rule 51/288: (162.9/1.1, lift 20.1)
## PC8 <= -2.366995
## PC16 <= 0.3955539
## PC22 > -1.627083
## PC46 <= 0.4193404
## PC57 > -0.2954396
## PC71 > -0.42189
## PC85 > 0.7277512
## -> class 2\|4 [0.987]
##
## Rule 51/289: (73, lift 20.1)
## PC2 <= 2.579857
## PC8 <= -2.366995
## PC16 <= 0.3955539
## PC22 > -0.7527353
## PC33 <= 0.1948262
## PC54 > -0.6104201
## PC57 > -0.2954396
## PC72 > -0.504717
## PC94 > 0.486068
## -> class 2\|4 [0.987]
##
## Rule 51/290: (41, lift 19.9)
## PC1 <= -0.4334595
## PC11 <= -4.669395
## -> class 2\|4 [0.977]
##
## Rule 51/291: (41.1, lift 19.9)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC16 <= 0.3955539
## PC22 > -0.7527353
## PC33 > 0.1948262
## PC78 > -0.1759739
## -> class 2\|4 [0.977]
##
## Rule 51/292: (74.2/0.8, lift 19.9)
## PC1 > -0.4334595
## PC2 <= 2.579857
## PC10 <= -0.7069036
## PC19 > -1.607163
## PC19 <= 3.554503
## PC80 > -9.079314
## PC85 > 0.4219957
## -> class 2\|4 [0.976]
##
## Rule 51/293: (39.8/0.2, lift 19.8)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC31 <= 1.217825
## PC65 > 0.8865677
## PC71 > -0.42189
## PC85 > -0.4749953
## -> class 2\|4 [0.972]
##
## Rule 51/294: (358.7/14, lift 19.5)
## PC2 <= 2.579857
## PC8 <= -2.366995
## PC16 <= -0.2386917
## PC17 <= 0.9289167
## PC22 > -1.627083
## PC27 > -0.1388012
## PC54 > -0.6104201
## PC55 <= -0.1196011
## PC57 > -0.2954396
## PC72 > -0.504717
## PC75 > -1.584095
## PC78 <= -0.1759739
## PC85 > -0.4749953
## PC93 <= 0.4416389
## PC96 <= 0.2911013
## -> class 2\|4 [0.958]
##
## Rule 51/295: (67.2/2.1, lift 19.4)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC17 > 0.01645969
## PC22 > -1.627083
## PC27 > -0.3602188
## PC55 > -0.1196011
## PC61 > 0.1140411
## PC71 > -0.42189
## PC78 <= -0.1759739
## PC95 > 0.110657
## PC96 <= 0.2911013
## PC97 > -0.3057042
## PC99 <= 0.6867496
## -> class 2\|4 [0.955]
##
## Rule 51/296: (14.6, lift 19.1)
## PC1 > -0.4334595
## PC1 <= 7.463374
## PC2 <= 2.579857
## PC3 <= 0.717109
## PC9 <= 0.2354248
## PC10 > -0.7069036
## PC19 > -1.152695
## PC58 <= -0.4296502
## -> class 2\|4 [0.940]
##
## Rule 51/297: (55.4/4.5, lift 18.4)
## PC2 <= 2.579857
## PC8 <= -2.366995
## PC27 <= -0.3602188
## PC46 <= 0.4193404
## PC64 <= -0.5976912
## PC71 > -0.42189
## PC96 <= 0.2911013
## -> class 2\|4 [0.903]
##
## Rule 51/298: (22.2/1.6, lift 18.2)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC29 > 0.2788967
## PC52 > -0.9559822
## PC60 > 0.07348618
## PC82 > -0.2050043
## -> class 2\|4 [0.892]
##
## Rule 51/299: (7.2, lift 18.1)
## PC1 <= -0.4334595
## PC8 <= -2.366995
## PC31 <= 1.217825
## PC41 <= -1.617165
## PC72 > -0.504717
## PC85 > -0.4749953
## PC96 > 0.2911013
## -> class 2\|4 [0.891]
##
## Rule 51/300: (5.7, lift 17.7)
## PC36 <= -11.39638
## -> class 2\|4 [0.871]
##
## Rule 51/301: (11.4/1.1, lift 17.1)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 > -2.366995
## PC8 <= -0.2273773
## PC10 > -0.2514858
## PC15 <= -1.372357
## PC35 > -0.5524438
## PC60 > 0.07348618
## PC95 > 0.1109738
## -> class 2\|4 [0.840]
##
## Rule 51/302: (59.3/28.2, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.579857
## PC8 <= -0.2273773
## PC45 > 0.4439914
## PC60 > 0.07348618
## -> class 2\|4 [0.524]
##
## Default class: 2\|3
##
## ----- Trial 52: -----
##
## Rules:
##
## Rule 52/1: (83.8, lift 16.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC18 > -0.1703712
## PC18 <= 2.052136
## PC24 > 0.1716518
## PC28 > -0.5053671
## PC42 <= 1.231999
## PC43 > -1.949436
## PC46 <= 2.26159
## PC48 > 0.3737023
## -> class 0\|0 [0.988]
##
## Rule 52/2: (56, lift 16.3)
## PC4 <= 9.036902
## PC18 > 2.052136
## PC20 > 5.389591
## PC40 <= 2.539887
## PC55 > -0.2017151
## -> class 0\|0 [0.983]
##
## Rule 52/3: (91.6/1.4, lift 16.2)
## PC13 <= 6.92457
## PC18 > 2.052136
## PC24 > -2.807883
## PC40 > 2.539887
## PC94 > -0.08038266
## -> class 0\|0 [0.974]
##
## Rule 52/4: (33.2/2, lift 15.2)
## PC18 > -0.1703712
## PC18 <= 2.052136
## PC20 > 2.415194
## PC23 > -1.15308
## PC24 > 1.251147
## PC48 <= 0.3737023
## -> class 0\|0 [0.916]
##
## Rule 52/5: (7.6, lift 14.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC6 <= -1.842872
## PC18 > -1.151425
## PC18 <= -0.1703712
## -> class 0\|0 [0.896]
##
## Rule 52/6: (21.9/2.9, lift 13.9)
## PC3 <= 1.640775
## PC4 <= 9.036902
## PC13 <= 6.92457
## PC18 > -0.1703712
## PC23 > -1.15308
## PC25 <= -1.179281
## PC42 <= 1.231999
## PC69 > -2.954287
## PC85 <= 2.512079
## PC86 <= 3.738426
## -> class 0\|0 [0.837]
##
## Rule 52/7: (28.9/8.3, lift 11.7)
## PC6 > -0.4129731
## PC13 > 6.92457
## PC18 > -0.1703712
## PC34 > -0.9182814
## PC93 <= -0.3378307
## -> class 0\|0 [0.701]
##
## Rule 52/8: (68.2/20.3, lift 11.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 9.036902
## PC11 > -0.1208021
## PC18 > -0.1703712
## PC23 > -1.15308
## PC31 <= 0.2246533
## PC42 <= 1.231999
## PC59 > -2.862893
## PC69 > -2.954287
## PC76 <= -1.220887
## -> class 0\|0 [0.697]
##
## Rule 52/9: (1615.3/612, lift 10.3)
## PC2 > 2.231518
## PC4 <= 9.036902
## PC13 <= 6.92457
## PC18 > 2.052136
## PC85 <= 2.512079
## -> class 0\|0 [0.621]
##
## Rule 52/10: (92.6, lift 12.5)
## PC1 <= -0.6001828
## PC4 <= 9.036902
## PC13 <= 6.92457
## PC16 > -2.086792
## PC18 > 2.052136
## PC28 > 0.5989197
## PC40 <= 2.539887
## PC48 > -0.5261896
## PC60 > -0.6793855
## PC97 > -0.6640993
## PC100 <= 1.198495
## -> class 0\|1 [0.989]
##
## Rule 52/11: (81.9, lift 12.5)
## PC1 <= -0.6001828
## PC4 <= 9.036902
## PC13 <= 6.92457
## PC18 > 2.331058
## PC24 > -2.807883
## PC28 <= 3.038249
## PC42 <= 2.389616
## PC55 <= -0.2017151
## PC60 > -0.6793855
## -> class 0\|1 [0.988]
##
## Rule 52/12: (152.7/1.5, lift 12.4)
## PC1 <= -0.6001828
## PC13 <= 6.92457
## PC18 > 2.052136
## PC20 <= 5.389591
## PC24 > -2.807883
## PC25 > -1.050508
## PC32 > -0.846393
## PC55 > -0.1706757
## PC60 > -0.6793855
## PC80 > 0.09952402
## PC86 <= 3.738426
## PC99 > -2.460464
## -> class 0\|1 [0.984]
##
## Rule 52/13: (58.2, lift 12.4)
## PC1 <= -0.4022276
## PC2 > 2.231518
## PC6 > -1.842872
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC20 > -4.323125
## PC41 > 0.1165162
## PC43 > -1.914891
## PC84 <= 0.3881398
## -> class 0\|1 [0.983]
##
## Rule 52/14: (56.1/0.4, lift 12.3)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 9.036902
## PC13 <= 6.92457
## PC18 > -0.1703712
## PC18 <= 2.052136
## PC23 > -1.15308
## PC24 > 0.1716518
## PC28 <= -0.5053671
## PC42 <= 1.231999
## PC85 <= 2.512079
## -> class 0\|1 [0.975]
##
## Rule 52/15: (172.3/3.6, lift 12.3)
## PC1 <= -0.6001828
## PC2 > 2.231518
## PC13 <= 6.92457
## PC16 > -2.086792
## PC18 > -0.1703712
## PC20 <= 5.389591
## PC24 > -2.807883
## PC25 > -1.050508
## PC28 <= 0.5989197
## PC40 <= 2.539887
## PC43 <= 0.886059
## PC45 <= 0.04725019
## PC46 <= 0.1465455
## PC54 > -0.7879031
## PC55 > -0.2017151
## PC80 <= 0.09952402
## PC97 > -0.6640993
## PC100 <= 1.198495
## -> class 0\|1 [0.974]
##
## Rule 52/16: (71.1/1.1, lift 12.3)
## PC6 <= -0.4129731
## PC13 > 6.92457
## PC13 <= 11.33877
## PC18 > -0.1703712
## PC34 > -0.9182814
## PC47 > -1.455151
## PC93 <= -0.3378307
## -> class 0\|1 [0.971]
##
## Rule 52/17: (24.9, lift 12.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC41 <= 0.1165162
## PC43 <= -1.03128
## PC85 <= 2.483291
## -> class 0\|1 [0.960]
##
## Rule 52/18: (55.2/1.3, lift 12.1)
## PC1 <= -0.6001828
## PC4 <= 9.036902
## PC13 <= 6.92457
## PC18 > 2.052136
## PC18 <= 2.331058
## PC28 <= 3.038249
## PC40 <= 2.539887
## PC85 <= 2.512079
## -> class 0\|1 [0.960]
##
## Rule 52/19: (24.6/0.2, lift 12.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC24 <= -2.807883
## PC28 <= 3.038249
## PC55 > 0.5360361
## -> class 0\|1 [0.955]
##
## Rule 52/20: (20.2, lift 12.1)
## PC2 > 2.231518
## PC13 <= 6.92457
## PC18 > -0.1703712
## PC24 > -2.807883
## PC40 > 2.539887
## PC46 <= 2.26159
## PC90 <= 3.016202
## PC94 <= -0.08038266
## -> class 0\|1 [0.955]
##
## Rule 52/21: (20.4, lift 12.1)
## PC1 > -0.6001828
## PC18 > 2.052136
## PC45 > 1.030894
## PC51 > 0.2182656
## -> class 0\|1 [0.955]
##
## Rule 52/22: (18.1, lift 12.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 <= 0.3821183
## PC43 > -1.914891
## PC78 > 2.841389
## PC79 > -0.2786686
## -> class 0\|1 [0.950]
##
## Rule 52/23: (15.5, lift 11.9)
## PC1 > -0.6001828
## PC13 <= 6.92457
## PC18 > 2.052136
## PC24 > -2.807883
## PC51 > 0.2182656
## PC52 <= -0.002370123
## PC86 <= 3.738426
## -> class 0\|1 [0.943]
##
## Rule 52/24: (68.5/3.1, lift 11.9)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 > 0.0332509
## PC16 <= 0.9584243
## PC18 <= -0.1703712
## PC43 <= -1.914891
## PC64 <= 0.9781231
## -> class 0\|1 [0.942]
##
## Rule 52/25: (14.8, lift 11.9)
## PC2 > 2.231518
## PC4 <= 9.036902
## PC13 <= 6.92457
## PC18 > 2.052136
## PC90 > 3.016202
## -> class 0\|1 [0.941]
##
## Rule 52/26: (13, lift 11.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC20 > -4.323125
## PC78 > 2.204419
## -> class 0\|1 [0.933]
##
## Rule 52/27: (9.9, lift 11.6)
## PC4 > 9.036902
## PC8 > -0.1970699
## PC18 > -0.1703712
## -> class 0\|1 [0.916]
##
## Rule 52/28: (27.6/3, lift 10.9)
## PC13 <= 6.92457
## PC18 > 2.052136
## PC20 > -5.04436
## PC24 > -2.807883
## PC28 <= 3.038249
## PC53 > -0.8665792
## PC74 <= -0.8942738
## -> class 0\|1 [0.863]
##
## Rule 52/29: (24.4/2.7, lift 10.9)
## PC4 <= 9.036902
## PC18 > 2.052136
## PC24 > -2.807883
## PC25 <= -0.4056139
## PC51 <= 0.2182656
## PC53 > -0.8665792
## -> class 0\|1 [0.860]
##
## Rule 52/30: (36/5, lift 10.6)
## PC4 > 9.036902
## PC18 > -0.1703712
## PC20 > 2.858433
## PC43 <= 2.642208
## PC85 <= 2.512079
## PC86 <= 3.738426
## -> class 0\|1 [0.842]
##
## Rule 52/31: (6/0.3, lift 10.5)
## PC1 > -0.6001828
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC51 <= 0.2182656
## PC94 <= -1.030458
## -> class 0\|1 [0.834]
##
## Rule 52/32: (128.2/22.4, lift 10.4)
## PC2 > 2.231518
## PC6 > -1.842872
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC20 > -4.323125
## PC44 > 0.7174938
## PC51 <= 0.7510986
## -> class 0\|1 [0.820]
##
## Rule 52/33: (15.1/2.3, lift 10.2)
## PC1 > -0.6001828
## PC18 > 2.052136
## PC21 > 0.4170112
## PC53 > -0.8665792
## -> class 0\|1 [0.809]
##
## Rule 52/34: (24.9/7.1, lift 8.8)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC9 > 0.7720632
## PC18 > -1.151425
## PC41 <= 0.1165162
## -> class 0\|1 [0.699]
##
## Rule 52/35: (2618.1/1380.9, lift 6.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 9.036902
## PC13 <= 6.92457
## PC18 > -0.1703712
## PC43 <= 2.642208
## PC46 <= 2.26159
## PC85 <= 2.512079
## PC86 <= 3.738426
## -> class 0\|1 [0.473]
##
## Rule 52/36: (109.3/0.3, lift 9.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC7 <= 0.6447995
## PC8 <= 0.1692954
## PC13 <= 6.92457
## PC18 > -0.1703712
## PC18 <= 2.052136
## PC42 > 1.231999
## PC43 <= 2.642208
## -> class 0\|2 [0.988]
##
## Rule 52/37: (80.6/0.2, lift 9.4)
## PC3 <= 1.640775
## PC8 > -0.02650097
## PC18 <= -1.151425
## PC35 <= -0.6423977
## PC39 > -0.887435
## PC43 > -1.914891
## -> class 0\|2 [0.985]
##
## Rule 52/38: (111.2/0.6, lift 9.4)
## PC4 <= -5.741927
## PC18 > -2.15512
## PC18 <= -1.151425
## PC34 > -3.312161
## PC36 <= 1.410687
## PC43 > -1.914891
## PC93 > -1.141158
## -> class 0\|2 [0.985]
##
## Rule 52/39: (129.8/2.7, lift 9.2)
## PC4 > 8.372863
## PC5 > 2.361656
## PC18 <= -0.1703712
## PC37 > -2.503764
## PC53 > -10.05933
## PC78 <= 2.841389
## -> class 0\|2 [0.972]
##
## Rule 52/40: (19.9, lift 9.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 > 0.0332509
## PC16 > 0.9584243
## PC43 <= -1.914891
## -> class 0\|2 [0.954]
##
## Rule 52/41: (22.1/1.3, lift 8.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC35 > -0.6423977
## PC36 <= 1.567114
## PC56 > -0.3356005
## PC64 > 0.2261279
## PC79 > -3.772085
## PC100 > 1.124759
## -> class 0\|2 [0.905]
##
## Rule 52/42: (53.1/4.9, lift 8.5)
## PC2 > 2.231518
## PC11 > -0.1208021
## PC18 > -0.1703712
## PC18 <= 2.052136
## PC42 <= 1.231999
## PC43 <= 2.642208
## PC59 <= -2.862893
## -> class 0\|2 [0.893]
##
## Rule 52/43: (42.7/4, lift 8.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -0.1703712
## PC20 > -3.048295
## PC36 <= 1.410687
## PC46 > -0.2919482
## PC78 <= 0.3674746
## PC97 > 0.5408844
## -> class 0\|2 [0.887]
##
## Rule 52/44: (81.5/8.4, lift 8.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC20 > -4.323125
## PC28 <= 0.5167035
## PC84 > 0.3881398
## -> class 0\|2 [0.887]
##
## Rule 52/45: (95.8/13.2, lift 8.1)
## PC2 > 2.231518
## PC3 <= -1.230333
## PC11 > -0.1208021
## PC18 > -0.1703712
## PC18 <= 2.052136
## PC23 <= -1.15308
## PC41 > -0.1446953
## PC86 > -0.8558152
## -> class 0\|2 [0.854]
##
## Rule 52/46: (29.7/3.8, lift 8.1)
## PC18 > 2.052136
## PC28 > 3.038249
## PC46 <= 2.26159
## -> class 0\|2 [0.850]
##
## Rule 52/47: (35.5/9.9, lift 6.7)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC18 > -0.1703712
## PC18 <= 2.052136
## PC31 > 0.2246533
## PC46 <= 2.26159
## PC48 <= 0.3737023
## PC85 <= 2.512079
## -> class 0\|2 [0.709]
##
## Rule 52/48: (7987.6/5893.1, lift 2.5)
## PC2 > 2.231518
## -> class 0\|2 [0.262]
##
## Rule 52/49: (176.7, lift 10.6)
## PC3 <= 0.1731922
## PC4 <= 8.372863
## PC18 <= -2.15512
## PC27 > -6.428258
## PC35 > -0.6423977
## PC43 > -1.805454
## PC49 <= 0.9721346
## PC56 <= -0.2717859
## PC64 <= 0.2261279
## PC91 > -0.7195712
## PC92 > -0.988363
## -> class 0\|3 [0.994]
##
## Rule 52/50: (108.9, lift 10.5)
## PC4 <= 8.372863
## PC18 <= -2.15512
## PC64 <= 0.2261279
## PC71 <= 0.4394381
## PC97 <= -0.9246993
## -> class 0\|3 [0.991]
##
## Rule 52/51: (106.3, lift 10.5)
## PC4 > -7.746524
## PC4 <= 8.372863
## PC10 > -6.330352
## PC18 <= -2.15512
## PC34 > -2.607624
## PC44 <= 0.7573652
## PC56 > -0.3356005
## PC71 <= 0.4394381
## PC74 <= 1.682982
## PC91 <= -0.7195712
## -> class 0\|3 [0.991]
##
## Rule 52/52: (146.2/0.6, lift 10.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 > -5.741927
## PC4 <= 8.372863
## PC18 <= -0.1703712
## PC23 <= -1.946444
## PC35 > -0.6423977
## PC65 > -0.787691
## -> class 0\|3 [0.989]
##
## Rule 52/53: (82.8, lift 10.5)
## PC10 > -6.330352
## PC18 <= -1.151425
## PC35 > -0.6423977
## PC36 > 1.410687
## PC36 <= 1.567114
## PC70 <= 0.3689561
## -> class 0\|3 [0.988]
##
## Rule 52/54: (78.2, lift 10.5)
## PC4 > -7.746524
## PC4 <= 8.372863
## PC18 <= -2.15512
## PC35 > -0.6423977
## PC36 <= 1.567114
## PC49 <= 0.9721346
## PC56 > -0.3356005
## PC71 <= 0.4394381
## PC74 <= 1.682982
## PC92 <= -0.988363
## -> class 0\|3 [0.987]
##
## Rule 52/55: (72.4, lift 10.5)
## PC4 <= 8.372863
## PC18 > -2.15512
## PC18 <= -0.1703712
## PC20 <= -3.048295
## PC65 > -0.787691
## PC79 > -3.772085
## -> class 0\|3 [0.987]
##
## Rule 52/56: (74, lift 10.5)
## PC3 <= 1.640775
## PC4 > -5.741927
## PC4 <= 8.372863
## PC17 > -2.900951
## PC18 <= -1.151425
## PC36 <= 1.567114
## PC52 <= -1.304395
## PC60 > -0.3030066
## PC65 > -0.787691
## PC78 <= 2.841389
## -> class 0\|3 [0.987]
##
## Rule 52/57: (78.1, lift 10.5)
## PC2 > 2.231518
## PC3 <= 0.1731922
## PC4 > -5.741927
## PC4 <= 8.372863
## PC18 <= -0.1703712
## PC42 > 1.999709
## PC65 > -0.787691
## PC81 <= 1.765621
## PC86 <= 1.767536
## -> class 0\|3 [0.987]
##
## Rule 52/58: (62.7, lift 10.5)
## PC2 > 2.231518
## PC4 > -7.746524
## PC4 <= 8.372863
## PC18 > -2.15512
## PC18 <= -1.151425
## PC36 <= 1.567114
## PC81 <= 1.765621
## PC93 <= -1.141158
## -> class 0\|3 [0.985]
##
## Rule 52/59: (66.1, lift 10.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 8.372863
## PC10 > -6.330352
## PC18 > -2.15512
## PC18 <= -1.151425
## PC77 <= -0.5661916
## PC79 > -3.772085
## PC81 <= 1.765621
## -> class 0\|3 [0.985]
##
## Rule 52/60: (62.2, lift 10.5)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 <= -0.1703712
## PC26 <= -2.09578
## PC43 > -1.914891
## -> class 0\|3 [0.984]
##
## Rule 52/61: (102.5/0.7, lift 10.5)
## PC2 > 8.245768
## PC4 > -7.746524
## PC4 <= 8.372863
## PC18 <= -1.151425
## PC27 > -6.428258
## PC81 <= 1.765621
## -> class 0\|3 [0.983]
##
## Rule 52/62: (49.9, lift 10.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 > -7.746524
## PC4 <= 8.372863
## PC18 <= -2.15512
## PC28 <= 2.68267
## PC35 > -0.6423977
## PC36 <= 1.567114
## PC56 > -0.3356005
## PC62 > 0.2202972
## PC78 <= 2.841389
## PC91 > -0.7195712
## PC92 <= -0.1957213
## -> class 0\|3 [0.981]
##
## Rule 52/63: (51.9, lift 10.4)
## PC3 <= 1.640775
## PC4 <= 8.372863
## PC18 > -2.15512
## PC18 <= -1.151425
## PC35 > -0.6423977
## PC36 <= 1.567114
## PC78 <= 2.841389
## PC81 <= 1.765621
## PC86 > 1.767536
## -> class 0\|3 [0.981]
##
## Rule 52/64: (49.7, lift 10.4)
## PC2 > 2.231518
## PC4 <= 8.372863
## PC10 > -6.330352
## PC18 <= -1.151425
## PC36 > 2.720673
## -> class 0\|3 [0.981]
##
## Rule 52/65: (44.4, lift 10.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -0.1703712
## PC46 > 2.26159
## -> class 0\|3 [0.978]
##
## Rule 52/66: (42, lift 10.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC10 > 0.3821183
## PC18 <= -0.1703712
## PC43 > -1.914891
## PC78 > 2.841389
## -> class 0\|3 [0.977]
##
## Rule 52/67: (128.8/2.2, lift 10.4)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC4 <= 8.372863
## PC10 > -6.330352
## PC18 <= -1.151425
## PC27 > -6.428258
## PC35 > -0.6423977
## PC81 <= 1.765621
## PC100 <= -0.725608
## -> class 0\|3 [0.975]
##
## Rule 52/68: (36.8, lift 10.4)
## PC2 > 2.231518
## PC18 <= -1.151425
## PC35 <= -0.6423977
## PC39 <= -0.887435
## -> class 0\|3 [0.974]
##
## Rule 52/69: (226.6/6.1, lift 10.3)
## PC3 <= 0.1731922
## PC4 > -7.746524
## PC4 <= 8.372863
## PC18 <= -2.15512
## PC27 > -6.428258
## PC35 > -0.6423977
## PC36 <= 1.567114
## PC37 <= 2.179505
## PC43 > -1.805454
## PC49 <= 0.9721346
## PC56 <= -0.3356005
## PC79 > -3.772085
## -> class 0\|3 [0.969]
##
## Rule 52/70: (28.4, lift 10.3)
## PC13 > 6.92457
## PC38 > 0.9552551
## PC68 <= 0.1363901
## PC93 > -0.3378307
## -> class 0\|3 [0.967]
##
## Rule 52/71: (30.1/0.2, lift 10.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC11 <= -0.1208021
## PC13 <= 6.92457
## PC18 <= 2.052136
## PC85 <= 2.512079
## -> class 0\|3 [0.963]
##
## Rule 52/72: (28.8/0.2, lift 10.2)
## PC4 <= 8.372863
## PC18 > -2.15512
## PC18 <= -1.151425
## PC34 > -3.312161
## PC34 <= -2.804436
## -> class 0\|3 [0.962]
##
## Rule 52/73: (23.5, lift 10.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 <= -0.9933308
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC42 > 0.4535916
## -> class 0\|3 [0.961]
##
## Rule 52/74: (36.4/0.7, lift 10.2)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC15 <= -1.210525
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC43 > -1.03128
## -> class 0\|3 [0.956]
##
## Rule 52/75: (21.7, lift 10.2)
## PC2 > 2.231518
## PC41 <= 0.1165162
## PC43 > -1.03128
## PC47 > 2.80289
## PC85 <= 2.483291
## -> class 0\|3 [0.955]
##
## Rule 52/76: (20.1, lift 10.2)
## PC13 > 6.92457
## PC34 <= -0.9182814
## PC93 <= -0.3378307
## -> class 0\|3 [0.955]
##
## Rule 52/77: (147.9/6.1, lift 10.1)
## PC2 > 2.231518
## PC4 > -5.741927
## PC4 <= 8.372863
## PC5 > -0.4823957
## PC14 <= 0.3581009
## PC17 > -2.900951
## PC18 > -2.15512
## PC18 <= -1.151425
## PC28 > -1.457534
## PC46 > -0.2919482
## PC59 <= 0.9079112
## PC60 > -0.3030066
## PC65 > -0.787691
## PC78 <= 0.3674746
## PC86 > 0.2526835
## PC92 > -0.5108621
## PC97 <= 0.5408844
## -> class 0\|3 [0.953]
##
## Rule 52/78: (18.8, lift 10.1)
## PC3 <= 0.1731922
## PC4 > -5.741927
## PC17 > -2.900951
## PC18 <= -1.151425
## PC20 > -3.048295
## PC23 > -1.946444
## PC43 > -1.914891
## PC43 <= -0.961693
## PC65 > -0.787691
## -> class 0\|3 [0.952]
##
## Rule 52/79: (15.7, lift 10.0)
## PC13 > 6.92457
## PC43 <= 2.642208
## PC90 > 2.841596
## PC93 > -0.3378307
## -> class 0\|3 [0.943]
##
## Rule 52/80: (297.9/16.5, lift 10.0)
## PC3 <= 0.1731922
## PC4 > -7.746524
## PC4 <= 8.372863
## PC18 <= -2.15512
## PC26 <= 1.475225
## PC34 > -2.607624
## PC35 > -0.6423977
## PC36 <= 1.567114
## PC37 <= 2.179505
## PC64 > 0.2261279
## PC71 <= 0.4394381
## -> class 0\|3 [0.942]
##
## Rule 52/81: (233/14.4, lift 9.9)
## PC3 <= 0.1731922
## PC4 > -7.746524
## PC10 > -5.636711
## PC15 <= 0.7941363
## PC17 <= 0.213413
## PC18 <= -2.15512
## PC27 > -6.428258
## PC28 <= 2.68267
## PC36 <= 1.188272
## PC42 > -0.9284814
## PC49 <= 0.9721346
## PC57 <= 1.459397
## PC64 <= 0.2261279
## PC70 <= 1.354141
## PC71 <= 0.4394381
## PC81 > -2.928782
## PC91 > -0.7149974
## PC92 > -0.1957213
## PC100 > -0.725608
## -> class 0\|3 [0.935]
##
## Rule 52/82: (13.5, lift 10.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC85 > 2.512079
## PC92 <= -4.384049
## -> class 0\|3 [0.935]
##
## Rule 52/83: (9.1, lift 9.7)
## PC13 > 6.92457
## PC39 > 2.631004
## PC43 <= 2.642208
## -> class 0\|3 [0.910]
##
## Rule 52/84: (7.4, lift 9.5)
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC28 > 3.778366
## -> class 0\|3 [0.894]
##
## Rule 52/85: (5.4, lift 9.2)
## PC4 > 8.372863
## PC18 <= -1.151425
## PC37 <= -2.503764
## PC78 <= 2.841389
## -> class 0\|3 [0.865]
##
## Rule 52/86: (43.9/5.8, lift 9.1)
## PC18 <= -1.151425
## PC78 <= 2.841389
## PC79 <= -3.772085
## -> class 0\|3 [0.853]
##
## Rule 52/87: (79.2/11.4, lift 9.0)
## PC13 > 6.92457
## PC22 <= -1.542372
## PC68 <= 0.1363901
## PC93 > -0.3378307
## -> class 0\|3 [0.848]
##
## Rule 52/88: (36.1/4.9, lift 9.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC38 > -0.2161568
## PC41 <= 0.1165162
## PC42 > 0.4535916
## PC44 <= 0.7174938
## -> class 0\|3 [0.846]
##
## Rule 52/89: (18.3/2.5, lift 8.8)
## PC4 > 8.372863
## PC5 <= 2.361656
## PC18 <= -0.1703712
## PC40 > 0.8230735
## PC79 > -3.772085
## -> class 0\|3 [0.826]
##
## Rule 52/90: (40.3/6.9, lift 8.7)
## PC2 > 2.231518
## PC18 > -0.1703712
## PC43 > 2.642208
## -> class 0\|3 [0.813]
##
## Rule 52/91: (37.5/6.4, lift 8.6)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC8 <= 0.0332509
## PC18 <= -0.1703712
## PC43 <= -1.914891
## -> class 0\|3 [0.812]
##
## Rule 52/92: (53.2/12, lift 8.1)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC18 > -1.151425
## PC18 <= -0.1703712
## PC41 <= 0.1165162
## PC51 > 0.7510986
## -> class 0\|3 [0.764]
##
## Rule 52/93: (15.9/5.8, lift 6.6)
## PC4 <= -7.746524
## PC18 <= -1.151425
## PC43 > 0.3290616
## -> class 0\|3 [0.621]
##
## Rule 52/94: (102.9/54.9, lift 5.0)
## PC2 > 2.231518
## PC3 <= 1.640775
## PC13 <= 6.92457
## PC86 > 3.738426
## -> class 0\|3 [0.467]
##
## Rule 52/95: (307.8, lift 18.9)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC6 <= 5.401444
## PC7 > -0.2138148
## PC15 <= -3.180526
## -> class 1\|0 [0.997]
##
## Rule 52/96: (217.8, lift 18.9)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC7 > -0.2138148
## PC8 > 0.5808797
## PC15 <= -3.180526
## PC73 > -0.2849351
## -> class 1\|0 [0.995]
##
## Rule 52/97: (154.2, lift 18.8)
## PC1 > -0.4334595
## PC12 > 2.330901
## PC16 <= 3.192014
## PC53 > -2.026939
## PC94 <= -0.1856826
## -> class 1\|0 [0.993]
##
## Rule 52/98: (106.3, lift 18.8)
## PC2 <= 2.231518
## PC4 > 0.2599949
## PC6 <= -3.131424
## PC11 <= -0.8052899
## PC68 <= 1.01486
## -> class 1\|0 [0.991]
##
## Rule 52/99: (124.7/0.2, lift 18.8)
## PC1 > -0.4334595
## PC12 > 2.330901
## PC53 > -2.026939
## PC62 <= -0.2572035
## PC98 > -0.6808266
## -> class 1\|0 [0.990]
##
## Rule 52/100: (69.2, lift 18.7)
## PC1 <= 0.2641448
## PC2 <= 2.231518
## PC4 > 0.1724442
## PC10 <= -0.1163324
## PC18 <= 0.1765426
## PC21 > 0.5164179
## -> class 1\|0 [0.986]
##
## Rule 52/101: (44.1, lift 18.5)
## PC1 > -0.4334595
## PC6 > -3.131424
## PC18 <= 0.1765426
## PC25 > 0.6966315
## PC53 > -2.026939
## -> class 1\|0 [0.978]
##
## Rule 52/102: (27.6, lift 18.3)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC15 > -3.180526
## PC34 <= -1.165227
## PC53 <= -2.026939
## -> class 1\|0 [0.966]
##
## Rule 52/103: (15.1, lift 17.8)
## PC1 > -0.4334595
## PC6 <= -0.5779222
## PC12 > 2.330901
## PC53 > -2.026939
## -> class 1\|0 [0.942]
##
## Rule 52/104: (28.8/1.1, lift 17.7)
## PC1 > -0.4334595
## PC12 > 2.330901
## PC13 > -0.1439423
## PC16 <= 3.192014
## -> class 1\|0 [0.933]
##
## Rule 52/105: (54.8/3.3, lift 17.5)
## PC1 > -0.1812657
## PC2 <= 2.231518
## PC16 <= -0.5596209
## PC18 > 0.1765426
## PC59 <= 0.1105919
## PC98 <= -0.02077594
## -> class 1\|0 [0.925]
##
## Rule 52/106: (26.6/1.2, lift 17.5)
## PC1 > -0.4334595
## PC7 > -0.2138148
## PC15 <= -3.180526
## PC73 <= -0.2849351
## -> class 1\|0 [0.923]
##
## Rule 52/107: (41.2/6, lift 15.9)
## PC1 > -0.4334595
## PC12 > 2.330901
## PC16 <= 3.192014
## PC93 > 0.4460569
## -> class 1\|0 [0.838]
##
## Rule 52/108: (610.8/283.8, lift 10.1)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.8879908
## -> class 1\|0 [0.535]
##
## Rule 52/109: (344.5/1.1, lift 16.1)
## PC1 > -0.4334595
## PC6 > -0.5779222
## PC12 > 2.330901
## PC13 <= -0.1439423
## PC15 > -3.180526
## PC16 <= 3.192014
## PC62 > -0.2572035
## PC93 <= 0.4460569
## PC94 > -0.1856826
## PC98 > -0.6808266
## -> class 1\|1 [0.994]
##
## Rule 52/110: (88.4, lift 16.0)
## PC1 > 0.2641448
## PC2 <= 2.231518
## PC6 > -3.131424
## PC7 > 1.530903
## PC12 <= 2.330901
## PC18 <= 0.1765426
## PC19 > -0.401007
## PC20 > -0.2868626
## PC71 > -0.5136471
## -> class 1\|1 [0.989]
##
## Rule 52/111: (58.8, lift 15.9)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC6 <= -3.131424
## PC11 > -0.8052899
## PC53 > -2.026939
## PC71 > -0.5136471
## -> class 1\|1 [0.984]
##
## Rule 52/112: (54.6, lift 15.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC7 <= 10.6763
## PC15 <= 1.034963
## PC16 <= -0.8879908
## PC71 <= 1.357093
## -> class 1\|1 [0.982]
##
## Rule 52/113: (46.2, lift 15.9)
## PC1 > -0.1812657
## PC2 <= 2.231518
## PC16 <= -0.5596209
## PC18 > 0.1765426
## PC53 > -2.026939
## PC59 > 0.1105919
## -> class 1\|1 [0.979]
##
## Rule 52/114: (107.1/1.5, lift 15.8)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC6 > -3.131424
## PC7 > 1.530903
## PC9 > 0.6369242
## PC12 <= 2.330901
## -> class 1\|1 [0.977]
##
## Rule 52/115: (74/0.9, lift 15.8)
## PC1 > -0.1812657
## PC1 <= 0.2641448
## PC4 > 0.1724442
## PC6 > -3.131424
## PC16 <= 0.8572028
## PC18 <= 0.1765426
## PC21 <= 0.5164179
## PC96 <= 0.2275267
## -> class 1\|1 [0.975]
##
## Rule 52/116: (38.3, lift 15.8)
## PC1 > 0.2641448
## PC4 > -1.262205
## PC13 <= -0.029561
## PC15 > -3.180526
## PC18 <= 0.1765426
## PC21 > 0.1540816
## PC35 <= 0.6117443
## PC39 <= 0.3637722
## PC71 > -0.5136471
## PC90 <= 0.295255
## -> class 1\|1 [0.975]
##
## Rule 52/117: (37.5, lift 15.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC33 <= -0.5413352
## -> class 1\|1 [0.975]
##
## Rule 52/118: (36.7, lift 15.8)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC6 <= -3.131424
## PC53 > -2.026939
## PC68 > 1.01486
## PC71 > -0.5136471
## -> class 1\|1 [0.974]
##
## Rule 52/119: (36.9, lift 15.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC65 <= -0.2877388
## -> class 1\|1 [0.974]
##
## Rule 52/120: (34.5, lift 15.8)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC4 <= 0.2599949
## PC6 <= -3.131424
## PC53 > -2.026939
## PC71 > -0.5136471
## -> class 1\|1 [0.973]
##
## Rule 52/121: (92.4/1.7, lift 15.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC11 <= 0.4190986
## PC14 <= 0.06546658
## PC16 <= -0.8879908
## -> class 1\|1 [0.972]
##
## Rule 52/122: (28.6, lift 15.7)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC47 <= -0.295758
## -> class 1\|1 [0.967]
##
## Rule 52/123: (40.4/0.6, lift 15.6)
## PC1 > -0.4334595
## PC3 <= -0.4155948
## PC7 <= 1.530903
## PC19 <= -1.577841
## PC35 <= 0.6117443
## PC53 > -2.026939
## PC71 > -0.5136471
## PC90 <= 0.295255
## PC98 > 0.0927595
## PC98 <= 0.5380343
## -> class 1\|1 [0.963]
##
## Rule 52/124: (47.5/0.9, lift 15.6)
## PC1 > -0.1812657
## PC1 <= 0.2641448
## PC4 > 0.1724442
## PC6 > -3.131424
## PC10 > -0.1163324
## PC16 <= 0.8572028
## PC18 <= 0.1765426
## -> class 1\|1 [0.962]
##
## Rule 52/125: (22.9, lift 15.6)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 > 0.3925309
## PC50 <= -0.2592405
## -> class 1\|1 [0.960]
##
## Rule 52/126: (64.5/1.8, lift 15.5)
## PC6 > 5.401444
## PC8 <= 0.5808797
## PC15 <= -3.180526
## PC62 > -0.1436179
## PC73 > -0.2849351
## -> class 1\|1 [0.958]
##
## Rule 52/127: (20.3, lift 15.5)
## PC5 <= -8.621844
## PC14 > 0.06546658
## -> class 1\|1 [0.955]
##
## Rule 52/128: (82.6/2.9, lift 15.5)
## PC1 > -0.1812657
## PC2 <= 2.231518
## PC6 > -3.131424
## PC18 > 0.1765426
## PC21 <= 0.9340292
## PC67 > -0.3533701
## PC71 > -0.5136471
## PC98 > -0.02077594
## -> class 1\|1 [0.954]
##
## Rule 52/129: (17.1, lift 15.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC24 <= -0.6120089
## -> class 1\|1 [0.948]
##
## Rule 52/130: (28.4/0.6, lift 15.3)
## PC1 > -0.1812657
## PC2 > -1.739893
## PC2 <= 2.231518
## PC15 > -3.180526
## PC19 > 1.491655
## PC53 > -2.026939
## PC71 <= -0.5136471
## -> class 1\|1 [0.946]
##
## Rule 52/131: (48.7/2.3, lift 15.2)
## PC7 > 10.6763
## PC14 > 0.06546658
## PC16 <= -0.8879908
## -> class 1\|1 [0.935]
##
## Rule 52/132: (10.5, lift 14.9)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC75 > 1.283722
## -> class 1\|1 [0.920]
##
## Rule 52/133: (37.4/3, lift 14.6)
## PC1 > -0.1812657
## PC7 <= 1.530903
## PC12 <= 2.330901
## PC15 > -3.180526
## PC23 > -2.081516
## PC53 > -2.026939
## PC71 > -0.5136471
## PC90 <= 0.295255
## PC98 > 0.5380343
## -> class 1\|1 [0.898]
##
## Rule 52/134: (10.9/0.4, lift 14.5)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 > -0.4466875
## PC16 > -0.8879908
## PC23 > 0.8038166
## -> class 1\|1 [0.892]
##
## Rule 52/135: (6.8, lift 14.4)
## PC1 > -0.1812657
## PC6 > -3.131424
## PC12 <= 2.330901
## PC25 > 0.4423031
## PC25 <= 0.6966315
## PC45 <= -0.4300224
## PC90 <= 0.295255
## -> class 1\|1 [0.887]
##
## Rule 52/136: (55.4/8.1, lift 13.6)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 > 0.3925309
## PC16 > -0.8879908
## PC83 > -0.4227733
## -> class 1\|1 [0.841]
##
## Rule 52/137: (58.3/11.9, lift 12.7)
## PC1 > 0.2641448
## PC2 <= 2.231518
## PC23 <= -2.081516
## PC35 <= 0.6117443
## PC53 > -2.026939
## -> class 1\|1 [0.786]
##
## Rule 52/138: (40.3/9.1, lift 12.4)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 > -0.4466875
## PC16 > -0.8879908
## PC55 <= -0.2135467
## -> class 1\|1 [0.763]
##
## Rule 52/139: (37.3/9.8, lift 11.8)
## PC1 > 0.2641448
## PC6 > -3.131424
## PC6 <= 3.793985
## PC12 <= 2.330901
## PC15 > -3.180526
## PC18 <= 0.1765426
## PC35 > 0.6117443
## PC53 > -2.026939
## PC71 > -0.5136471
## -> class 1\|1 [0.727]
##
## Rule 52/140: (234.8/156, lift 5.5)
## PC1 > -0.4334595
## PC1 <= -0.1812657
## PC8 > 0.08846416
## PC25 > 0.03642078
## -> class 1\|1 [0.337]
##
## Rule 52/141: (145.5, lift 15.9)
## PC1 > -0.4334595
## PC3 <= -0.4155948
## PC6 > -3.131424
## PC15 > -3.180526
## PC19 <= -1.577841
## PC35 <= 0.6117443
## PC98 <= 0.0927595
## -> class 1\|2 [0.993]
##
## Rule 52/142: (95.8, lift 15.8)
## PC1 > 0.2641448
## PC3 > -0.4155948
## PC7 <= 1.530903
## PC12 <= 2.330901
## PC15 > -3.180526
## PC18 <= 0.1765426
## PC45 > -0.4300224
## PC66 <= -0.404139
## -> class 1\|2 [0.990]
##
## Rule 52/143: (66, lift 15.8)
## PC1 > 0.2641448
## PC3 > -0.4155948
## PC7 <= 1.530903
## PC18 <= 0.1765426
## PC23 > -2.081516
## PC25 <= 0.4423031
## PC45 <= -0.4300224
## PC71 > -0.5136471
## -> class 1\|2 [0.985]
##
## Rule 52/144: (150.7/1.2, lift 15.8)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC6 > -3.131424
## PC7 > 1.530903
## PC9 <= 0.6369242
## PC18 <= 0.1765426
## PC19 <= -0.401007
## PC20 > -0.2868626
## PC53 > -2.026939
## -> class 1\|2 [0.985]
##
## Rule 52/145: (63.5, lift 15.8)
## PC3 > 1.640775
## PC11 > -0.06240804
## PC16 > -0.8879908
## PC50 > -0.2592405
## PC55 > -0.2135467
## PC83 <= -0.4227733
## -> class 1\|2 [0.985]
##
## Rule 52/146: (118.1/0.9, lift 15.8)
## PC3 > 8.554027
## PC14 > -1.660562
## PC15 <= -0.4466875
## PC16 <= 9.680324
## PC87 > -0.3342626
## -> class 1\|2 [0.984]
##
## Rule 52/147: (57.1, lift 15.7)
## PC1 > 0.6894339
## PC2 > -1.739893
## PC2 <= 2.231518
## PC12 <= 2.330901
## PC19 <= 1.491655
## PC53 > -2.026939
## PC71 <= -0.5136471
## PC94 > 0.07605403
## -> class 1\|2 [0.983]
##
## Rule 52/148: (61.5/0.2, lift 15.7)
## PC1 > 0.2641448
## PC3 > -0.4155948
## PC7 <= 1.530903
## PC13 <= -0.029561
## PC18 <= 0.1765426
## PC45 > -0.4300224
## PC53 > -2.026939
## PC73 > 0.1665001
## PC90 <= 0.295255
## -> class 1\|2 [0.982]
##
## Rule 52/149: (52, lift 15.7)
## PC1 > 0.2641448
## PC1 <= 1.57334
## PC2 <= 2.231518
## PC12 <= 2.330901
## PC21 <= 0.1540816
## PC39 <= 0.3637722
## PC42 <= -0.5513097
## PC66 > -0.404139
## PC71 > -0.5136471
## PC90 <= 0.295255
## -> class 1\|2 [0.981]
##
## Rule 52/150: (46.4, lift 15.7)
## PC1 > -0.1812657
## PC4 <= -1.262205
## PC7 <= 1.530903
## PC18 <= 0.1765426
## PC45 > -0.4300224
## PC90 <= 0.295255
## -> class 1\|2 [0.979]
##
## Rule 52/151: (44.3, lift 15.7)
## PC1 > 0.2641448
## PC6 > -3.131424
## PC7 <= 1.530903
## PC13 <= -0.029561
## PC25 <= 0.6966315
## PC35 <= 0.6117443
## PC63 > 0.7915884
## -> class 1\|2 [0.978]
##
## Rule 52/152: (127/1.9, lift 15.7)
## PC1 > 1.57334
## PC3 > -0.4155948
## PC4 > -1.262205
## PC7 <= 1.530903
## PC12 <= 2.330901
## PC13 <= -0.029561
## PC21 <= -0.01504164
## PC25 <= 0.6966315
## PC35 <= 0.6117443
## -> class 1\|2 [0.978]
##
## Rule 52/153: (101.5/1.4, lift 15.6)
## PC2 > 2.231518
## PC3 > 1.640775
## PC11 > -0.06240804
## PC15 > -0.4466875
## PC15 <= 0.3925309
## PC23 <= 0.8038166
## -> class 1\|2 [0.977]
##
## Rule 52/154: (195/5.6, lift 15.5)
## PC1 > 0.2641448
## PC6 > -3.131424
## PC7 <= 1.530903
## PC15 > -3.180526
## PC18 <= 0.1765426
## PC25 <= 0.6966315
## PC35 <= 0.6117443
## PC53 > -2.026939
## PC71 > -0.5136471
## PC90 > 0.295255
## -> class 1\|2 [0.966]
##
## Rule 52/155: (37.1/0.4, lift 15.5)
## PC2 > 2.231518
## PC3 > 1.640775
## PC14 > -1.660562
## PC15 <= -0.4466875
## PC56 > 0.5521903
## -> class 1\|2 [0.965]
##
## Rule 52/156: (42.1/0.9, lift 15.3)
## PC1 > -0.4334595
## PC6 > 3.793985
## PC12 <= 2.330901
## PC18 <= 0.1765426
## PC35 > 0.6117443
## PC53 > -2.026939
## PC71 > -0.5136471
## -> class 1\|2 [0.957]
##
## Rule 52/157: (21.1, lift 15.3)
## PC2 > 2.231518
## PC3 > 1.640775
## PC16 > -0.8879908
## PC86 <= -1.966605
## -> class 1\|2 [0.957]
##
## Rule 52/158: (179.4/8.9, lift 15.1)
## PC1 > 0.2641448
## PC6 > -3.131424
## PC7 <= 1.530903
## PC12 <= 2.330901
## PC15 > -3.180526
## PC18 <= 0.1765426
## PC39 > 0.3637722
## PC53 > -2.026939
## PC71 > -0.5136471
## -> class 1\|2 [0.945]
##
## Rule 52/159: (18.1/0.5, lift 14.8)
## PC1 > -0.4334595
## PC1 <= 0.2641448
## PC2 <= 2.231518
## PC16 > 0.8572028
## PC18 <= 0.1765426
## PC42 <= -0.01984132
## PC53 > -2.026939
## -> class 1\|2 [0.926]
##
## Rule 52/160: (68.5/5.6, lift 14.5)
## PC2 > 2.231518
## PC6 <= -4.412595
## PC15 <= -0.4466875
## -> class 1\|2 [0.907]
##
## Rule 52/161: (28.4/2.3, lift 14.3)
## PC1 > -0.4334595
## PC15 <= -3.180526
## PC50 <= -0.4994218
## -> class 1\|2 [0.891]
##
## Rule 52/162: (136.7/17.5, lift 13.9)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC6 > -3.131424
## PC12 <= 2.330901
## PC13 <= -0.029561
## PC18 <= 0.1765426
## PC35 <= 0.6117443
## PC53 > -2.026939
## PC57 > 0.4830003
## -> class 1\|2 [0.867]
##
## Rule 52/163: (89.7/11.5, lift 13.8)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC21 <= 0.9340292
## PC45 > 0.5608946
## PC53 > -2.026939
## PC71 > -0.5136471
## -> class 1\|2 [0.863]
##
## Rule 52/164: (11.7/2, lift 12.6)
## PC1 > -0.4334595
## PC12 > 2.330901
## PC15 > -3.180526
## PC16 > 3.192014
## PC53 > -2.026939
## -> class 1\|2 [0.784]
##
## Rule 52/165: (46.9/15.5, lift 10.6)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC3 > -1.26054
## PC34 > -1.165227
## PC53 <= -2.026939
## -> class 1\|2 [0.663]
##
## Rule 52/166: (40.2/18.6, lift 8.6)
## PC1 > -0.4334595
## PC1 <= -0.1812657
## PC2 <= 2.231518
## PC95 > 0.2140702
## -> class 1\|2 [0.535]
##
## Rule 52/167: (30.8, lift 15.5)
## PC1 > -0.1812657
## PC2 <= 2.231518
## PC6 > -3.131424
## PC12 > -0.5798975
## PC16 > -0.5596209
## PC18 > 0.1765426
## PC21 <= 0.9340292
## PC45 <= 0.5608946
## PC98 <= -0.02077594
## -> class 1\|3 [0.969]
##
## Rule 52/168: (260.8/9.4, lift 15.4)
## PC1 > 0.2641448
## PC3 > -0.4155948
## PC4 > -1.262205
## PC7 <= 0.5417639
## PC13 > -0.029561
## PC15 > -3.180526
## PC18 <= 0.1765426
## PC35 <= 0.6117443
## PC39 <= 0.3637722
## PC45 > -0.4300224
## PC66 > -0.404139
## PC90 <= 0.295255
## -> class 1\|3 [0.961]
##
## Rule 52/169: (17.9, lift 15.2)
## PC1 > -0.4334595
## PC1 <= -0.1812657
## PC2 <= 2.231518
## PC8 > 0.08846416
## PC25 <= 0.03642078
## PC71 > 0.3490205
## -> class 1\|3 [0.950]
##
## Rule 52/170: (118.9/5.7, lift 15.1)
## PC2 > 2.231518
## PC3 > 1.640775
## PC15 <= -0.4466875
## PC87 <= -0.3342626
## -> class 1\|3 [0.945]
##
## Rule 52/171: (17/0.4, lift 14.8)
## PC1 > 0.2641448
## PC2 <= 2.231518
## PC4 > -1.262205
## PC7 <= 1.530903
## PC13 <= -0.029561
## PC21 > -0.01504164
## PC21 <= 0.1540816
## PC35 <= 0.6117443
## PC39 <= 0.3637722
## PC90 <= 0.295255
## -> class 1\|3 [0.927]
##
## Rule 52/172: (233.8/16.7, lift 14.8)
## PC2 > 2.231518
## PC3 > 1.640775
## PC3 <= 8.554027
## PC6 > -4.412595
## PC15 <= -0.4466875
## PC56 <= 0.5521903
## PC86 > -1.966605
## -> class 1\|3 [0.925]
##
## Rule 52/173: (132.9/10, lift 14.7)
## PC1 > -0.1812657
## PC1 <= 0.2641448
## PC6 > -3.131424
## PC16 > 0.8572028
## PC42 > -0.01984132
## -> class 1\|3 [0.918]
##
## Rule 52/174: (183.5/18.2, lift 14.3)
## PC1 > 0.2641448
## PC1 <= 1.57334
## PC6 > -3.131424
## PC7 <= 1.530903
## PC13 <= -0.029561
## PC15 > -3.180526
## PC21 <= 0.1540816
## PC42 > -0.5513097
## PC45 > -0.4300224
## PC57 <= 0.4830003
## PC63 <= 0.7915884
## PC73 <= 0.1665001
## PC90 <= 0.295255
## -> class 1\|3 [0.896]
##
## Rule 52/175: (4.2, lift 13.4)
## PC2 > 2.231518
## PC16 > 9.680324
## -> class 1\|3 [0.839]
##
## Rule 52/176: (23.4/4.9, lift 12.3)
## PC1 > -0.1812657
## PC1 <= 0.6894339
## PC2 > -1.739893
## PC2 <= 2.231518
## PC53 > -2.026939
## PC71 <= -0.5136471
## -> class 1\|3 [0.767]
##
## Rule 52/177: (324.1/0.6, lift 12.5)
## PC5 <= 1.653798
## PC8 > 2.293971
## PC11 > -0.5750982
## PC21 > -0.248798
## PC28 <= 0.1522125
## PC56 <= 0.2989103
## PC60 > -0.4687333
## PC70 <= -0.04090679
## PC71 <= 0.9060505
## PC73 > -1.045497
## -> class 2\|0 [0.995]
##
## Rule 52/178: (153.5, lift 12.5)
## PC8 > 2.293971
## PC17 > -0.2448919
## PC21 > 0.01606804
## PC24 > -0.1922835
## PC30 <= 0.4288014
## PC46 <= 0.9898062
## PC56 <= 0.2989103
## PC60 > -0.4687333
## PC72 > -0.3578642
## PC75 > 0.2797736
## -> class 2\|0 [0.994]
##
## Rule 52/179: (111, lift 12.5)
## PC8 > 2.293971
## PC21 > 2.39312
## PC30 <= 0.4288014
## PC56 <= 0.2989103
## PC73 > -1.045497
## -> class 2\|0 [0.991]
##
## Rule 52/180: (399.9/3.4, lift 12.5)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC10 <= 0.4714059
## PC11 > -0.5750982
## PC21 > -0.248798
## PC28 <= 0.1522125
## PC30 <= 0.4288014
## PC41 <= 1.294022
## PC46 <= 1.148417
## PC56 <= 0.2989103
## PC59 <= 0.3113531
## PC60 > -0.4687333
## PC75 <= 0.2797736
## -> class 2\|0 [0.989]
##
## Rule 52/181: (62.7, lift 12.4)
## PC8 > 2.293971
## PC21 > -0.248798
## PC50 > 0.4240414
## PC56 <= 0.2989103
## PC60 <= -0.4687333
## PC73 > -1.045497
## PC88 > -0.1024168
## -> class 2\|0 [0.984]
##
## Rule 52/182: (50.8, lift 12.4)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC3 <= -1.26054
## PC15 > -3.180526
## PC53 <= -2.026939
## PC71 > -0.7803868
## -> class 2\|0 [0.981]
##
## Rule 52/183: (146.7/4.1, lift 12.2)
## PC8 > 2.293971
## PC21 > -0.248798
## PC30 <= 0.4288014
## PC31 > 0.8244593
## PC56 <= 0.2989103
## PC60 > -0.4687333
## PC73 > -1.045497
## -> class 2\|0 [0.966]
##
## Rule 52/184: (99.6/2.6, lift 12.2)
## PC1 <= -0.4334595
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 <= -0.4432499
## PC23 > -0.8236977
## PC32 <= 1.071236
## PC57 > 0.112213
## PC69 <= 0.1875028
## PC74 > -0.4723717
## PC81 <= -0.0512562
## -> class 2\|0 [0.965]
##
## Rule 52/185: (21.3, lift 12.1)
## PC8 > 2.293971
## PC21 > -0.248798
## PC40 > 1.247804
## PC69 > -0.3568537
## -> class 2\|0 [0.957]
##
## Rule 52/186: (60.9/1.8, lift 12.0)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 <= -0.173114
## PC12 > -0.9480676
## PC32 > 1.071236
## PC36 > 0.09076007
## PC36 <= 0.3296598
## -> class 2\|0 [0.955]
##
## Rule 52/187: (13.6/0.7, lift 11.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC21 > -0.248798
## PC56 > 0.2989103
## PC69 <= -0.3568537
## -> class 2\|0 [0.892]
##
## Rule 52/188: (119.8/12.1, lift 11.2)
## PC8 > 5.884351
## PC21 > -0.248798
## -> class 2\|0 [0.892]
##
## Rule 52/189: (36.6/5.9, lift 10.4)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC21 > -0.248798
## PC49 <= -0.5975915
## PC56 <= 0.2989103
## PC60 <= -0.4687333
## PC71 <= 0.9060505
## -> class 2\|0 [0.822]
##
## Rule 52/190: (988.2/441.1, lift 7.0)
## PC1 > -0.4334595
## PC1 <= -0.1812657
## PC2 <= 2.231518
## PC6 <= 3.194601
## PC8 > 0.08846416
## PC25 <= 0.03642078
## PC71 <= 0.3490205
## -> class 2\|0 [0.553]
##
## Rule 52/191: (53.6/24.4, lift 6.8)
## PC1 > -0.4334595
## PC1 <= 9.948109
## PC2 <= -1.739893
## PC53 <= -1.822465
## PC71 <= -0.5136471
## -> class 2\|0 [0.543]
##
## Rule 52/192: (165.9/1, lift 10.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC21 <= -0.248798
## PC22 > -1.207938
## -> class 2\|1 [0.988]
##
## Rule 52/193: (122.9/0.7, lift 10.3)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC17 <= 0.03018144
## PC19 > -0.4432499
## PC28 > 0.07660204
## PC40 > -1.177517
## PC57 > 0.112213
## -> class 2\|1 [0.987]
##
## Rule 52/194: (73.7, lift 10.3)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC10 > -0.173114
## PC31 > -1.305315
## PC32 > 1.071236
## PC35 <= 1.159993
## -> class 2\|1 [0.987]
##
## Rule 52/195: (266.2/2.4, lift 10.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC21 <= 2.39312
## PC49 > -0.5975915
## PC50 <= 0.4240414
## PC57 <= -0.1227591
## PC60 <= -0.4687333
## -> class 2\|1 [0.987]
##
## Rule 52/196: (72.8, lift 10.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC17 <= -0.2448919
## PC75 > 0.2797736
## -> class 2\|1 [0.987]
##
## Rule 52/197: (102.5/0.4, lift 10.3)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC46 > 0.9898062
## PC70 > -0.04090679
## PC75 > 0.2797736
## -> class 2\|1 [0.986]
##
## Rule 52/198: (64.6, lift 10.3)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC12 <= -0.9480676
## PC31 > -1.305315
## PC32 > 1.071236
## PC35 <= 1.159993
## -> class 2\|1 [0.985]
##
## Rule 52/199: (59.1, lift 10.3)
## PC1 > -0.4334595
## PC3 <= -1.26054
## PC15 > -3.180526
## PC44 > 0.9012404
## PC71 <= -0.7803868
## -> class 2\|1 [0.984]
##
## Rule 52/200: (52.8, lift 10.2)
## PC2 <= -8.96454
## PC32 <= -1.658215
## PC87 > -0.7065366
## -> class 2\|1 [0.982]
##
## Rule 52/201: (179.4/2.4, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 0.6300744
## PC8 <= 2.293971
## PC22 > -0.318399
## PC32 <= 1.071236
## PC35 <= 1.159993
## PC57 <= 0.112213
## PC58 > -0.2512889
## -> class 2\|1 [0.981]
##
## Rule 52/202: (102.3/1, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC10 <= 0.4714059
## PC21 <= 0.01606804
## PC70 > -0.04090679
## PC75 > 0.2797736
## -> class 2\|1 [0.981]
##
## Rule 52/203: (51, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC28 > 0.1522125
## -> class 2\|1 [0.981]
##
## Rule 52/204: (42.9, lift 10.2)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC35 <= 1.159993
## PC64 <= -1.353724
## -> class 2\|1 [0.978]
##
## Rule 52/205: (39, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 0.6300744
## PC19 > 2.813428
## PC100 > 0.09910014
## -> class 2\|1 [0.976]
##
## Rule 52/206: (39.8, lift 10.2)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 <= 12.34091
## PC32 <= -1.658215
## PC42 <= -0.5816344
## PC87 <= -0.7065366
## -> class 2\|1 [0.976]
##
## Rule 52/207: (37.7, lift 10.2)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC11 > -0.5750982
## PC24 <= -0.1922835
## PC46 <= 1.148417
## PC70 > -0.04090679
## PC75 > 0.2797736
## -> class 2\|1 [0.975]
##
## Rule 52/208: (139.1/2.7, lift 10.2)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC11 <= -0.5750982
## PC31 <= 0.8244593
## -> class 2\|1 [0.974]
##
## Rule 52/209: (33.2, lift 10.1)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 > -0.4432499
## PC30 <= 0.03602969
## PC32 <= 1.071236
## PC39 > -0.4145089
## PC47 > -0.6756435
## PC57 > 0.112213
## -> class 2\|1 [0.972]
##
## Rule 52/210: (33.6, lift 10.1)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC19 > -0.4432499
## PC21 <= -0.2369291
## PC35 <= 1.159993
## PC40 > -1.177517
## PC57 > 0.112213
## -> class 2\|1 [0.972]
##
## Rule 52/211: (32.2, lift 10.1)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC32 > 1.071236
## PC36 <= 0.09076007
## -> class 2\|1 [0.971]
##
## Rule 52/212: (29.1, lift 10.1)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC30 > 0.4288014
## PC56 <= 0.2989103
## -> class 2\|1 [0.968]
##
## Rule 52/213: (28, lift 10.1)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC71 > 0.9060505
## -> class 2\|1 [0.967]
##
## Rule 52/214: (26.2, lift 10.1)
## PC1 <= -0.4334595
## PC5 > 1.653798
## PC8 > 2.293971
## PC70 <= -0.04090679
## -> class 2\|1 [0.965]
##
## Rule 52/215: (25.1, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC10 > 0.4714059
## PC60 > -0.4687333
## PC70 > -0.04090679
## -> class 2\|1 [0.963]
##
## Rule 52/216: (25.3, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC56 > -0.4646702
## PC57 <= 0.112213
## PC96 <= -0.9326168
## -> class 2\|1 [0.963]
##
## Rule 52/217: (24.1, lift 10.0)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC12 > -1.672101
## PC32 <= 1.071236
## PC45 <= -0.1272229
## PC56 > -0.4646702
## PC57 <= 0.112213
## -> class 2\|1 [0.962]
##
## Rule 52/218: (51.1/1.1, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC59 > 0.3113531
## PC70 > -0.04090679
## PC75 <= 0.2797736
## -> class 2\|1 [0.960]
##
## Rule 52/219: (22.8, lift 10.0)
## PC8 > 0.6300744
## PC8 <= 2.293971
## PC32 > 0.9398344
## PC32 <= 1.071236
## PC57 <= 0.112213
## -> class 2\|1 [0.960]
##
## Rule 52/220: (21.8, lift 10.0)
## PC1 <= -0.4334595
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 <= -0.4432499
## PC35 <= 1.159993
## PC57 > 0.112213
## PC74 <= -0.4723717
## PC93 <= 0.9738616
## -> class 2\|1 [0.958]
##
## Rule 52/221: (30.8/0.4, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC41 > 1.294022
## PC56 <= 0.2989103
## PC75 <= 0.2797736
## -> class 2\|1 [0.956]
##
## Rule 52/222: (20.1, lift 10.0)
## PC8 > 0.6300744
## PC19 > 2.813428
## PC70 > 0.2946905
## -> class 2\|1 [0.955]
##
## Rule 52/223: (125.4/4.8, lift 10.0)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC56 <= 0.2989103
## PC60 <= -0.4687333
## PC88 <= -0.1024168
## -> class 2\|1 [0.954]
##
## Rule 52/224: (52/1.7, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 <= -0.4432499
## PC31 <= 1.321666
## PC57 > 0.112213
## PC69 <= 0.1875028
## PC81 > -0.0512562
## -> class 2\|1 [0.950]
##
## Rule 52/225: (18.1, lift 9.9)
## PC1 > -0.4334595
## PC1 <= -0.1812657
## PC6 > 3.194601
## PC95 <= 0.2140702
## -> class 2\|1 [0.950]
##
## Rule 52/226: (51/1.7, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC4 <= 0.2386457
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 > -0.4432499
## PC29 <= -0.02825792
## PC32 <= 1.071236
## PC57 > 0.112213
## -> class 2\|1 [0.949]
##
## Rule 52/227: (251.1/11.9, lift 9.9)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC8 <= 5.884351
## PC40 <= 1.247804
## PC56 > 0.2989103
## PC69 > -0.3568537
## -> class 2\|1 [0.949]
##
## Rule 52/228: (13.9, lift 9.8)
## PC1 > -0.4334595
## PC1 <= 9.948109
## PC2 <= -1.739893
## PC12 <= 2.330901
## PC15 > -3.180526
## PC31 > 0.3185152
## PC71 <= -0.5136471
## -> class 2\|1 [0.937]
##
## Rule 52/229: (30.5/1.1, lift 9.7)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC35 > 1.159993
## PC93 <= 0.0192432
## -> class 2\|1 [0.935]
##
## Rule 52/230: (341.8/25.6, lift 9.6)
## PC1 <= -0.4334595
## PC6 <= 4.979324
## PC8 > 0.6300744
## PC8 <= 2.293971
## PC12 > -3.177498
## PC19 <= 2.813428
## PC29 <= 0.1750378
## PC32 <= 1.071236
## PC33 <= 0.4790857
## PC35 <= 1.159993
## PC40 > -1.071633
## PC52 > -0.1671013
## PC57 <= 0.112213
## PC61 <= 0.3838942
## PC73 > -0.8958033
## PC86 <= 0.7410226
## -> class 2\|1 [0.923]
##
## Rule 52/231: (38.3/2.3, lift 9.6)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC31 > -1.305315
## PC32 > 1.071236
## PC36 > 0.3296598
## -> class 2\|1 [0.917]
##
## Rule 52/232: (45.2/2.9, lift 9.6)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC4 <= 0.2386457
## PC8 > -0.2273773
## PC36 > 0.4925368
## PC56 > -0.4646702
## PC67 > -0.7041289
## -> class 2\|1 [0.916]
##
## Rule 52/233: (99.3/8.1, lift 9.5)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC23 <= -0.8236977
## PC57 > 0.112213
## PC69 <= 0.1875028
## PC81 <= -0.0512562
## -> class 2\|1 [0.910]
##
## Rule 52/234: (52/4.3, lift 9.4)
## PC8 > 2.293971
## PC21 > -0.248798
## PC46 > 1.148417
## PC60 > -0.4687333
## PC70 > -0.04090679
## -> class 2\|1 [0.901]
##
## Rule 52/235: (8.9/0.1, lift 9.4)
## PC1 <= -0.4334595
## PC4 <= -0.3727229
## PC8 > 0.6300744
## PC8 <= 2.293971
## PC40 <= -1.071633
## -> class 2\|1 [0.898]
##
## Rule 52/236: (85.1/8.3, lift 9.3)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC6 <= 0.7221945
## PC8 > -3.393956
## PC9 <= 8.286128
## PC73 <= -1.404115
## -> class 2\|1 [0.893]
##
## Rule 52/237: (7.8/0.3, lift 9.1)
## PC1 <= -0.4334595
## PC8 > 2.293971
## PC60 > -0.4687333
## PC72 <= -0.3578642
## PC75 > 0.2797736
## -> class 2\|1 [0.872]
##
## Rule 52/238: (19/2.2, lift 8.9)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 0.6300744
## PC12 > -1.672101
## PC35 <= 1.159993
## PC67 <= -0.7041289
## -> class 2\|1 [0.850]
##
## Rule 52/239: (41.1/5.5, lift 8.9)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC4 > 0.2386457
## PC8 > -0.2273773
## -> class 2\|1 [0.849]
##
## Rule 52/240: (21/3.1, lift 8.6)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 0.6300744
## PC12 > -1.672101
## PC35 <= 1.159993
## PC56 > -0.4646702
## PC57 <= 0.112213
## PC98 > 0.5733155
## -> class 2\|1 [0.821]
##
## Rule 52/241: (46/8, lift 8.5)
## PC1 <= -0.4334595
## PC8 > -0.2273773
## PC8 <= 0.6300744
## PC11 <= -1.8482
## PC12 > -1.672101
## -> class 2\|1 [0.813]
##
## Rule 52/242: (28.1/10.4, lift 6.5)
## PC2 <= 2.231518
## PC23 <= -9.042807
## -> class 2\|1 [0.622]
##
## Rule 52/243: (20.6/8.9, lift 5.9)
## PC1 > -0.1812657
## PC6 > -3.131424
## PC15 > -3.180526
## PC18 > 0.1765426
## PC21 > 0.9340292
## PC53 > -2.026939
## -> class 2\|1 [0.562]
##
## Rule 52/244: (162.9, lift 11.6)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC10 > -0.3745408
## PC11 > -3.603205
## PC15 <= 3.836274
## PC32 > -1.658215
## PC41 > -0.9599223
## PC58 <= 0.3449852
## PC63 > 0.1578914
## PC73 > -1.404115
## PC78 > -0.1913931
## PC85 > -1.70518
## PC98 > -0.8459371
## -> class 2\|2 [0.994]
##
## Rule 52/245: (77.5/0.1, lift 11.5)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC4 > -0.3727229
## PC8 > 0.6300744
## PC8 <= 2.293971
## PC22 <= -0.318399
## PC32 <= 0.9398344
## PC35 <= 1.159993
## PC40 <= -1.071633
## -> class 2\|2 [0.986]
##
## Rule 52/246: (61.2, lift 11.5)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 <= 2.293971
## PC19 <= 2.813428
## PC22 <= -0.318399
## PC32 <= 1.071236
## PC57 <= 0.112213
## PC86 > 0.7410226
## -> class 2\|2 [0.984]
##
## Rule 52/247: (61.9, lift 11.5)
## PC1 <= -2.1305
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC15 <= 3.836274
## PC30 > 0.08101894
## PC42 > -0.4032674
## PC44 <= 0.5444354
## PC60 > 0.01726107
## PC62 <= 0.5356175
## PC65 <= 0.9605793
## PC78 > -0.1913931
## PC80 > -0.4655629
## -> class 2\|2 [0.984]
##
## Rule 52/248: (69.3/0.2, lift 11.4)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC12 <= 3.128259
## PC15 <= 3.836274
## PC19 > -3.200062
## PC32 > -1.658215
## PC43 > -1.062606
## PC53 <= 2.046905
## PC58 > 0.3449852
## PC84 <= 0.2229569
## -> class 2\|2 [0.983]
##
## Rule 52/249: (72.7/0.6, lift 11.4)
## PC1 <= -0.4334595
## PC8 > 0.6300744
## PC8 <= 2.293971
## PC19 > 2.813428
## PC64 > -1.353724
## PC70 <= 0.2946905
## PC100 <= 0.09910014
## -> class 2\|2 [0.978]
##
## Rule 52/250: (39.1, lift 11.4)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC15 <= 3.836274
## PC32 > -1.658215
## PC73 > -1.404115
## PC88 <= 0.8913909
## PC91 > 1.315644
## -> class 2\|2 [0.976]
##
## Rule 52/251: (27.8, lift 11.3)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 <= 2.293971
## PC19 <= -0.4432499
## PC31 <= 1.321666
## PC32 <= 1.071236
## PC35 <= 1.159993
## PC93 > 0.9738616
## -> class 2\|2 [0.966]
##
## Rule 52/252: (25, lift 11.2)
## PC1 <= -0.4334595
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC12 <= 1.551
## PC26 > 2.93625
## PC29 <= 0.2788967
## PC78 <= -0.1913931
## PC79 > -0.2514036
## -> class 2\|2 [0.963]
##
## Rule 52/253: (46.4/0.9, lift 11.2)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC15 <= 3.836274
## PC19 > -3.200062
## PC29 <= 0.2788967
## PC32 > -1.658215
## PC36 <= -0.3939905
## PC69 > -0.6630386
## PC78 > -0.1913931
## PC89 > -0.7814886
## -> class 2\|2 [0.962]
##
## Rule 52/254: (34.4/0.5, lift 11.2)
## PC1 <= -0.4334595
## PC8 > -3.393956
## PC15 <= 3.836274
## PC19 > 3.495609
## PC30 <= 0.08101894
## PC43 <= 0.6588725
## PC45 <= 0.4335379
## PC60 > 0.01726107
## PC78 > -0.1913931
## PC88 <= 0.8913909
## -> class 2\|2 [0.960]
##
## Rule 52/255: (21.8, lift 11.2)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC7 > 0.9211287
## PC8 <= -0.2273773
## PC15 <= 3.836274
## PC43 <= 0.6588725
## -> class 2\|2 [0.958]
##
## Rule 52/256: (234/10, lift 11.1)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC4 <= 0.2386457
## PC8 > -0.2273773
## PC8 <= 0.6300744
## PC11 > -1.8482
## PC20 <= 0.5435099
## PC32 <= 1.071236
## PC36 <= 0.4925368
## PC45 > -0.1272229
## PC56 > -0.4646702
## PC57 <= 0.112213
## PC64 > -1.353724
## PC67 > -0.7041289
## PC96 > -0.9326168
## PC98 <= 0.5733155
## PC99 <= 1.492635
## -> class 2\|2 [0.953]
##
## Rule 52/257: (179.2/9.1, lift 11.0)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC4 <= 0.1598349
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC10 > -0.3745408
## PC12 <= 2.077054
## PC15 <= 3.836274
## PC29 <= 0.2788967
## PC32 > -1.658215
## PC43 > -1.062606
## PC43 <= 0.6588725
## PC45 > -0.05648392
## PC60 <= 0.01726107
## PC61 > -1.478493
## PC78 > -0.1913931
## PC79 > -0.2514036
## -> class 2\|2 [0.944]
##
## Rule 52/258: (13.3, lift 10.9)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 <= 2.813428
## PC22 <= -0.318399
## PC33 > 0.4790857
## PC35 <= 1.159993
## PC57 <= 0.112213
## -> class 2\|2 [0.933]
##
## Rule 52/259: (166.2/10.6, lift 10.8)
## PC1 <= -0.4334595
## PC4 <= 0.2386457
## PC8 > -0.2273773
## PC8 <= 0.6300744
## PC12 <= -1.672101
## PC57 <= 0.112213
## PC64 > -1.353724
## PC96 > -0.9326168
## -> class 2\|2 [0.931]
##
## Rule 52/260: (12.4, lift 10.8)
## PC2 <= 2.231518
## PC4 <= 0.2386457
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC35 <= 1.159993
## PC57 <= 0.112213
## PC61 <= 0.3838942
## PC64 > -1.353724
## PC73 <= -0.8958033
## PC86 <= 0.7410226
## -> class 2\|2 [0.930]
##
## Rule 52/261: (242.8/16.3, lift 10.8)
## PC2 <= 2.231518
## PC6 <= -0.04968825
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 > -2.63055
## PC19 > -3.200062
## PC32 > -1.658215
## PC43 <= -1.062606
## PC47 <= 0.5499423
## PC53 > -1.245386
## PC65 <= 2.230184
## PC68 <= 2.618352
## PC85 > -2.22348
## -> class 2\|2 [0.929]
##
## Rule 52/262: (11.8, lift 10.8)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC22 > -0.318399
## PC32 <= 1.071236
## PC57 <= 0.112213
## PC58 <= -0.2512889
## PC64 > -1.353724
## -> class 2\|2 [0.927]
##
## Rule 52/263: (42.5/2.5, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 > -0.4432499
## PC21 > -0.2369291
## PC28 <= 0.07660204
## PC29 > -0.02825792
## PC30 > 0.03602969
## PC39 > -0.4145089
## PC47 > -0.6756435
## PC57 > 0.112213
## -> class 2\|2 [0.922]
##
## Rule 52/264: (12.8/0.2, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC10 > -0.3745408
## PC19 > -3.200062
## PC30 <= 0.08101894
## PC40 <= -0.6677162
## PC45 <= 0.4335379
## PC60 > 0.01726107
## PC63 <= 0.1578914
## PC73 > -1.404115
## PC79 > -0.2514036
## PC88 <= 0.8913909
## -> class 2\|2 [0.916]
##
## Rule 52/265: (19/0.8, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC10 > -0.3745408
## PC10 <= -0.3283361
## PC58 <= 0.3449852
## PC65 <= 0.9605793
## PC78 > -0.1913931
## -> class 2\|2 [0.915]
##
## Rule 52/266: (9, lift 10.5)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > 0.6300744
## PC8 <= 2.293971
## PC19 <= 2.813428
## PC22 <= -0.318399
## PC32 <= 1.071236
## PC35 <= 1.159993
## PC40 > -1.071633
## PC52 <= -0.1671013
## -> class 2\|2 [0.906]
##
## Rule 52/267: (8.6, lift 10.5)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC23 > -9.042807
## PC32 <= -1.658215
## PC62 > 1.680902
## PC64 <= 0.1207646
## -> class 2\|2 [0.906]
##
## Rule 52/268: (74.1/6.4, lift 10.5)
## PC1 <= -0.4334595
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC12 <= -3.177498
## PC22 <= -0.318399
## PC32 <= 1.071236
## PC64 > -1.353724
## -> class 2\|2 [0.902]
##
## Rule 52/269: (43.2/3.6, lift 10.5)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC10 > -0.3745408
## PC58 <= 0.3449852
## PC63 <= 0.1578914
## PC65 <= 0.9605793
## PC79 > -0.2514036
## PC85 > -1.70518
## PC88 <= 0.8913909
## PC89 <= -0.7814886
## -> class 2\|2 [0.898]
##
## Rule 52/270: (45.8/4.2, lift 10.4)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC31 <= -1.305315
## PC35 <= 1.159993
## -> class 2\|2 [0.891]
##
## Rule 52/271: (19.8/1.5, lift 10.3)
## PC1 <= -0.4334595
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 <= -0.4432499
## PC31 > 1.321666
## PC57 > 0.112213
## -> class 2\|2 [0.887]
##
## Rule 52/272: (63.1/6.7, lift 10.3)
## PC1 <= -0.4334595
## PC8 > 0.6300744
## PC8 <= 2.293971
## PC19 <= 2.813428
## PC22 <= -0.318399
## PC32 <= 1.071236
## PC35 <= 1.159993
## PC56 > -0.4646702
## PC57 <= 0.112213
## PC61 > 0.3838942
## -> class 2\|2 [0.881]
##
## Rule 52/273: (23/2.5, lift 10.0)
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 > 8.286128
## PC23 > -9.042807
## PC73 <= -1.404115
## -> class 2\|2 [0.861]
##
## Rule 52/274: (21.8/2.5, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC19 > -0.4432499
## PC40 <= -1.177517
## PC57 > 0.112213
## -> class 2\|2 [0.851]
##
## Rule 52/275: (10.3/0.9, lift 9.9)
## PC1 <= -0.4334595
## PC4 <= 0.2386457
## PC6 > 4.979324
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC32 <= 1.071236
## -> class 2\|2 [0.849]
##
## Rule 52/276: (23.4/2.8, lift 9.9)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC12 > 1.551
## PC15 <= 3.836274
## PC29 <= 0.2788967
## PC32 > -1.658215
## PC65 <= 0.9605793
## PC78 <= -0.1913931
## PC79 > -0.2514036
## -> class 2\|2 [0.849]
##
## Rule 52/277: (11.4/1.1, lift 9.8)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC8 <= 2.293971
## PC57 > 0.112213
## PC62 <= -1.959648
## -> class 2\|2 [0.841]
##
## Rule 52/278: (74.8/11.3, lift 9.8)
## PC1 <= -0.4334595
## PC2 > -8.96454
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC32 <= -1.658215
## PC64 > 0.1207646
## PC73 > -1.404115
## -> class 2\|2 [0.840]
##
## Rule 52/279: (71.3/10.9, lift 9.7)
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 > 12.34091
## -> class 2\|2 [0.838]
##
## Rule 52/280: (3.9, lift 9.7)
## PC1 <= -0.4334595
## PC8 > -3.393956
## PC11 > -3.603205
## PC11 <= -3.589997
## -> class 2\|2 [0.831]
##
## Rule 52/281: (49.3/7.9, lift 9.6)
## PC1 > -0.1812657
## PC1 <= 9.948109
## PC2 <= -1.739893
## PC12 <= 2.330901
## PC15 > -3.180526
## PC27 <= -0.0922567
## PC31 <= 0.3185152
## PC43 <= 0.9897748
## PC53 > -1.822465
## -> class 2\|2 [0.826]
##
## Rule 52/282: (220.1/48.3, lift 9.1)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -0.2273773
## PC21 <= -0.248798
## PC22 <= -1.207938
## -> class 2\|2 [0.778]
##
## Rule 52/283: (118.8/0.2, lift 8.4)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC43 <= 1.878197
## PC74 <= -0.8870361
## -> class 2\|3 [0.990]
##
## Rule 52/284: (74.6, lift 8.4)
## PC1 <= -0.4334595
## PC8 <= -3.393956
## PC22 <= -1.905907
## PC85 > -0.4749953
## -> class 2\|3 [0.987]
##
## Rule 52/285: (179.1/1.9, lift 8.4)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 > -3.200062
## PC32 > -1.658215
## PC43 > -1.062606
## PC43 <= 0.6588725
## PC60 > 0.01726107
## PC63 <= 0.1578914
## PC69 > -0.6630386
## PC80 <= -0.4655629
## PC89 > -0.7814886
## PC91 <= 1.315644
## -> class 2\|3 [0.984]
##
## Rule 52/286: (59.3/0.2, lift 8.3)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC29 <= 0.2788967
## PC30 > 0.08101894
## PC32 > -1.658215
## PC36 > -0.3939905
## PC42 <= -0.4032674
## PC43 > -1.062606
## PC43 <= 0.6588725
## PC60 > 0.01726107
## PC63 <= 0.1578914
## -> class 2\|3 [0.980]
##
## Rule 52/287: (37.6, lift 8.3)
## PC8 <= -3.393956
## PC26 > 3.239936
## -> class 2\|3 [0.975]
##
## Rule 52/288: (73.1/2.3, lift 8.1)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC45 > 0.1566226
## PC85 <= 0.5527021
## -> class 2\|3 [0.956]
##
## Rule 52/289: (53/1.5, lift 8.1)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC23 > -9.042807
## PC53 > 2.046905
## PC69 > -0.6630386
## -> class 2\|3 [0.955]
##
## Rule 52/290: (80.9/4, lift 8.0)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 <= 12.34091
## PC43 > -1.062606
## PC58 <= 0.3449852
## PC62 > 0.5356175
## PC63 <= 0.1578914
## PC78 > -0.1913931
## PC89 > -0.7814886
## -> class 2\|3 [0.939]
##
## Rule 52/291: (9, lift 7.7)
## PC1 > -0.1812657
## PC2 <= 2.231518
## PC6 > -3.131424
## PC12 <= -0.5798975
## PC18 > 0.1765426
## PC98 <= -0.02077594
## -> class 2\|3 [0.909]
##
## Rule 52/292: (1338.2/605.6, lift 4.7)
## PC1 <= -0.4334595
## PC8 <= -3.393956
## -> class 2\|3 [0.547]
##
## Rule 52/293: (11947.3/9603.8, lift 1.7)
## PC2 <= 2.231518
## -> class 2\|3 [0.196]
##
## Rule 52/294: (196.3/1.9, lift 22.6)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC18 <= -0.3244587
## PC22 > -1.905907
## PC46 <= 0.413817
## PC80 > -0.8535311
## PC81 <= 0.3170384
## PC85 > -0.4749953
## PC96 <= 0.2911013
## -> class 2\|4 [0.985]
##
## Rule 52/295: (148.3/1.4, lift 22.6)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC22 > -1.905907
## PC46 <= 0.413817
## PC81 <= 0.3170384
## PC85 > 0.5527021
## PC93 <= 0.3430927
## -> class 2\|4 [0.984]
##
## Rule 52/296: (139.9/1.8, lift 22.5)
## PC1 <= -0.4334595
## PC8 <= -3.393956
## PC23 > -9.042807
## PC43 > 1.878197
## -> class 2\|4 [0.980]
##
## Rule 52/297: (35.1, lift 22.3)
## PC1 <= -0.4334595
## PC8 <= -3.393956
## PC21 > 1.261063
## PC23 > -9.042807
## PC80 > -0.8535311
## PC81 <= 0.3170384
## PC85 > -0.4749953
## -> class 2\|4 [0.973]
##
## Rule 52/298: (339.1/9.5, lift 22.2)
## PC2 <= 2.231518
## PC6 <= 0.09646326
## PC8 <= -3.393956
## PC12 > -0.6752266
## PC22 > -1.905907
## PC31 <= 1.2266
## PC36 > -0.4081607
## PC43 > -0.082638
## PC45 <= 0.1566226
## PC54 > -0.5684821
## PC54 <= 1.07421
## PC81 <= 0.3170384
## PC85 > -0.4749953
## PC86 > -0.4907506
## PC93 <= 0.3430927
## PC96 <= 0.2911013
## -> class 2\|4 [0.969]
##
## Rule 52/299: (20.7, lift 21.9)
## PC1 > -1.842212
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 <= -0.2273773
## PC15 <= 3.836274
## PC32 > -1.658215
## PC43 > -1.062606
## PC65 > 0.9605793
## PC69 > -0.6630386
## -> class 2\|4 [0.953]
##
## Rule 52/300: (18.1/0.1, lift 21.7)
## PC1 <= -0.4334595
## PC8 <= -3.393956
## PC22 > -1.905907
## PC31 <= 1.2266
## PC46 <= -0.9632035
## PC74 > -0.8870361
## PC93 > 0.3430927
## -> class 2\|4 [0.944]
##
## Rule 52/301: (75.1/3.5, lift 21.6)
## PC2 <= -0.3112209
## PC7 <= -0.2138148
## PC14 <= 1.410908
## PC15 <= -3.180526
## PC31 > -0.08342639
## -> class 2\|4 [0.941]
##
## Rule 52/302: (26.3/0.8, lift 21.5)
## PC2 <= 2.231518
## PC8 <= -3.393956
## PC22 > -1.905907
## PC26 <= 3.239936
## PC43 <= 1.878197
## PC44 > 0.1606775
## PC46 <= 0.413817
## PC74 > -0.8870361
## PC81 <= 0.3170384
## PC93 > 0.3430927
## PC96 <= 0.2911013
## -> class 2\|4 [0.936]
##
## Rule 52/303: (10.6, lift 21.1)
## PC1 <= -0.4334595
## PC6 > 0.09646326
## PC8 <= -3.393956
## PC31 <= 1.2266
## PC40 > 0.5126001
## PC93 <= 0.3430927
## -> class 2\|4 [0.921]
##
## Rule 52/304: (10.2, lift 21.0)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 <= 12.34091
## PC15 <= 3.836274
## PC51 > 0.07203522
## PC58 <= 0.3449852
## PC79 <= -0.2514036
## PC91 <= 1.315644
## -> class 2\|4 [0.917]
##
## Rule 52/305: (100.8/7.9, lift 21.0)
## PC1 <= -0.4334595
## PC8 <= -0.2273773
## PC19 <= -3.200062
## PC73 > 0.2751132
## -> class 2\|4 [0.914]
##
## Rule 52/306: (9.1, lift 20.9)
## PC1 <= -0.4334595
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC19 <= -3.200062
## PC22 > -1.173825
## PC32 > -1.658215
## -> class 2\|4 [0.910]
##
## Rule 52/307: (6.3, lift 20.2)
## PC1 > -0.4334595
## PC2 <= 2.231518
## PC6 > -3.131424
## PC18 > 0.1765426
## PC67 <= -0.3533701
## PC98 > -0.02077594
## -> class 2\|4 [0.880]
##
## Rule 52/308: (5.6/0.1, lift 19.6)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC43 <= -1.062606
## PC65 > 2.230184
## PC69 > -0.6630386
## -> class 2\|4 [0.853]
##
## Rule 52/309: (3.9, lift 19.0)
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC34 <= -1.223326
## PC43 > -1.062606
## -> class 2\|4 [0.829]
##
## Rule 52/310: (35.3/13, lift 14.3)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 <= 12.34091
## PC69 <= -0.6630386
## PC73 > -1.404115
## -> class 2\|4 [0.624]
##
## Rule 52/311: (43.1/16.2, lift 14.2)
## PC1 <= -0.4334595
## PC2 <= 2.231518
## PC8 > -3.393956
## PC8 <= -0.2273773
## PC9 <= 12.34091
## PC32 > -1.658215
## PC45 > 0.4335379
## PC73 > -1.404115
## -> class 2\|4 [0.619]
##
## Default class: 2\|3
##
## ----- Trial 53: -----
##
## Rules:
##
## Rule 53/1: (78.6, lift 18.8)
## PC2 > 2.5099
## PC14 > -0.7352768
## PC18 > 1.059375
## PC35 <= 0.4312338
## PC39 <= 0.8584095
## PC43 > -1.190145
## PC58 > -1.082893
## PC87 <= 0.3121256
## PC92 <= -0.7560207
## PC94 <= 2.988182
## -> class 0\|0 [0.988]
##
## Rule 53/2: (72.2, lift 18.8)
## PC14 > -0.7352768
## PC18 > 1.059375
## PC19 <= 0.01074242
## PC21 > 0.4791392
## PC35 <= 0.4312338
## -> class 0\|0 [0.987]
##
## Rule 53/3: (71.4, lift 18.8)
## PC1 > -0.7608647
## PC7 > -0.9640536
## PC18 > 1.059375
## PC22 > -0.3330673
## PC35 <= 0.4312338
## PC58 > -0.9601887
## PC66 <= -1.041652
## PC76 <= 0.5309201
## PC79 > -2.054516
## PC92 > -0.7560207
## -> class 0\|0 [0.986]
##
## Rule 53/4: (76.5/0.2, lift 18.8)
## PC1 > -0.7608647
## PC7 > -0.9640536
## PC15 > -0.2097452
## PC17 > -0.264261
## PC18 > 1.059375
## PC22 > -0.3330673
## PC32 > -0.6841727
## PC38 > -0.6754741
## PC39 <= 0.8584095
## PC53 <= 1.939603
## PC76 <= 0.5309201
## PC87 <= -0.1403757
## -> class 0\|0 [0.985]
##
## Rule 53/5: (115.5/0.8, lift 18.8)
## PC1 > -0.7608647
## PC7 > -0.9640536
## PC15 > -0.2097452
## PC18 > 1.059375
## PC22 > -0.3330673
## PC35 <= 0.4312338
## PC39 <= 0.8584095
## PC69 > -3.640316
## PC76 <= 0.5309201
## PC84 > 0.3188441
## -> class 0\|0 [0.985]
##
## Rule 53/6: (59.4, lift 18.7)
## PC15 > -0.2097452
## PC18 > 1.059375
## PC21 > 0.1626203
## PC21 <= 0.4791392
## PC39 <= 0.8584095
## PC58 > -1.082893
## PC84 <= 0.3188441
## PC87 <= 0.3121256
## PC94 <= 2.988182
## -> class 0\|0 [0.984]
##
## Rule 53/7: (59, lift 18.7)
## PC2 > 2.5099
## PC5 <= 1.912418
## PC18 > 1.059375
## PC22 > -0.3330673
## PC35 <= 0.4312338
## PC53 > 1.939603
## -> class 0\|0 [0.984]
##
## Rule 53/8: (57.5, lift 18.7)
## PC7 > -0.9640536
## PC18 > 1.059375
## PC22 > -0.3330673
## PC39 <= 0.8584095
## PC58 > -1.082893
## PC58 <= -0.9601887
## PC70 <= 0.2250143
## -> class 0\|0 [0.983]
##
## Rule 53/9: (54.9, lift 18.7)
## PC3 > -0.6656461
## PC17 > -0.264261
## PC18 > 1.059375
## PC22 > -0.3330673
## PC31 > -0.2922627
## -> class 0\|0 [0.982]
##
## Rule 53/10: (52.7, lift 18.7)
## PC2 > 2.5099
## PC5 <= 1.912418
## PC7 > -0.9640536
## PC14 > -0.7352768
## PC18 > -0.3695138
## PC22 > -0.3330673
## PC39 <= 0.8584095
## PC58 > -1.082893
## PC73 > 0.7797525
## PC84 <= 0.3188441
## -> class 0\|0 [0.982]
##
## Rule 53/11: (57.2/0.3, lift 18.6)
## PC7 > -0.9640536
## PC13 <= -0.5371296
## PC17 > -0.264261
## PC18 > 1.059375
## PC35 <= 0.4312338
## PC43 <= -1.190145
## PC53 > -1.012046
## PC58 > -1.082893
## PC94 <= 2.988182
## -> class 0\|0 [0.977]
##
## Rule 53/12: (38, lift 18.6)
## PC5 <= 1.912418
## PC7 > -0.9640536
## PC17 > -0.264261
## PC18 > 1.059375
## PC22 > -0.3330673
## PC38 > -0.6754741
## PC38 <= -0.6243031
## -> class 0\|0 [0.975]
##
## Rule 53/13: (80.4/1, lift 18.6)
## PC2 > 2.5099
## PC5 <= 1.912418
## PC7 > -0.9640536
## PC17 > -0.264261
## PC22 > -0.3330673
## PC35 <= 0.4312338
## PC39 <= 0.8584095
## PC48 > 0.4543721
## PC53 > -1.012046
## PC87 <= 0.3121256
## -> class 0\|0 [0.975]
##
## Rule 53/14: (33, lift 18.5)
## PC5 <= 1.912418
## PC7 > -0.9640536
## PC17 > -0.264261
## PC18 > 1.059375
## PC22 > -0.3330673
## PC28 <= -2.199023
## PC58 > -1.082893
## -> class 0\|0 [0.971]
##
## Rule 53/15: (32.6, lift 18.5)
## PC5 <= 1.912418
## PC7 > -0.9640536
## PC15 > -0.2097452
## PC15 <= 0.9186463
## PC17 > -0.264261
## PC18 > 1.059375
## PC35 <= 0.4312338
## PC39 > -1.099381
## PC39 <= 0.8584095
## PC70 > 0.07854509
## PC76 <= 0.5309201
## PC87 <= 0.2345016
## -> class 0\|0 [0.971]
##
## Rule 53/16: (38.6/0.2, lift 18.5)
## PC8 <= 0.2398475
## PC18 > 1.059375
## PC31 > -0.2922627
## PC35 <= 0.4312338
## PC38 > -0.6754741
## PC53 > -1.012046
## PC58 > -1.082893
## PC76 <= 0.5309201
## PC87 > 0.2345016
## PC87 <= 0.3121256
## -> class 0\|0 [0.971]
##
## Rule 53/17: (42.3/0.3, lift 18.5)
## PC2 > 2.5099
## PC7 > -0.9640536
## PC14 > -0.7352768
## PC18 > 1.059375
## PC22 > -0.3330673
## PC35 <= 0.4312338
## PC39 <= 0.8584095
## PC76 <= 0.5309201
## PC79 <= -2.054516
## -> class 0\|0 [0.970]
##
## Rule 53/18: (28.9, lift 18.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.7206238
## PC18 > 1.059375
## PC35 <= 0.4312338
## PC39 <= 0.8584095
## -> class 0\|0 [0.968]
##
## Rule 53/19: (62.8/1.3, lift 18.4)
## PC5 <= 1.912418
## PC15 <= 0.9186463
## PC18 > 1.059375
## PC22 > -0.3330673
## PC23 <= -0.7943376
## PC38 > -0.6754741
## PC39 > -1.099381
## PC39 <= 0.8584095
## PC58 > -1.082893
## PC77 <= 0.3982634
## -> class 0\|0 [0.965]
##
## Rule 53/20: (35.6/0.3, lift 18.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.9640536
## PC8 > 0.2398475
## PC18 > -0.3695138
## PC22 > -0.3330673
## PC58 > -1.082893
## -> class 0\|0 [0.965]
##
## Rule 53/21: (22, lift 18.2)
## PC1 > -0.7608647
## PC7 > -0.9640536
## PC17 > -0.264261
## PC18 > 1.059375
## PC22 > -0.3330673
## PC32 <= -0.6841727
## PC35 <= 0.4312338
## PC76 <= 0.5309201
## PC87 <= 0.3121256
## -> class 0\|0 [0.957]
##
## Rule 53/22: (82.2/2.8, lift 18.2)
## PC5 <= 1.912418
## PC7 > -0.9640536
## PC18 > 1.059375
## PC21 <= 0.4791392
## PC22 > -0.3330673
## PC35 <= 0.4312338
## PC77 > 0.3982634
## -> class 0\|0 [0.955]
##
## Rule 53/23: (49.6/1.6, lift 18.1)
## PC1 <= -0.7608647
## PC2 > 2.5099
## PC5 <= 1.912418
## PC7 > -0.9640536
## PC18 > 1.059375
## PC22 > -0.3330673
## PC35 <= 0.4312338
## PC39 <= 0.8584095
## PC43 > -1.190145
## PC76 <= 0.5309201
## -> class 0\|0 [0.949]
##
## Rule 53/24: (17.6, lift 18.1)
## PC10 <= -7.275247
## PC18 > 1.059375
## PC31 > -0.2922627
## -> class 0\|0 [0.949]
##
## Rule 53/25: (194/10.9, lift 17.9)
## PC5 <= 1.912418
## PC18 > 1.059375
## PC21 <= 0.4791392
## PC22 > -0.3330673
## PC53 <= -1.012046
## PC56 <= 1.199871
## -> class 0\|0 [0.939]
##
## Rule 53/26: (67.2/4.2, lift 17.6)
## PC1 > -0.7608647
## PC5 <= 1.912418
## PC18 > 1.059375
## PC23 <= -1.175824
## PC31 > -0.2922627
## PC35 <= 0.4312338
## PC48 <= 0.4543721
## PC66 > -1.041652
## PC77 <= 0.3982634
## PC87 > -0.1403757
## PC87 <= 0.3121256
## -> class 0\|0 [0.925]
##
## Rule 53/27: (6.5, lift 16.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC18 <= -0.3633127
## PC22 > -0.3330673
## -> class 0\|0 [0.882]
##
## Rule 53/28: (23.6/2.6, lift 16.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.7352768
## PC17 > -3.514541
## PC18 > -0.3695138
## PC18 <= 1.059375
## PC22 > -0.3330673
## PC67 > 0.5365798
## PC81 > -1.84261
## -> class 0\|0 [0.858]
##
## Rule 53/29: (3.8, lift 15.8)
## PC14 > -0.7352768
## PC18 > 1.059375
## PC22 > 5.317678
## PC35 <= 0.4312338
## -> class 0\|0 [0.828]
##
## Rule 53/30: (10.5/1.2, lift 15.7)
## PC2 > 2.5099
## PC7 <= -0.9640536
## PC18 > 1.059375
## PC75 > 0.1302689
## -> class 0\|0 [0.823]
##
## Rule 53/31: (39.3/6.9, lift 15.4)
## PC2 > 2.5099
## PC14 <= -0.7352768
## PC18 > -0.3695138
## PC39 > 2.516853
## PC94 <= 2.988182
## -> class 0\|0 [0.810]
##
## Rule 53/32: (16.6/3.9, lift 14.1)
## PC2 > 2.5099
## PC14 > -0.7352768
## PC18 > -0.3695138
## PC22 <= -0.3330673
## PC39 > -2.258128
## PC46 <= 2.26159
## PC72 <= 0.303648
## PC88 > 2.88609
## PC94 <= 2.988182
## -> class 0\|0 [0.739]
##
## Rule 53/33: (28.6/9.9, lift 12.3)
## PC2 > 2.5099
## PC14 > -0.7352768
## PC18 > -0.3695138
## PC39 <= -2.258128
## PC40 > -1.292104
## PC72 <= 0.303648
## -> class 0\|0 [0.644]
##
## Rule 53/34: (63/1.4, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.630364
## PC8 > 0.1224632
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC67 > -0.0693355
## -> class 0\|1 [0.963]
##
## Rule 53/35: (76.6/3.2, lift 10.1)
## PC2 > 2.5099
## PC3 > -1.953879
## PC3 <= 1.640775
## PC6 > -1.630364
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC28 <= -0.05898223
## PC55 > 0.1400903
## -> class 0\|1 [0.946]
##
## Rule 53/36: (13.9, lift 10.0)
## PC18 <= -0.3695138
## PC53 > -1.030605
## PC55 <= 0.8780612
## PC78 > 2.841389
## PC79 > -0.2786686
## -> class 0\|1 [0.937]
##
## Rule 53/37: (26.2/0.9, lift 9.9)
## PC3 <= 1.640775
## PC15 > 0.6110314
## PC18 <= -1.136285
## PC55 > 0.8780612
## -> class 0\|1 [0.934]
##
## Rule 53/38: (11, lift 9.7)
## PC2 > 2.5099
## PC43 <= -1.917052
## PC51 > 0.8830279
## PC55 <= 0.8780612
## PC78 <= 2.841389
## -> class 0\|1 [0.916]
##
## Rule 53/39: (9.8, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC78 > 2.204419
## -> class 0\|1 [0.912]
##
## Rule 53/40: (27.8/11.3, lift 6.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.630364
## PC18 <= -0.3695138
## -> class 0\|1 [0.588]
##
## Rule 53/41: (3495.2/1802.1, lift 5.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC46 <= 2.26159
## PC94 <= 2.988182
## -> class 0\|1 [0.484]
##
## Rule 53/42: (92.2, lift 8.7)
## PC3 <= 1.640775
## PC18 <= -1.136285
## PC22 <= 2.537433
## PC35 > -0.3769619
## PC37 <= -0.7631932
## PC39 > -0.8562604
## PC40 > -2.911253
## PC47 <= 1.888896
## PC66 > -0.3374136
## PC75 <= 0.481412
## PC86 <= 1.834453
## -> class 0\|2 [0.989]
##
## Rule 53/43: (89.3, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > 2.75214
## PC6 > -1.630364
## PC16 <= 2.936707
## PC18 <= -0.3695138
## PC39 > -0.8562604
## PC77 <= 1.10058
## -> class 0\|2 [0.989]
##
## Rule 53/44: (91.6/0.3, lift 8.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.4858649
## PC17 > -3.514541
## PC18 > -0.3695138
## PC18 <= 1.059375
## PC22 > -0.3330673
## PC46 <= 2.26159
## PC47 > -0.7059371
## PC61 > -0.6688709
## PC79 > 0.3188861
## -> class 0\|2 [0.986]
##
## Rule 53/45: (99/1.5, lift 8.6)
## PC2 > 2.5099
## PC14 > -0.7352768
## PC18 > -0.3695138
## PC22 <= -0.3330673
## PC40 <= -1.292104
## PC61 > -0.2762196
## PC68 > -1.156515
## PC72 <= 0.303648
## -> class 0\|2 [0.976]
##
## Rule 53/46: (135.4/2.9, lift 8.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= -0.7352768
## PC17 > -1.327441
## PC18 > -0.3695138
## PC39 <= 2.516853
## PC44 <= 1.163643
## -> class 0\|2 [0.972]
##
## Rule 53/47: (34.2, lift 8.5)
## PC6 <= -0.1476273
## PC18 > -0.3695138
## PC22 <= -0.3330673
## PC39 > -2.258128
## PC52 > 2.264059
## PC65 > -2.560152
## PC66 > -0.938536
## -> class 0\|2 [0.972]
##
## Rule 53/48: (88.5/2.5, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 <= -0.334144
## PC18 > -0.3695138
## PC22 <= -0.3330673
## PC46 <= 2.26159
## PC66 > -0.938536
## PC72 <= 0.303648
## PC91 <= 0.1353041
## -> class 0\|2 [0.961]
##
## Rule 53/49: (28.5/0.3, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.7352768
## PC14 <= -0.4440857
## PC18 > -0.3695138
## PC22 <= -0.3330673
## -> class 0\|2 [0.957]
##
## Rule 53/50: (35.2/0.6, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.08225611
## PC39 <= -0.8562604
## PC40 > -2.911253
## PC73 <= 2.287993
## PC81 <= 1.744475
## -> class 0\|2 [0.956]
##
## Rule 53/51: (152.5/6.1, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.4858649
## PC17 > -3.514541
## PC18 > -0.3695138
## PC18 <= 1.059375
## PC43 > 0.08197448
## PC67 <= 0.5365798
## PC81 > -1.84261
## -> class 0\|2 [0.954]
##
## Rule 53/52: (19, lift 8.4)
## PC2 > 2.5099
## PC18 > 1.059375
## PC19 > 0.01074242
## PC21 > 0.4791392
## PC35 <= 0.4312338
## PC69 > -3.640316
## -> class 0\|2 [0.952]
##
## Rule 53/53: (17, lift 8.3)
## PC2 > 2.5099
## PC14 > 0.4858649
## PC18 > -0.3695138
## PC18 <= 1.059375
## PC22 > -0.3330673
## PC53 > 1.34839
## -> class 0\|2 [0.947]
##
## Rule 53/54: (15.7, lift 8.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -0.1476273
## PC11 <= -0.2261316
## PC22 <= -0.3330673
## PC39 > -2.258128
## PC66 > -0.938536
## -> class 0\|2 [0.943]
##
## Rule 53/55: (14.6, lift 8.3)
## PC2 > 2.5099
## PC17 <= -0.334144
## PC22 <= -0.3330673
## PC36 <= -2.851057
## PC66 > -0.938536
## PC71 <= 0.03272932
## -> class 0\|2 [0.940]
##
## Rule 53/56: (52.2/2.2, lift 8.3)
## PC2 > 2.5099
## PC14 > -0.7352768
## PC17 > -3.514541
## PC18 <= 1.059375
## PC22 > -0.3330673
## PC67 <= 0.5365798
## PC73 <= -2.03583
## -> class 0\|2 [0.940]
##
## Rule 53/57: (82.6/5.3, lift 8.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 <= -0.334144
## PC18 > -0.3695138
## PC22 <= -0.3330673
## PC39 > -2.258128
## PC46 <= 2.26159
## PC71 > 0.03272932
## PC83 <= 0.5351078
## -> class 0\|2 [0.925]
##
## Rule 53/58: (48.9/3.7, lift 8.0)
## PC2 > 2.5099
## PC18 > -0.3695138
## PC46 <= 2.26159
## PC65 <= -2.560152
## PC98 <= 2.203675
## -> class 0\|2 [0.908]
##
## Rule 53/59: (131.2/13.8, lift 7.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -2.672382
## PC14 > -0.7352768
## PC18 > -0.3695138
## PC22 <= -0.3330673
## PC36 <= 5.795026
## PC67 > -0.3405957
## PC72 > 0.303648
## PC88 > -1.935161
## PC94 <= 2.988182
## -> class 0\|2 [0.889]
##
## Rule 53/60: (22.1/2.2, lift 7.6)
## PC5 > 1.912418
## PC18 > 1.059375
## PC21 <= 0.4791392
## PC22 > -0.3330673
## PC28 > 0.9377012
## PC35 <= 0.4312338
## PC46 <= 2.26159
## PC69 > -3.640316
## -> class 0\|2 [0.866]
##
## Rule 53/61: (40.3/5.2, lift 7.5)
## PC2 > 2.5099
## PC6 <= -0.1476273
## PC14 > -0.7352768
## PC18 > -0.3695138
## PC22 <= -0.3330673
## PC40 > -1.292104
## PC46 <= 2.26159
## PC72 <= 0.303648
## PC83 > 0.5351078
## -> class 0\|2 [0.853]
##
## Rule 53/62: (56.7/9.1, lift 7.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC22 > -0.3330673
## PC69 <= -3.640316
## -> class 0\|2 [0.828]
##
## Rule 53/63: (28/13.5, lift 4.5)
## PC2 > 2.5099
## PC18 > -0.3695138
## PC94 > 2.988182
## -> class 0\|2 [0.517]
##
## Rule 53/64: (8119.1/5848.4, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.280]
##
## Rule 53/65: (85.4, lift 11.7)
## PC3 <= 1.640775
## PC18 <= -1.136285
## PC28 > -1.425636
## PC39 <= 2.355772
## PC78 <= 2.841389
## PC84 <= 0.8683419
## PC86 > 1.834453
## PC90 <= 1.624293
## -> class 0\|3 [0.989]
##
## Rule 53/66: (88/0.5, lift 11.6)
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC10 <= 2.372984
## PC17 <= -0.9437485
## PC18 <= -1.136285
## PC24 <= -1.123601
## PC39 <= 2.355772
## PC55 <= 0.8780612
## PC61 > -0.3673702
## PC70 <= 2.671518
## PC75 <= 0.4450211
## PC78 <= 2.841389
## PC84 <= 0.8683419
## PC87 > -1.036039
## -> class 0\|3 [0.984]
##
## Rule 53/67: (158.2/1.7, lift 11.6)
## PC3 <= 1.640775
## PC4 > -8.177876
## PC4 <= 1.615468
## PC18 <= -1.136285
## PC19 > -0.0917671
## PC28 > -1.425636
## PC28 <= 3.256614
## PC60 <= 0.9504896
## PC61 > -0.3673702
## PC69 > 0.6240178
## PC79 <= 2.061678
## PC99 > -0.9776424
## -> class 0\|3 [0.983]
##
## Rule 53/68: (73/0.2, lift 11.6)
## PC3 <= 1.640775
## PC4 > -8.177876
## PC4 <= 9.305666
## PC18 <= -1.136285
## PC28 > -1.425636
## PC39 <= 2.355772
## PC47 <= 1.888896
## PC81 <= 1.744475
## PC90 <= 1.624293
## PC91 > 1.347156
## -> class 0\|3 [0.983]
##
## Rule 53/69: (61.4/0.1, lift 11.6)
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC20 > 4.871992
## PC22 <= 2.537433
## -> class 0\|3 [0.983]
##
## Rule 53/70: (51.1, lift 11.6)
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC56 <= -7.906567
## -> class 0\|3 [0.981]
##
## Rule 53/71: (50.6, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.75214
## PC18 <= -0.3695138
## PC22 <= 2.537433
## PC54 <= -2.607517
## PC73 <= 2.287993
## PC78 <= 2.841389
## -> class 0\|3 [0.981]
##
## Rule 53/72: (49.4, lift 11.6)
## PC5 <= 2.75214
## PC10 > 2.372984
## PC17 <= -0.9437485
## PC18 <= -1.136285
## PC28 > -1.425636
## PC33 <= 4.564105
## PC39 > -0.8562604
## PC50 <= 0.9698194
## PC54 > -2.607517
## PC60 <= 0.9504896
## PC84 <= 0.8683419
## -> class 0\|3 [0.981]
##
## Rule 53/73: (56.7/0.2, lift 11.6)
## PC4 > -7.08523
## PC5 <= 2.75214
## PC13 > -0.949329
## PC17 <= -0.9437485
## PC18 > -2.154652
## PC18 <= -1.136285
## PC19 > -0.0917671
## PC28 > -1.425636
## PC37 > -0.7631932
## PC39 > -0.8562604
## PC43 > -0.5728426
## PC61 > -0.3673702
## PC68 > -0.05995467
## PC94 <= 0.476174
## PC99 > -0.9776424
## -> class 0\|3 [0.980]
##
## Rule 53/74: (119.2/1.7, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 2.75214
## PC18 <= -1.136285
## PC28 > -1.425636
## PC28 <= 3.256614
## PC39 <= 2.355772
## PC61 > -0.3673702
## PC75 > 0.481412
## PC77 <= 1.10058
## PC79 <= 2.061678
## -> class 0\|3 [0.978]
##
## Rule 53/75: (82.6/1.1, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.177876
## PC5 <= 2.75214
## PC18 <= -1.136285
## PC39 <= 2.355772
## PC90 > 1.624293
## -> class 0\|3 [0.976]
##
## Rule 53/76: (37.5, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC5 <= 2.75214
## PC18 <= -0.3695138
## PC35 > -0.3769619
## PC37 <= -0.7631932
## PC39 > -0.8562604
## PC66 <= -0.3374136
## PC75 <= 0.481412
## PC81 <= 1.744475
## PC90 <= 1.624293
## -> class 0\|3 [0.975]
##
## Rule 53/77: (245/5.2, lift 11.5)
## PC4 > -7.08523
## PC13 > -1.123398
## PC13 <= 1.174005
## PC18 <= -2.154652
## PC19 > -0.0917671
## PC24 > -1.055442
## PC26 <= 1.178837
## PC37 > -0.7631932
## PC39 > -0.8562604
## PC43 > -1.917052
## PC51 > -1.052437
## PC58 <= 2.342078
## PC60 <= 0.9504896
## PC61 > -0.3673702
## PC70 > -0.749936
## PC75 > -0.2669877
## PC87 > -1.036039
## PC94 <= 0.476174
## -> class 0\|3 [0.975]
##
## Rule 53/78: (35.7, lift 11.5)
## PC5 <= 2.75214
## PC18 <= -1.136285
## PC39 > -0.8562604
## PC70 > 3.325685
## PC78 <= 2.841389
## -> class 0\|3 [0.973]
##
## Rule 53/79: (36, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.630364
## PC15 <= 0.6110314
## PC18 <= -0.3695138
## PC55 > 0.8780612
## -> class 0\|3 [0.973]
##
## Rule 53/80: (34.1, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.3695138
## PC46 > 2.26159
## -> class 0\|3 [0.972]
##
## Rule 53/81: (72.4/1.2, lift 11.5)
## PC2 > 2.5099
## PC4 <= 9.305666
## PC18 <= -1.136285
## PC28 > -1.425636
## PC35 <= -0.3769619
## PC37 <= -0.7631932
## -> class 0\|3 [0.970]
##
## Rule 53/82: (30.8, lift 11.5)
## PC3 <= 1.640775
## PC17 <= -0.9437485
## PC18 <= -0.3695138
## PC37 > 0.6275831
## PC43 > -1.917052
## PC61 > -0.3673702
## PC69 <= 0.6240178
## PC81 <= 1.744475
## PC94 > 0.476174
## -> class 0\|3 [0.970]
##
## Rule 53/83: (30.3, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 <= 9.305666
## PC5 <= 2.75214
## PC16 <= 0.3481089
## PC18 <= -1.136285
## PC43 > -1.917052
## PC61 <= -0.3673702
## PC78 <= 2.841389
## PC81 <= 1.744475
## -> class 0\|3 [0.969]
##
## Rule 53/84: (94.3/2, lift 11.5)
## PC3 <= 1.640775
## PC4 > -8.177876
## PC5 <= 1.87946
## PC13 > 1.228332
## PC17 <= -0.9437485
## PC18 <= -0.3695138
## PC28 <= 3.256614
## PC33 <= 4.564105
## PC37 > -0.7631932
## PC39 <= 2.355772
## PC50 <= 0.9698194
## PC61 > -0.3673702
## PC99 > -0.9776424
## -> class 0\|3 [0.969]
##
## Rule 53/85: (181.2/4.9, lift 11.5)
## PC7 > -0.9704399
## PC11 <= 0.08225611
## PC18 <= -1.136285
## PC39 <= -0.8562604
## PC48 <= 0.5333741
## PC78 <= 2.841389
## -> class 0\|3 [0.968]
##
## Rule 53/86: (35.1/0.2, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.3695138
## PC22 > 2.537433
## PC56 > -5.911789
## -> class 0\|3 [0.966]
##
## Rule 53/87: (42/0.8, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -1.136285
## PC40 > -2.911253
## PC43 > -1.917052
## PC77 > 1.10058
## PC78 <= 2.841389
## -> class 0\|3 [0.960]
##
## Rule 53/88: (161.7/5.8, lift 11.3)
## PC3 <= 1.640775
## PC4 > -7.08523
## PC13 > -1.123398
## PC18 <= -2.154652
## PC24 > -1.055442
## PC26 <= 1.178837
## PC33 <= 4.564105
## PC37 > 0.1435111
## PC39 > -0.8562604
## PC43 > -1.917052
## PC61 > -0.3673702
## PC66 <= -0.1009636
## PC70 > -0.749936
## PC87 > -1.036039
## PC94 <= 0.476174
## -> class 0\|3 [0.958]
##
## Rule 53/89: (19.5, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.325352
## PC18 > -1.136285
## PC18 <= -0.3695138
## -> class 0\|3 [0.953]
##
## Rule 53/90: (26.4/0.3, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 > -2.672382
## PC14 > -0.7352768
## PC22 <= -0.3330673
## PC72 > 0.303648
## PC88 <= -1.935161
## -> class 0\|3 [0.953]
##
## Rule 53/91: (60.6/2, lift 11.3)
## PC13 > -1.123398
## PC17 <= -0.9437485
## PC18 <= -1.136285
## PC28 > -1.425636
## PC37 > -0.7631932
## PC43 > -1.917052
## PC61 > -0.3673702
## PC79 <= 2.061678
## PC81 > 0.1428901
## PC94 > 0.476174
## -> class 0\|3 [0.952]
##
## Rule 53/92: (16.6, lift 11.2)
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC20 <= -4.747729
## -> class 0\|3 [0.946]
##
## Rule 53/93: (49.5/2.1, lift 11.1)
## PC2 > 2.5099
## PC18 <= -1.136285
## PC55 <= 0.8780612
## PC73 > 2.287993
## PC78 <= 2.841389
## -> class 0\|3 [0.939]
##
## Rule 53/94: (14.8, lift 11.1)
## PC2 > 2.5099
## PC8 <= 0.1224632
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC44 > 1.216121
## -> class 0\|3 [0.936]
##
## Rule 53/95: (62.4/3.1, lift 11.1)
## PC2 > 2.5099
## PC14 <= -0.7352768
## PC17 <= -1.327441
## PC18 > -0.3695138
## -> class 0\|3 [0.936]
##
## Rule 53/96: (97.4/6.3, lift 11.0)
## PC3 <= 1.640775
## PC4 > -7.08523
## PC5 <= 2.75214
## PC13 > -0.949329
## PC17 <= -0.9437485
## PC18 > -2.154652
## PC18 <= -1.136285
## PC19 > -0.0917671
## PC37 > -0.7631932
## PC39 > -0.8562604
## PC43 > -0.5728426
## PC61 > -0.3673702
## PC65 <= 0.4624855
## PC79 <= 2.061678
## PC94 <= 0.476174
## PC99 > -0.9776424
## -> class 0\|3 [0.926]
##
## Rule 53/97: (82.3/5.4, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -8.177876
## PC4 <= 9.305666
## PC10 > -1.237648
## PC18 <= -1.136285
## PC28 > -1.425636
## PC54 > -2.607517
## PC61 <= -0.3673702
## PC70 <= 2.671518
## PC78 <= 2.841389
## PC84 <= 0.8683419
## PC90 <= 1.624293
## -> class 0\|3 [0.925]
##
## Rule 53/98: (41.7/2.3, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -0.7352768
## PC22 <= -0.3330673
## PC65 > -2.560152
## PC67 <= -0.3405957
## PC72 > 0.303648
## -> class 0\|3 [0.924]
##
## Rule 53/99: (9.5, lift 10.8)
## PC4 > -8.177876
## PC4 <= -7.08523
## PC13 > -1.123398
## PC13 <= -1.056064
## PC18 <= -0.3695138
## -> class 0\|3 [0.913]
##
## Rule 53/100: (8.1, lift 10.7)
## PC4 > -8.177876
## PC4 <= -7.08523
## PC18 <= -1.136285
## PC26 <= 1.178837
## PC28 > -1.425636
## PC37 > -0.7631932
## PC50 > 0.3706526
## PC50 <= 0.9698194
## -> class 0\|3 [0.901]
##
## Rule 53/101: (21.6/1.4, lift 10.7)
## PC2 > 2.5099
## PC22 <= -0.3330673
## PC40 <= -1.292104
## PC61 <= -0.2762196
## PC72 <= 0.303648
## PC94 <= 2.988182
## -> class 0\|3 [0.900]
##
## Rule 53/102: (8, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 <= -3.514541
## PC18 > -0.3695138
## -> class 0\|3 [0.900]
##
## Rule 53/103: (7.7, lift 10.6)
## PC4 > -8.177876
## PC4 <= -7.08523
## PC18 <= -1.136285
## PC26 <= 1.178837
## PC44 > 0.5483401
## PC50 <= 0.9698194
## PC61 > -0.3673702
## -> class 0\|3 [0.897]
##
## Rule 53/104: (7.1, lift 10.5)
## PC2 > 2.5099
## PC6 > -1.630364
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC71 > 1.267219
## -> class 0\|3 [0.890]
##
## Rule 53/105: (6.9, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1224632
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC75 > 0.3462674
## -> class 0\|3 [0.888]
##
## Rule 53/106: (6.6, lift 10.5)
## PC4 > -8.177876
## PC5 <= 2.75214
## PC10 <= -1.237648
## PC18 <= -1.136285
## PC43 <= -0.7014652
## PC61 <= -0.3673702
## -> class 0\|3 [0.884]
##
## Rule 53/107: (5.2, lift 10.2)
## PC2 > 2.5099
## PC18 > -1.136285
## PC18 <= -0.3695138
## PC50 > 1.140365
## -> class 0\|3 [0.862]
##
## Rule 53/108: (4.4, lift 10.0)
## PC14 > -0.7352768
## PC36 > 5.795026
## PC72 > 0.303648
## -> class 0\|3 [0.845]
##
## Rule 53/109: (82.7/14.7, lift 9.6)
## PC2 > 2.5099
## PC15 > -1.325352
## PC18 <= -0.3695138
## PC20 > -4.747729
## PC42 > 2.341977
## PC44 <= 1.216121
## PC71 <= 1.267219
## -> class 0\|3 [0.814]
##
## Rule 53/110: (4.5/0.2, lift 9.6)
## PC2 > 2.5099
## PC2 <= 2.874486
## PC3 <= 1.640775
## PC94 > 0.476174
## -> class 0\|3 [0.809]
##
## Rule 53/111: (106.1, lift 22.5)
## PC8 <= 1.683145
## PC16 <= -5.311409
## PC51 > 0.6706642
## PC89 > -0.2256902
## -> class 1\|0 [0.991]
##
## Rule 53/112: (70.1, lift 22.4)
## PC2 <= 2.5099
## PC13 <= 0.2095596
## PC16 <= -1.588202
## PC31 > 0.4343889
## PC31 <= 1.114247
## PC58 <= 0.04086615
## PC99 <= 1.432967
## -> class 1\|0 [0.986]
##
## Rule 53/113: (74.3/0.3, lift 22.3)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC24 > 2.878761
## PC87 <= 0.02773845
## -> class 1\|0 [0.983]
##
## Rule 53/114: (47.1, lift 22.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC30 <= -0.7061402
## PC73 > 0.021124
## -> class 1\|0 [0.980]
##
## Rule 53/115: (48.4, lift 22.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC24 <= 2.878761
## PC67 <= -0.5438395
## PC78 > -0.8248965
## -> class 1\|0 [0.980]
##
## Rule 53/116: (40.7, lift 22.1)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC7 > -10.12877
## PC8 > -0.2284522
## PC16 <= -1.588202
## PC51 <= 1.156279
## PC58 <= 0.04086615
## PC84 <= -0.3212972
## -> class 1\|0 [0.977]
##
## Rule 53/117: (87.4/1.2, lift 22.1)
## PC2 <= 2.5099
## PC3 <= -3.702978
## PC9 > -0.1601986
## PC10 <= 1.030518
## PC69 <= 0.2200295
## -> class 1\|0 [0.976]
##
## Rule 53/118: (120.8/2.4, lift 22.0)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC10 <= -0.1625412
## PC13 <= 0.2095596
## PC16 <= -1.588202
## PC31 <= 1.114247
## -> class 1\|0 [0.973]
##
## Rule 53/119: (57/1, lift 21.9)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC5 <= 10.15818
## PC12 <= 2.986485
## PC16 <= 0.8861174
## PC18 <= 0.2238859
## PC19 > -1.235424
## PC19 <= 1.915938
## PC38 <= 0.06805414
## PC99 <= -0.4697019
## -> class 1\|0 [0.966]
##
## Rule 53/120: (272.4/9.2, lift 21.8)
## PC13 <= 0.2095596
## PC15 <= -3.542519
## PC16 <= -1.588202
## PC19 > 1.553915
## -> class 1\|0 [0.963]
##
## Rule 53/121: (22.2, lift 21.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC13 <= 0.2095596
## PC16 <= -1.588202
## PC31 <= 1.114247
## PC38 <= -0.2318162
## PC58 <= 0.04086615
## PC99 <= 1.432967
## -> class 1\|0 [0.959]
##
## Rule 53/122: (40.6/0.9, lift 21.7)
## PC2 <= 2.5099
## PC7 > -10.12877
## PC13 <= 0.2095596
## PC16 <= -1.588202
## PC51 <= 1.156279
## PC99 > 1.432967
## -> class 1\|0 [0.956]
##
## Rule 53/123: (10.4, lift 20.8)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC15 <= -1.99789
## PC16 > -1.588202
## PC16 <= 0.8861174
## PC18 <= 0.2238859
## PC19 > -1.235424
## -> class 1\|0 [0.919]
##
## Rule 53/124: (28.9/2.3, lift 20.2)
## PC1 > -0.4334595
## PC13 <= 0.2095596
## PC16 <= -1.588202
## PC21 > 0.75994
## PC31 <= 1.114247
## -> class 1\|0 [0.892]
##
## Rule 53/125: (49.4/4.7, lift 20.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC99 <= -0.4304281
## -> class 1\|0 [0.889]
##
## Rule 53/126: (16.5/2.5, lift 18.4)
## PC2 <= 2.5099
## PC16 <= -1.588202
## PC51 <= 1.156279
## PC87 <= -0.9873593
## -> class 1\|0 [0.810]
##
## Rule 53/127: (3.9/0.6, lift 16.6)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC70 > 1.537228
## PC100 > -0.7740685
## -> class 1\|0 [0.734]
##
## Rule 53/128: (104.2/42.8, lift 13.3)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC24 <= 2.878761
## PC99 > -0.4304281
## PC100 <= -0.7740685
## -> class 1\|0 [0.587]
##
## Rule 53/129: (168/85.8, lift 11.1)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC34 <= -0.999545
## -> class 1\|0 [0.490]
##
## Rule 53/130: (131.7, lift 16.3)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC5 <= 10.15818
## PC15 > -1.99789
## PC16 > -1.588202
## PC16 <= 0.8861174
## PC18 <= 0.2238859
## PC19 > -1.235424
## PC19 <= 1.915938
## PC26 <= 0.8402635
## PC38 <= 0.06805414
## PC99 > -0.4697019
## -> class 1\|1 [0.993]
##
## Rule 53/131: (190/0.6, lift 16.3)
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC10 > -0.1625412
## PC15 > -3.542519
## PC16 <= -1.588202
## PC24 <= 2.620331
## PC31 <= 0.4343889
## PC38 > -0.2318162
## PC51 <= 1.156279
## PC84 > -0.3212972
## PC86 > -0.9033735
## PC87 > -0.9873593
## PC95 > -0.6217793
## PC99 <= 1.432967
## -> class 1\|1 [0.991]
##
## Rule 53/132: (111, lift 16.3)
## PC1 > -0.4334595
## PC12 > 2.986485
## PC16 > -1.588202
## PC18 <= -0.4300101
## -> class 1\|1 [0.991]
##
## Rule 53/133: (268.2/3.6, lift 16.1)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC10 > -0.1625412
## PC15 > -3.542519
## PC16 <= -1.588202
## PC21 <= 0.75994
## PC24 <= 2.620331
## PC40 <= 1.135067
## PC51 <= 1.156279
## PC58 > 0.04086615
## PC86 > -0.9033735
## PC99 <= 1.432967
## -> class 1\|1 [0.983]
##
## Rule 53/134: (27.5, lift 15.8)
## PC1 > 13.61654
## PC3 <= 0.09497605
## PC9 <= -0.1601986
## PC19 > -1.59841
## -> class 1\|1 [0.966]
##
## Rule 53/135: (20.3, lift 15.7)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > -3.702978
## PC3 <= 0.09497605
## PC4 <= 1.973993
## PC9 > -0.1601986
## PC10 <= 1.030518
## PC16 > -1.588202
## PC89 <= 0.7748538
## -> class 1\|1 [0.955]
##
## Rule 53/136: (28.8/0.6, lift 15.6)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC8 > -0.7816728
## PC16 > -1.588202
## PC35 <= -0.5053669
## PC46 > -2.172833
## -> class 1\|1 [0.949]
##
## Rule 53/137: (23.7/1.2, lift 15.0)
## PC1 > -0.4334595
## PC6 <= -3.131424
## PC8 <= -0.7816728
## PC19 <= -1.59841
## -> class 1\|1 [0.915]
##
## Rule 53/138: (30.8/3.3, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC78 <= -0.8248965
## -> class 1\|1 [0.870]
##
## Rule 53/139: (26.4/4.5, lift 13.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC9 > -0.1601986
## PC10 <= 1.030518
## PC16 > -1.588202
## PC69 > 0.2200295
## PC89 <= 0.7748538
## -> class 1\|1 [0.807]
##
## Rule 53/140: (361.6/107.9, lift 11.5)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC7 > -10.12877
## PC13 <= 0.2095596
## PC16 <= -1.588202
## PC19 <= 1.553915
## PC40 <= 1.135067
## PC51 <= 1.156279
## -> class 1\|1 [0.701]
##
## Rule 53/141: (13.1/3.7, lift 11.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6211014
## PC8 <= 1.454696
## PC37 > 1.080778
## -> class 1\|1 [0.689]
##
## Rule 53/142: (1258.6/813.1, lift 5.8)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.354]
##
## Rule 53/143: (182.6/0.7, lift 14.4)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC14 <= 0.4701008
## PC19 <= -1.235424
## PC38 <= 0.06805414
## PC52 <= 0.5440753
## PC75 <= 1.649806
## -> class 1\|2 [0.991]
##
## Rule 53/144: (225.3/1.5, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC32 <= 0.1903198
## PC38 <= 0.1614285
## -> class 1\|2 [0.989]
##
## Rule 53/145: (90.8, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC80 > 0.4388997
## -> class 1\|2 [0.989]
##
## Rule 53/146: (165.6/1.1, lift 14.3)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC9 > -2.179996
## PC11 > -1.594386
## PC12 <= 2.470828
## PC18 <= 0.2238859
## PC34 > -0.999545
## PC38 > 0.06805414
## PC55 > 0.3379085
## -> class 1\|2 [0.988]
##
## Rule 53/147: (84.6, lift 14.3)
## PC2 <= 2.5099
## PC3 > 6.952269
## PC38 > 0.06805414
## -> class 1\|2 [0.988]
##
## Rule 53/148: (70.4, lift 14.3)
## PC1 > 1.498617
## PC3 > 0.09497605
## PC3 <= 6.952269
## PC11 <= -1.594386
## PC12 <= 2.986485
## PC34 > -0.999545
## PC55 > 0.3379085
## -> class 1\|2 [0.986]
##
## Rule 53/149: (158.3/1.5, lift 14.3)
## PC1 > 6.785127
## PC3 <= 0.09497605
## PC6 > -3.131424
## PC8 <= -0.7816728
## PC19 <= -1.59841
## PC97 <= 1.735712
## -> class 1\|2 [0.985]
##
## Rule 53/150: (180.6/2, lift 14.2)
## PC3 > 9.243622
## PC16 > 0.9959877
## -> class 1\|2 [0.984]
##
## Rule 53/151: (103.1/0.9, lift 14.2)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC5 > -4.824086
## PC16 > -1.588202
## PC18 <= 0.2238859
## PC34 > -0.999545
## PC38 > 0.06805414
## PC85 > 0.2905863
## -> class 1\|2 [0.982]
##
## Rule 53/152: (136.7/1.7, lift 14.2)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC12 <= 2.986485
## PC16 > -1.588202
## PC18 <= 0.2238859
## PC19 > 1.915938
## PC30 > -0.7061402
## PC34 > -0.999545
## -> class 1\|2 [0.980]
##
## Rule 53/153: (80.3/0.7, lift 14.2)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC5 <= 10.15818
## PC12 <= 2.986485
## PC16 > -1.588202
## PC16 <= 0.8861174
## PC18 <= 0.2238859
## PC26 > 0.8402635
## PC30 > -0.7061402
## PC38 <= 0.06805414
## -> class 1\|2 [0.979]
##
## Rule 53/154: (43.6, lift 14.2)
## PC3 > 0.09497605
## PC16 > -1.588202
## PC19 <= -1.235424
## PC38 <= 0.06805414
## PC51 <= -0.5481034
## -> class 1\|2 [0.978]
##
## Rule 53/155: (88.5/1.2, lift 14.1)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC12 <= 2.986485
## PC13 <= 0.1716649
## PC16 > 0.8861174
## PC18 <= 0.2238859
## PC19 > -1.235424
## PC19 <= 1.915938
## PC34 > -0.999545
## PC38 <= 0.06805414
## PC56 > -0.3959101
## -> class 1\|2 [0.976]
##
## Rule 53/156: (35.1, lift 14.1)
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC9 <= -0.1601986
## PC46 <= -2.172833
## -> class 1\|2 [0.973]
##
## Rule 53/157: (66/1, lift 14.1)
## PC5 > 10.15818
## PC16 > -1.588202
## PC34 > -0.999545
## -> class 1\|2 [0.970]
##
## Rule 53/158: (93.3/1.9, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC14 <= 0.5482061
## PC16 > -0.8879908
## PC16 <= 0.9959877
## PC19 > -0.8935584
## PC35 > -0.193996
## PC39 <= -0.01522951
## PC67 > -0.04335097
## PC97 <= 1.535991
## -> class 1\|2 [0.970]
##
## Rule 53/159: (29.2, lift 14.0)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC10 > 1.030518
## PC16 > -1.588202
## -> class 1\|2 [0.968]
##
## Rule 53/160: (34.5/0.3, lift 14.0)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > -1.588202
## PC30 <= -0.7061402
## PC73 <= 0.021124
## -> class 1\|2 [0.965]
##
## Rule 53/161: (24.7, lift 13.9)
## PC2 <= 2.5099
## PC16 <= -1.588202
## PC51 > 1.156279
## -> class 1\|2 [0.961]
##
## Rule 53/162: (22.7, lift 13.9)
## PC3 > 0.09497605
## PC16 > -1.588202
## PC19 <= -1.235424
## PC76 <= -0.7794777
## -> class 1\|2 [0.959]
##
## Rule 53/163: (116.3/4.8, lift 13.8)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC7 > 1.188413
## PC19 <= -1.235424
## PC38 <= 0.06805414
## -> class 1\|2 [0.951]
##
## Rule 53/164: (22.7/0.3, lift 13.7)
## PC2 <= 2.5099
## PC7 <= -10.12877
## -> class 1\|2 [0.947]
##
## Rule 53/165: (16.3, lift 13.7)
## PC1 > -0.4334595
## PC16 > -1.588202
## PC22 > 2.231625
## PC68 <= -2.25446
## -> class 1\|2 [0.945]
##
## Rule 53/166: (15.2, lift 13.6)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC14 > 0.4701008
## PC16 > -1.588202
## PC36 > 1.243866
## -> class 1\|2 [0.942]
##
## Rule 53/167: (15.3, lift 13.6)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC22 > 2.231625
## PC38 > 0.06805414
## PC100 > 0.6112863
## -> class 1\|2 [0.942]
##
## Rule 53/168: (9.9, lift 13.3)
## PC3 > 0.09497605
## PC9 <= -5.872347
## PC19 <= -1.235424
## -> class 1\|2 [0.916]
##
## Rule 53/169: (49.4/5, lift 12.8)
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC5 <= -4.824086
## PC18 <= 0.2238859
## PC38 > 0.06805414
## -> class 1\|2 [0.882]
##
## Rule 53/170: (108.7/12.2, lift 12.8)
## PC1 > -0.4334595
## PC3 > 0.09497605
## PC16 > -1.588202
## PC22 > 2.231625
## PC38 > 0.06805414
## PC91 <= 0.08581691
## -> class 1\|2 [0.881]
##
## Rule 53/171: (31.7/4.6, lift 12.1)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC16 <= -1.588202
## PC40 > 1.135067
## -> class 1\|2 [0.834]
##
## Rule 53/172: (136/2.1, lift 13.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 9.243622
## PC16 > 0.9959877
## PC38 > 0.1614285
## PC80 <= 0.4388997
## -> class 1\|3 [0.978]
##
## Rule 53/173: (8.4, lift 12.1)
## PC1 > -0.4334595
## PC1 <= 6.785127
## PC3 <= 0.09497605
## PC8 <= -0.7816728
## PC16 > -1.588202
## PC19 <= -1.59841
## -> class 1\|3 [0.904]
##
## Rule 53/174: (7/0.2, lift 11.6)
## PC3 > 0.09497605
## PC14 <= 0.4701008
## PC16 > -1.588202
## PC19 <= -1.235424
## PC38 <= 0.06805414
## PC52 > 0.5440753
## -> class 1\|3 [0.871]
##
## Rule 53/175: (47.8/5.6, lift 11.6)
## PC1 > -0.4334595
## PC1 <= 1.498617
## PC3 > 0.09497605
## PC11 <= -1.594386
## PC19 <= 1.915938
## PC30 > -0.7061402
## PC38 > 0.06805414
## -> class 1\|3 [0.868]
##
## Rule 53/176: (58.4/9.2, lift 11.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC32 > 0.1903198
## -> class 1\|3 [0.832]
##
## Rule 53/177: (2851.7/1538.1, lift 6.2)
## PC1 > -0.4334595
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC16 > -1.588202
## -> class 1\|3 [0.461]
##
## Rule 53/178: (195.6/1, lift 14.0)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC10 <= 0.2933043
## PC11 > -0.7729307
## PC12 > -1.738485
## PC21 > 1.968873
## PC30 <= 0.4241929
## -> class 2\|0 [0.990]
##
## Rule 53/179: (79.4, lift 13.9)
## PC1 > -0.4334595
## PC3 <= 0.09497605
## PC8 > -0.7816728
## PC21 > 0.8441849
## PC35 > -0.5053669
## PC63 <= 0.03309365
## -> class 2\|0 [0.988]
##
## Rule 53/180: (67.6, lift 13.9)
## PC1 <= -0.4334595
## PC10 <= 0.2933043
## PC19 <= -1.116707
## PC21 > -0.2469342
## PC30 <= 0.4241929
## PC42 <= -0.3733315
## PC48 <= 0.2115763
## PC52 <= 0.270666
## PC55 <= -0.2738601
## -> class 2\|0 [0.986]
##
## Rule 53/181: (43.5, lift 13.8)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC10 <= 0.2933043
## PC21 > -0.2469342
## PC21 <= 1.968873
## PC69 > 0.313289
## -> class 2\|0 [0.978]
##
## Rule 53/182: (133/6, lift 13.4)
## PC7 > 0.444498
## PC8 > -0.6211014
## PC19 <= -1.116707
## PC21 > -0.2469342
## PC30 > 0.1803319
## PC30 <= 0.4241929
## PC42 > -0.3733315
## PC52 <= 0.270666
## PC71 <= 0.9115143
## PC94 > -0.2806762
## PC97 > -0.2937255
## -> class 2\|0 [0.948]
##
## Rule 53/183: (466.3/27.4, lift 13.2)
## PC7 > 0.444498
## PC8 > -0.6211014
## PC10 <= 0.2933043
## PC19 <= -1.116707
## PC21 > -0.2469342
## PC23 <= 1.109486
## PC30 <= 0.1803319
## PC42 > -0.3733315
## PC71 <= 0.9115143
## PC97 > -0.2937255
## -> class 2\|0 [0.939]
##
## Rule 53/184: (13.9, lift 13.2)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC19 > -1.116707
## PC21 > -0.2469342
## PC30 <= 0.4241929
## PC57 > 0.9137641
## -> class 2\|0 [0.937]
##
## Rule 53/185: (13.1, lift 13.2)
## PC8 > 1.454696
## PC10 <= 0.2933043
## PC11 > -0.7729307
## PC19 > -1.116707
## PC21 > -0.2469342
## PC30 <= 0.4241929
## PC45 > 0.4692594
## -> class 2\|0 [0.934]
##
## Rule 53/186: (8.3, lift 12.7)
## PC1 > -0.4334595
## PC1 <= -0.2371517
## PC2 <= 2.5099
## PC3 > 0.09497605
## PC13 > 0.1548105
## PC18 > 0.2238859
## PC51 <= 0.247845
## -> class 2\|0 [0.903]
##
## Rule 53/187: (92.1/10.8, lift 12.3)
## PC8 > 1.454696
## PC10 <= 0.2933043
## PC11 > -0.7729307
## PC21 <= 1.968873
## PC23 <= 1.109486
## PC32 > 1.494733
## -> class 2\|0 [0.875]
##
## Rule 53/188: (5.5, lift 12.2)
## PC8 > 1.454696
## PC10 <= 0.2933043
## PC11 > -0.7729307
## PC19 > -1.116707
## PC30 <= 0.4241929
## PC52 <= 0.270666
## PC73 <= -1.049244
## -> class 2\|0 [0.867]
##
## Rule 53/189: (6.9/0.2, lift 12.1)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC10 <= 0.2933043
## PC11 > -0.7729307
## PC19 > -1.116707
## PC21 > -0.2469342
## PC32 <= 1.494733
## PC74 > 0.6982981
## -> class 2\|0 [0.860]
##
## Rule 53/190: (39.2/7.8, lift 11.1)
## PC1 <= -0.4334595
## PC8 > -0.6211014
## PC8 <= 1.454696
## PC19 <= -1.063441
## PC44 > 0.4090476
## PC75 > -0.2332684
## -> class 2\|0 [0.786]
##
## Rule 53/191: (5.1/0.7, lift 10.8)
## PC2 <= -8.752929
## PC8 > 1.454696
## PC11 > -0.7729307
## PC21 > -0.2469342
## -> class 2\|0 [0.763]
##
## Rule 53/192: (20.3/4.8, lift 10.4)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC11 <= -0.7729307
## PC20 <= -0.1617082
## PC66 <= 0.6835157
## -> class 2\|0 [0.740]
##
## Rule 53/193: (15.5/7.6, lift 7.2)
## PC1 > -0.4334595
## PC13 <= 0.2095596
## PC16 <= -1.588202
## PC31 > 1.114247
## -> class 2\|0 [0.508]
##
## Rule 53/194: (53.2, lift 11.0)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC21 > -0.2469342
## PC42 <= -0.3733315
## PC55 > -0.2738601
## -> class 2\|1 [0.982]
##
## Rule 53/195: (40.8, lift 11.0)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC71 > 0.9115143
## -> class 2\|1 [0.977]
##
## Rule 53/196: (36.6, lift 10.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6211014
## PC14 <= -2.595876
## -> class 2\|1 [0.974]
##
## Rule 53/197: (35.2, lift 10.9)
## PC2 <= -9.459423
## -> class 2\|1 [0.973]
##
## Rule 53/198: (32.4, lift 10.9)
## PC1 > -0.4334595
## PC3 <= 0.09497605
## PC8 > -0.7816728
## PC8 <= 0.5831117
## PC9 <= -0.1601986
## PC33 > 0.356077
## PC35 > -0.5053669
## PC46 > -2.172833
## -> class 2\|1 [0.971]
##
## Rule 53/199: (32.3, lift 10.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 <= -0.4762218
## PC8 <= 1.454696
## PC37 <= 1.080778
## PC44 <= 0.4090476
## -> class 2\|1 [0.971]
##
## Rule 53/200: (26.9, lift 10.8)
## PC1 > -0.4334595
## PC3 <= 0.09497605
## PC8 > 0.5831117
## PC9 <= -0.1601986
## PC21 <= 0.8441849
## PC60 <= -0.2572885
## -> class 2\|1 [0.965]
##
## Rule 53/201: (38.4/0.9, lift 10.7)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC10 <= 0.2933043
## PC11 > -0.7729307
## PC23 > 1.109486
## -> class 2\|1 [0.952]
##
## Rule 53/202: (58.5/1.9, lift 10.7)
## PC1 > -0.4334595
## PC8 > -0.7816728
## PC9 <= -0.1601986
## PC21 > 0.8441849
## PC35 > -0.5053669
## PC63 > 0.03309365
## -> class 2\|1 [0.952]
##
## Rule 53/203: (18.7/2, lift 9.6)
## PC8 > -2.684477
## PC9 > 10.24004
## PC37 > 0.7514786
## -> class 2\|1 [0.854]
##
## Rule 53/204: (20/3, lift 9.2)
## PC1 <= -3.389733
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC9 <= 10.24004
## PC29 <= 0.2788967
## PC45 > 0.2863951
## -> class 2\|1 [0.818]
##
## Rule 53/205: (3586.2/1975, lift 5.0)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6211014
## -> class 2\|1 [0.449]
##
## Rule 53/206: (123.2, lift 11.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC19 > -3.647172
## PC33 <= 0.4583842
## PC34 > -0.6017691
## PC44 <= -0.8434448
## PC57 <= -0.07739355
## PC58 > -0.2470219
## PC75 <= 1.07092
## -> class 2\|2 [0.992]
##
## Rule 53/207: (99, lift 11.3)
## PC1 <= -0.4334595
## PC2 <= -2.201122
## PC5 <= -0.5976028
## PC8 > -0.04721471
## PC8 <= 1.454696
## PC44 <= 0.3562776
## -> class 2\|2 [0.990]
##
## Rule 53/208: (88.8, lift 11.2)
## PC1 <= -0.4334595
## PC2 <= -2.201122
## PC8 > -0.6211014
## PC8 <= 1.454696
## PC14 > -2.595876
## PC44 <= 0.4090476
## PC63 > 0.4035578
## PC80 <= 1.31478
## PC94 <= 0.9649578
## PC95 <= 1.230942
## -> class 2\|2 [0.989]
##
## Rule 53/209: (157.4/1.6, lift 11.2)
## PC3 > -1.819746
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC19 > -3.225068
## PC28 > -0.1500338
## PC33 <= 0.4583842
## PC34 > -0.6017691
## PC45 <= 0.2863951
## PC57 <= -0.07739355
## PC68 <= -0.2014613
## PC75 <= 1.07092
## PC96 <= 0.4129998
## -> class 2\|2 [0.984]
##
## Rule 53/210: (58, lift 11.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6211014
## PC17 <= -0.1605994
## PC21 <= -0.2469342
## PC22 <= -0.3902394
## PC62 > 0.3039588
## -> class 2\|2 [0.983]
##
## Rule 53/211: (50, lift 11.2)
## PC1 <= -0.4334595
## PC2 <= -2.201122
## PC8 > -0.6211014
## PC8 <= 1.454696
## PC14 > -2.595876
## PC44 <= 0.4090476
## PC58 > -0.9630962
## PC63 <= 0.4035578
## PC66 <= 0.8357844
## PC80 <= 1.31478
## PC87 > 0.9664807
## PC100 > -1.107902
## -> class 2\|2 [0.981]
##
## Rule 53/212: (49.3, lift 11.1)
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC9 > 10.24004
## PC37 <= 0.7514786
## PC49 > -2.565507
## -> class 2\|2 [0.980]
##
## Rule 53/213: (71.1/0.9, lift 11.1)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC19 > -3.647172
## PC33 <= 0.4583842
## PC42 <= -0.1189341
## PC57 <= -0.07739355
## PC68 > -0.2014613
## PC75 <= 1.07092
## -> class 2\|2 [0.974]
##
## Rule 53/214: (113.1/2.1, lift 11.1)
## PC1 <= -1.698619
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC30 <= 0.249955
## PC42 <= 0.2402721
## PC43 <= 0.7144143
## PC49 <= 0.1619159
## PC55 > -0.7277749
## PC57 > -0.07739355
## PC64 > -0.3089442
## PC72 <= 0.8747533
## PC78 > -0.3609338
## PC93 > -0.117743
## -> class 2\|2 [0.973]
##
## Rule 53/215: (48/0.5, lift 11.0)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 > -0.4762218
## PC8 > -0.6211014
## PC8 <= 1.454696
## PC25 > 0.2264797
## PC44 <= 0.3562776
## PC45 <= 0.3784327
## PC95 <= 1.230942
## PC100 > -1.107902
## -> class 2\|2 [0.970]
##
## Rule 53/216: (30, lift 11.0)
## PC1 <= -0.4334595
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC28 > -0.1500338
## PC43 <= 0.7144143
## PC55 > -0.7277749
## PC57 > -0.07739355
## PC80 > 0.645862
## -> class 2\|2 [0.969]
##
## Rule 53/217: (30.6, lift 11.0)
## PC1 <= -0.4334595
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC28 > -0.1500338
## PC29 <= 0.2788967
## PC49 > -2.565507
## PC55 > -0.7277749
## PC86 > 0.922167
## -> class 2\|2 [0.969]
##
## Rule 53/218: (54.6/0.9, lift 11.0)
## PC1 > -0.4334595
## PC3 <= 0.09497605
## PC8 > -0.7816728
## PC8 <= 0.5831117
## PC9 <= -0.1601986
## PC21 <= 0.8441849
## PC33 <= 0.356077
## PC35 > -0.5053669
## PC60 <= -0.2572885
## -> class 2\|2 [0.966]
##
## Rule 53/219: (48.7/1, lift 10.9)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.04721471
## PC8 <= 1.454696
## PC23 > 2.061202
## -> class 2\|2 [0.960]
##
## Rule 53/220: (19.8, lift 10.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 <= -0.6211014
## PC9 <= 10.24004
## PC19 > -3.647172
## PC28 > -0.1500338
## PC32 <= 1.692444
## PC51 > 0.7423204
## -> class 2\|2 [0.952]
##
## Rule 53/221: (83.7/3.1, lift 10.8)
## PC1 <= -0.4334595
## PC8 <= -0.6211014
## PC46 > 0.4031499
## PC54 > 0.04134079
## PC62 > -0.3463686
## -> class 2\|2 [0.952]
##
## Rule 53/222: (16.9, lift 10.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC3 > 0.1960133
## PC8 > -0.6211014
## PC8 <= 0.3069016
## PC37 <= 1.080778
## -> class 2\|2 [0.947]
##
## Rule 53/223: (54.7/2.1, lift 10.7)
## PC1 <= -0.4334595
## PC6 <= -0.06139399
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC29 <= 0.2788967
## PC30 > 0.249955
## PC45 <= 0.2863951
## PC55 > -0.7277749
## PC57 > -0.07739355
## -> class 2\|2 [0.944]
##
## Rule 53/224: (290.9/20.5, lift 10.5)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC3 > -1.640187
## PC8 > -0.6211014
## PC8 <= -0.04721471
## PC14 > -2.595876
## PC15 > -2.751601
## PC23 > -1.636137
## PC25 > -0.2296124
## PC29 > -0.2381321
## PC44 <= 0.4090476
## PC45 <= 0.3784327
## PC58 > -0.9630962
## PC95 <= 1.230942
## -> class 2\|2 [0.927]
##
## Rule 53/225: (369/27.4, lift 10.5)
## PC2 <= -2.201122
## PC8 > -0.6211014
## PC8 <= 1.454696
## PC14 <= 1.439238
## PC20 <= 0.5451648
## PC22 > -1.789305
## PC34 <= 0.714329
## PC36 <= 0.455663
## PC44 <= 0.3562776
## PC45 > -0.03828701
## PC45 <= 0.3784327
## PC47 > -0.6715432
## PC68 > -2.161504
## PC75 > 0.05911999
## PC79 > -0.07599182
## PC87 <= 0.5002726
## PC94 <= 0.9649578
## PC99 > -1.153326
## PC100 > -1.107902
## -> class 2\|2 [0.923]
##
## Rule 53/226: (12.1/0.2, lift 10.4)
## PC1 <= -0.4334595
## PC11 <= -0.7729307
## PC20 > -0.1617082
## PC21 > -0.2469342
## PC59 > 0.5042412
## -> class 2\|2 [0.918]
##
## Rule 53/227: (10.1, lift 10.4)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC4 > 0.1203354
## PC8 > -0.6211014
## PC8 <= 0.48294
## PC44 > 0.4090476
## -> class 2\|2 [0.917]
##
## Rule 53/228: (50.9/3.5, lift 10.4)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -0.6211014
## PC8 <= 1.454696
## PC19 > -1.063441
## PC23 > 0.03146769
## PC44 > 0.4090476
## PC54 > -1.196777
## PC58 > 0.02068144
## -> class 2\|2 [0.914]
##
## Rule 53/229: (41.2/2.8, lift 10.4)
## PC1 <= -1.698619
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC43 <= 0.7144143
## PC55 > -0.7277749
## PC57 > -0.07739355
## PC64 > -0.3089442
## PC82 > 0.1112963
## -> class 2\|2 [0.913]
##
## Rule 53/230: (54.8/4.5, lift 10.3)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC9 <= 10.24004
## PC28 > -0.1500338
## PC29 <= 0.2788967
## PC45 <= 0.2863951
## PC94 <= -1.202836
## -> class 2\|2 [0.903]
##
## Rule 53/231: (16.7/0.9, lift 10.2)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC28 > -0.1500338
## PC29 > 0.2788967
## PC65 <= 0.08795668
## -> class 2\|2 [0.896]
##
## Rule 53/232: (28.1/2.3, lift 10.1)
## PC2 > -2.201122
## PC2 <= 2.5099
## PC3 <= 0.1960133
## PC8 > -0.04721471
## PC8 <= 1.454696
## PC26 <= -1.751438
## -> class 2\|2 [0.890]
##
## Rule 53/233: (6.8, lift 10.1)
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC45 > 0.2863951
## PC75 > 0.7483042
## PC95 > 0.5564079
## -> class 2\|2 [0.887]
##
## Rule 53/234: (63.7/7.7, lift 9.9)
## PC2 <= -1.242138
## PC8 > 1.454696
## PC8 <= 3.325696
## PC17 <= 0.5445409
## PC21 <= -0.2469342
## PC22 <= -0.3902394
## PC62 <= 0.3039588
## PC64 > 0.3943467
## -> class 2\|2 [0.867]
##
## Rule 53/235: (22.4/2.3, lift 9.8)
## PC1 <= -0.4334595
## PC8 > 1.454696
## PC11 <= -0.7729307
## PC66 > 0.6835157
## -> class 2\|2 [0.865]
##
## Rule 53/236: (70/9.2, lift 9.8)
## PC1 <= -1.698619
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC55 > -0.7277749
## PC56 > 0.0268125
## PC64 > -0.3089442
## PC93 <= -0.117743
## -> class 2\|2 [0.859]
##
## Rule 53/237: (4.8, lift 9.7)
## PC8 > 1.454696
## PC11 <= -0.7729307
## PC18 > 0.8176704
## -> class 2\|2 [0.852]
##
## Rule 53/238: (2.9, lift 9.1)
## PC8 <= -2.684477
## PC27 <= -0.7066017
## PC46 > 0.4031499
## -> class 2\|2 [0.798]
##
## Rule 53/239: (23.3/4.4, lift 9.0)
## PC1 > -3.389733
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC45 > 0.2863951
## PC56 > 0.001180591
## -> class 2\|2 [0.788]
##
## Rule 53/240: (15.3/3.4, lift 8.5)
## PC1 <= -0.4334595
## PC8 <= -2.684477
## PC31 > 1.24532
## PC38 > 0.18683
## PC46 <= 0.4031499
## -> class 2\|2 [0.745]
##
## Rule 53/241: (89.2/33.7, lift 7.0)
## PC1 > -0.4334595
## PC1 <= 13.61654
## PC2 <= 2.5099
## PC3 <= 0.09497605
## PC9 <= -0.1601986
## PC16 > -1.588202
## PC19 > -1.59841
## PC27 <= -0.1383893
## -> class 2\|2 [0.620]
##
## Rule 53/242: (32.9/16, lift 5.8)
## PC1 <= -0.4334595
## PC8 <= -0.6211014
## PC49 <= -2.565507
## -> class 2\|2 [0.511]
##
## Rule 53/243: (76.4, lift 8.7)
## PC1 <= -0.4334595
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC19 > -3.647172
## PC29 <= 0.2788967
## PC30 <= 0.249955
## PC32 <= 1.692444
## PC43 <= 0.7144143
## PC51 <= 0.7423204
## PC57 > -0.07739355
## PC78 <= -0.3609338
## -> class 2\|3 [0.987]
##
## Rule 53/244: (51.9/0.4, lift 8.6)
## PC2 <= 2.5099
## PC4 <= 0.1203354
## PC8 > -0.6211014
## PC8 <= 0.48294
## PC30 <= 0.4130706
## PC44 > 0.4090476
## PC58 <= 0.02068144
## PC73 > -0.4561483
## -> class 2\|3 [0.975]
##
## Rule 53/245: (33.6, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC31 <= 1.24532
## PC43 > -0.333984
## PC46 > 0.0007701059
## PC65 <= 0.1136984
## PC77 <= 0.4674267
## PC85 > 0.175203
## -> class 2\|3 [0.972]
##
## Rule 53/246: (80.6/1.9, lift 8.5)
## PC1 <= -0.4334595
## PC6 > 0.1496919
## PC8 <= -2.684477
## PC77 > 0.4674267
## PC85 <= 0.5250282
## -> class 2\|3 [0.965]
##
## Rule 53/247: (16.5, lift 8.4)
## PC1 <= -0.4334595
## PC6 > -0.06139399
## PC8 <= -0.6211014
## PC29 <= 0.2788967
## PC30 > 0.249955
## PC55 > -0.7277749
## PC57 > -0.07739355
## -> class 2\|3 [0.946]
##
## Rule 53/248: (29.9/4.1, lift 7.4)
## PC1 <= -0.4334595
## PC8 > -0.6211014
## PC8 <= 1.454696
## PC19 <= -1.063441
## PC44 > 0.4090476
## PC75 <= -0.2332684
## -> class 2\|3 [0.841]
##
## Rule 53/249: (277.3/91.2, lift 5.9)
## PC1 <= -0.4334595
## PC8 <= -0.6211014
## PC9 <= 10.24004
## PC44 > -0.8434448
## PC96 > 0.4129998
## -> class 2\|3 [0.670]
##
## Rule 53/250: (220.8/78, lift 5.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 <= 1.454696
## PC15 <= -2.751601
## -> class 2\|3 [0.646]
##
## Rule 53/251: (11815.8/9557.8, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.191]
##
## Rule 53/252: (153/0.7, lift 22.1)
## PC8 <= -2.684477
## PC16 <= 0.3937071
## PC31 <= 1.24532
## PC43 > -0.333984
## PC46 <= 0.4031499
## PC65 > 0.1136984
## PC77 <= 0.4674267
## PC85 > 0.175203
## PC86 > -0.3781737
## PC94 <= 0.7321243
## PC98 <= 0.1369585
## -> class 2\|4 [0.989]
##
## Rule 53/253: (59.9/0.3, lift 21.8)
## PC1 > -0.4334595
## PC3 <= 0.09497605
## PC9 <= -0.1601986
## PC16 > -1.588202
## PC19 <= 3.693909
## PC27 > -0.1383893
## PC79 <= -0.4713164
## -> class 2\|4 [0.978]
##
## Rule 53/254: (37.5, lift 21.8)
## PC2 <= 2.5099
## PC8 <= -2.684477
## PC46 <= 0.4031499
## PC49 > -2.565507
## PC56 > -1.950719
## PC78 <= -0.9666086
## -> class 2\|4 [0.975]
##
## Rule 53/255: (142.3/3.1, lift 21.7)
## PC6 > 0.1496919
## PC8 <= -2.684477
## PC16 <= 0.3937071
## PC17 <= 0.9261561
## PC25 <= 0.2981367
## PC43 > -0.333984
## PC46 <= 0.4031499
## PC85 > 0.5250282
## -> class 2\|4 [0.971]
##
## Rule 53/256: (85.5/1.8, lift 21.6)
## PC8 <= -2.684477
## PC46 <= 0.4031499
## PC53 <= 0.5872331
## PC54 > -0.45494
## PC55 <= -0.09240696
## PC81 > -0.1708553
## PC85 <= 0.175203
## PC95 > 0.00616908
## PC96 <= 0.3326825
## -> class 2\|4 [0.968]
##
## Rule 53/257: (24.3, lift 21.5)
## PC1 > -0.4334595
## PC3 <= 0.09497605
## PC8 <= -0.7816728
## PC9 <= -0.1601986
## PC19 > -1.59841
## PC57 > 0.4809656
## -> class 2\|4 [0.962]
##
## Rule 53/258: (347.6/15.9, lift 21.2)
## PC2 <= 2.5099
## PC6 <= 0.1496919
## PC8 <= -2.684477
## PC16 <= 0.3937071
## PC17 <= 0.9261561
## PC25 <= 0.2981367
## PC31 <= 1.24532
## PC43 > -0.333984
## PC46 <= 0.4031499
## PC85 > 0.175203
## PC86 > -0.3781737
## PC94 <= 0.7321243
## -> class 2\|4 [0.952]
##
## Rule 53/259: (15, lift 21.0)
## PC1 > -0.4334595
## PC8 <= -0.7816728
## PC19 > -1.59841
## PC65 > 1.052756
## -> class 2\|4 [0.941]
##
## Rule 53/260: (235/13.2, lift 21.0)
## PC1 <= -0.4334595
## PC8 <= -2.684477
## PC16 <= 0.3937071
## PC17 <= 0.9261561
## PC31 <= 1.24532
## PC46 <= -0.4707741
## PC85 > 0.175203
## PC86 > -0.3781737
## -> class 2\|4 [0.940]
##
## Rule 53/261: (12.4, lift 20.8)
## PC2 <= 2.5099
## PC8 <= -0.6211014
## PC22 > 5.93413
## PC49 > -2.565507
## PC85 <= 0.175203
## -> class 2\|4 [0.931]
##
## Rule 53/262: (88.3/6.4, lift 20.5)
## PC1 <= -0.4334595
## PC8 <= -2.684477
## PC38 <= -0.396576
## PC47 <= 0.7584281
## PC62 <= -0.4761728
## PC81 > -0.1708553
## PC95 > 0.00616908
## -> class 2\|4 [0.918]
##
## Rule 53/263: (25/1.9, lift 19.9)
## PC1 <= -0.4334595
## PC8 <= -2.684477
## PC31 <= 1.24532
## PC47 > 0.7584281
## PC49 > -2.565507
## PC56 > -1.950719
## PC85 <= 0.175203
## -> class 2\|4 [0.893]
##
## Rule 53/264: (53.6/5.2, lift 19.8)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC9 <= 10.24004
## PC29 > 0.2788967
## PC49 <= 0.1124635
## PC65 > 0.08795668
## -> class 2\|4 [0.888]
##
## Rule 53/265: (49.3/12.8, lift 16.3)
## PC1 <= -0.4334595
## PC8 <= -0.6211014
## PC29 <= 0.2788967
## PC45 > 0.2863951
## PC56 <= 0.001180591
## PC75 <= 0.7483042
## PC95 > 0.5564079
## -> class 2\|4 [0.731]
##
## Rule 53/266: (43/22.3, lift 10.7)
## PC1 <= -0.4334595
## PC2 <= 2.5099
## PC8 > -2.684477
## PC8 <= -0.6211014
## PC28 <= -0.1500338
## -> class 2\|4 [0.481]
##
## Default class: 0\|2
##
## ----- Trial 54: -----
##
## Rules:
##
## Rule 54/1: (157.1/0.1, lift 17.8)
## PC12 > -1.535334
## PC13 <= 6.92457
## PC18 > 2.129967
## PC25 <= 0.88368
## PC32 > 0.5145212
## PC33 <= 3.156666
## PC56 <= 1.525533
## PC75 > 0.050164
## PC96 <= 1.534143
## -> class 0\|0 [0.993]
##
## Rule 54/2: (163.1/0.9, lift 17.8)
## PC3 > -1.894699
## PC10 <= -2.544707
## PC11 > -0.07676764
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC21 > -0.4086362
## PC31 > -0.2780008
## PC64 > -1.309903
## PC81 <= 1.427238
## PC87 <= 0.03423229
## PC91 > -0.3697354
## -> class 0\|0 [0.988]
##
## Rule 54/3: (73.7, lift 17.7)
## PC12 > -1.535334
## PC13 <= 6.92457
## PC18 > 2.129967
## PC33 <= 3.156666
## PC35 <= 0.5582652
## PC54 <= -1.027696
## PC55 > -0.4851243
## -> class 0\|0 [0.987]
##
## Rule 54/4: (75.5, lift 17.7)
## PC13 <= 6.92457
## PC18 > 2.129967
## PC33 <= 3.156666
## PC35 <= 0.5582652
## PC43 <= 1.800024
## PC56 <= 1.525533
## PC59 > -1.954783
## PC75 <= 0.050164
## PC96 > 1.230318
## -> class 0\|0 [0.987]
##
## Rule 54/5: (82/0.3, lift 17.7)
## PC2 > 2.5099
## PC3 > -1.894699
## PC3 <= 1.640775
## PC11 > -0.07676764
## PC18 > -0.4683644
## PC20 <= 2.473301
## PC21 > -0.4086362
## PC24 > 0.09917192
## PC34 > -2.136272
## PC76 <= 0.4646978
## PC79 > 0.1455158
## PC91 > -0.3697354
## -> class 0\|0 [0.984]
##
## Rule 54/6: (51.1, lift 17.6)
## PC18 > 2.129967
## PC35 <= 0.5582652
## PC56 <= 1.525533
## PC75 <= 0.050164
## PC80 <= 0.5231802
## PC100 <= -0.6424475
## -> class 0\|0 [0.981]
##
## Rule 54/7: (65.1/0.6, lift 17.5)
## PC12 > -1.535334
## PC13 <= 6.92457
## PC18 > 2.129967
## PC33 <= 3.156666
## PC35 <= 0.5582652
## PC43 <= 1.800024
## PC96 > 1.765391
## -> class 0\|0 [0.976]
##
## Rule 54/8: (189.2/4.8, lift 17.4)
## PC4 > -9.220832
## PC10 > -7.567951
## PC11 > -0.07478525
## PC13 > -2.626594
## PC14 > -0.3768312
## PC17 <= 1.11727
## PC18 > 2.129967
## PC25 <= 0.5780781
## PC33 <= 3.156666
## PC42 <= 1.639666
## PC43 > -0.6382079
## PC45 <= 1.45463
## PC56 <= 1.525533
## PC59 > -1.954783
## PC75 <= 0.050164
## PC97 <= 0.3814297
## -> class 0\|0 [0.970]
##
## Rule 54/9: (330.6/9.6, lift 17.4)
## PC4 > -9.220832
## PC7 > -1.041638
## PC12 > -1.102453
## PC13 <= 6.92457
## PC18 > 2.859
## PC21 > -0.850648
## PC25 <= 0.88368
## PC33 <= 3.156666
## PC35 <= 0.5582652
## PC42 <= 1.347964
## PC75 > 0.050164
## PC90 <= 1.533493
## -> class 0\|0 [0.968]
##
## Rule 54/10: (26.6, lift 17.3)
## PC4 > -9.220832
## PC12 > -1.535334
## PC13 <= 6.92457
## PC18 > 2.129967
## PC33 <= 3.156666
## PC55 > -0.4851243
## PC56 <= 1.525533
## PC59 > -1.954783
## PC75 <= 0.050164
## PC78 <= -0.646745
## PC81 > -0.5246327
## -> class 0\|0 [0.965]
##
## Rule 54/11: (120.4/3.6, lift 17.3)
## PC4 > -9.220832
## PC12 > -1.535334
## PC13 <= 6.92457
## PC18 > 2.129967
## PC25 <= 0.5780781
## PC33 <= 3.156666
## PC35 <= 0.5582652
## PC42 <= 1.801262
## PC56 <= 1.525533
## PC62 > 0.2484653
## PC81 > -0.5246327
## -> class 0\|0 [0.963]
##
## Rule 54/12: (159.7/7.7, lift 17.0)
## PC4 > -9.220832
## PC10 > -7.567951
## PC13 > -2.626594
## PC16 > -1.122597
## PC17 > 1.11727
## PC18 > 2.129967
## PC25 <= 0.5780781
## PC45 <= 1.45463
## PC51 <= -0.1389775
## PC54 > -1.027696
## PC55 > -0.4851243
## PC56 <= 1.525533
## PC97 <= 0.3814297
## -> class 0\|0 [0.946]
##
## Rule 54/13: (52.4/2.6, lift 16.8)
## PC13 <= 6.92457
## PC18 > 2.129967
## PC33 <= 3.156666
## PC35 <= 0.5582652
## PC43 <= 1.800024
## PC45 <= 1.45463
## PC59 > -1.954783
## PC75 <= 0.050164
## PC84 <= -0.3867329
## -> class 0\|0 [0.934]
##
## Rule 54/14: (3.4, lift 14.6)
## PC13 > 6.92457
## PC93 > -0.3566333
## PC93 <= -0.3378307
## -> class 0\|0 [0.815]
##
## Rule 54/15: (10.6/1.8, lift 14.0)
## PC13 > 6.92457
## PC31 > 0.1783828
## PC42 > -3.974739
## PC80 > -2.879315
## PC93 <= -0.3378307
## -> class 0\|0 [0.779]
##
## Rule 54/16: (76.6, lift 10.7)
## PC14 > -0.3768312
## PC16 <= -1.122597
## PC18 > 2.129967
## PC62 <= 0.2484653
## PC75 <= 0.050164
## PC84 > -0.3867329
## PC96 <= 1.230318
## -> class 0\|1 [0.987]
##
## Rule 54/17: (90.7/0.5, lift 10.7)
## PC13 > 6.92457
## PC13 <= 12.55908
## PC18 > -0.4683644
## PC20 > -3.980935
## PC30 <= 1.6136
## PC31 <= 0.1783828
## PC93 <= -0.3566333
## -> class 0\|1 [0.984]
##
## Rule 54/18: (44.4, lift 10.6)
## PC18 > -0.4683644
## PC38 <= 2.743107
## PC42 > -3.974739
## PC45 > 5.64524
## -> class 0\|1 [0.978]
##
## Rule 54/19: (66.9/1.7, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 > -2.430627
## PC18 <= -0.4683644
## PC54 <= 0.7634585
## PC92 <= 0.6652916
## -> class 0\|1 [0.961]
##
## Rule 54/20: (123.9/9.7, lift 9.9)
## PC2 > 2.5099
## PC10 <= -0.7958415
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC21 > -0.4086362
## PC91 <= -0.3697354
## -> class 0\|1 [0.915]
##
## Rule 54/21: (46.5/4.4, lift 9.6)
## PC2 > 2.5099
## PC15 > -0.3012545
## PC17 > -2.720849
## PC18 <= -0.4683644
## PC20 > -2.71062
## PC48 > 0.2153871
## PC54 > -0.6579261
## PC55 > 0.2407464
## -> class 0\|1 [0.889]
##
## Rule 54/22: (18.3/1.4, lift 9.6)
## PC2 > 2.5099
## PC15 > -0.3012545
## PC18 <= -0.4683644
## PC63 > 1.031669
## PC92 <= -1.674179
## -> class 0\|1 [0.884]
##
## Rule 54/23: (10.6/1, lift 9.1)
## PC3 <= 1.640775
## PC15 > -0.3012545
## PC18 > -0.6405302
## PC18 <= -0.4683644
## PC63 > 1.031669
## -> class 0\|1 [0.844]
##
## Rule 54/24: (3.8/0.2, lift 8.6)
## PC13 > 6.92457
## PC30 > 2.386569
## PC93 > -0.3378307
## -> class 0\|1 [0.798]
##
## Rule 54/25: (23.4/5.5, lift 8.1)
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 <= -0.4683644
## PC58 > 2.474154
## -> class 0\|1 [0.745]
##
## Rule 54/26: (28.1/10.2, lift 6.8)
## PC7 > -0.7696513
## PC10 <= -6.299334
## PC18 <= -0.4683644
## PC28 <= -0.05898223
## -> class 0\|1 [0.629]
##
## Rule 54/27: (3025.5/1442.4, lift 5.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.535334
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC43 <= 1.800024
## -> class 0\|1 [0.523]
##
## Rule 54/28: (67, lift 9.5)
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 <= -2.430627
## PC22 <= 1.601186
## PC33 > -1.425962
## PC85 > -2.089015
## -> class 0\|2 [0.986]
##
## Rule 54/29: (55.4, lift 9.5)
## PC3 <= -1.894699
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC79 <= 0.5441294
## PC80 > -2.879315
## PC81 <= 1.427238
## PC90 <= -1.759266
## -> class 0\|2 [0.983]
##
## Rule 54/30: (45.5, lift 9.4)
## PC3 <= -1.894699
## PC12 > -1.535334
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC25 <= -1.263965
## PC80 > -2.879315
## PC81 <= 1.427238
## -> class 0\|2 [0.979]
##
## Rule 54/31: (43.2, lift 9.4)
## PC10 <= -2.678297
## PC15 <= -0.3012545
## PC16 > 0.4080891
## PC18 <= -0.4683644
## -> class 0\|2 [0.978]
##
## Rule 54/32: (24.8, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.535334
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC18 <= 0.753468
## PC24 > 0.8517534
## PC40 > -1.264584
## PC43 > -2.217216
## PC94 > -0.2075967
## -> class 0\|2 [0.963]
##
## Rule 54/33: (23.9, lift 9.2)
## PC2 > 2.5099
## PC3 <= -1.894699
## PC13 <= 6.92457
## PC18 <= 2.129967
## PC24 > 0.8517534
## PC43 <= 0.1100355
## PC47 > 0.7839843
## PC79 <= 0.5441294
## -> class 0\|2 [0.959]
##
## Rule 54/34: (21.2, lift 9.2)
## PC4 <= -6.916792
## PC18 <= -0.4683644
## PC66 > 0.897558
## -> class 0\|2 [0.957]
##
## Rule 54/35: (51/1.3, lift 9.2)
## PC2 > 2.5099
## PC3 <= -1.894699
## PC12 > -1.535334
## PC12 <= 1.543454
## PC18 > -0.4683644
## PC18 <= 0.753468
## PC43 > 0.1100355
## PC43 <= 1.800024
## PC79 <= 0.5441294
## PC81 <= 1.427238
## -> class 0\|2 [0.957]
##
## Rule 54/36: (33.8/0.6, lift 9.2)
## PC2 > 2.5099
## PC10 > -4.57136
## PC15 > -0.3012545
## PC16 > 0.4694484
## PC20 <= -2.71062
## PC45 <= 1.471491
## PC74 > -0.01159385
## PC80 <= 0.4906631
## PC89 > -0.1944822
## -> class 0\|2 [0.955]
##
## Rule 54/37: (47.1/1.3, lift 9.2)
## PC2 > 2.5099
## PC3 <= -1.894699
## PC12 > -1.535334
## PC12 <= 1.543454
## PC18 > -0.4683644
## PC18 <= 0.753468
## PC24 > 0.8517534
## PC88 <= 0.04112835
## -> class 0\|2 [0.954]
##
## Rule 54/38: (17.8, lift 9.1)
## PC2 > 2.5099
## PC3 > -1.894699
## PC3 <= 1.640775
## PC10 > -0.7958415
## PC18 > -0.4683644
## PC18 <= 2.129967
## -> class 0\|2 [0.950]
##
## Rule 54/39: (90.9/4.1, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.1629577
## PC12 <= 1.543454
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC25 > -1.263965
## PC40 <= -1.264584
## PC43 > 0.5304689
## PC43 <= 1.800024
## -> class 0\|2 [0.945]
##
## Rule 54/40: (18.5/0.4, lift 9.0)
## PC7 > -0.7696513
## PC18 <= -0.4683644
## PC20 <= -2.71062
## PC63 <= 1.031669
## PC80 > 0.4906631
## PC89 > -0.1944822
## -> class 0\|2 [0.933]
##
## Rule 54/41: (90.2/6, lift 8.9)
## PC2 > 2.5099
## PC3 <= -1.894699
## PC12 <= 1.543454
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC34 <= 0.2791902
## PC40 > -1.264584
## PC79 > 0.5441294
## -> class 0\|2 [0.924]
##
## Rule 54/42: (9.2/0.2, lift 8.6)
## PC15 > -0.3012545
## PC18 <= -0.4683644
## PC20 <= -2.71062
## PC63 <= 1.031669
## PC84 <= -0.7205543
## PC89 > -0.1944822
## -> class 0\|2 [0.893]
##
## Rule 54/43: (7.4, lift 8.6)
## PC1 > -0.444371
## PC2 > 2.5099
## PC15 > -0.3012545
## PC18 <= -0.4683644
## PC20 <= -2.71062
## -> class 0\|2 [0.893]
##
## Rule 54/44: (34.3/3.1, lift 8.5)
## PC3 <= -1.894699
## PC12 <= 1.543454
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC42 > -3.974739
## PC43 <= 1.800024
## PC59 <= -2.991374
## PC81 <= 1.427238
## -> class 0\|2 [0.887]
##
## Rule 54/45: (52.9/6.8, lift 8.3)
## PC7 > -0.7696513
## PC15 > -0.3012545
## PC18 <= -0.4683644
## PC20 <= -2.71062
## PC63 <= 1.031669
## PC89 <= -0.1944822
## -> class 0\|2 [0.858]
##
## Rule 54/46: (8.9/0.8, lift 8.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC20 > -2.71062
## PC43 > 0.8157452
## PC54 <= -0.6579261
## PC100 <= -0.03443519
## -> class 0\|2 [0.836]
##
## Rule 54/47: (12.8/1.6, lift 7.9)
## PC15 > -0.3012545
## PC18 <= -0.4683644
## PC20 <= -2.71062
## PC45 > 1.471491
## PC63 <= 1.031669
## -> class 0\|2 [0.821]
##
## Rule 54/48: (4.3/0.1, lift 7.9)
## PC2 > 2.5099
## PC6 > 0.1697944
## PC15 > -0.3012545
## PC20 <= -2.71062
## -> class 0\|2 [0.819]
##
## Rule 54/49: (9.3/1.5, lift 7.5)
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 > -2.430627
## PC18 <= -0.4683644
## PC92 > 0.6652916
## -> class 0\|2 [0.778]
##
## Rule 54/50: (245.7/77, lift 6.6)
## PC2 > 2.5099
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC32 > 0.8979535
## PC38 <= 1.342233
## PC72 > -0.9728721
## PC74 <= 0.7841548
## -> class 0\|2 [0.685]
##
## Rule 54/51: (8098/6025.1, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.256]
##
## Rule 54/52: (145.7, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC29 > -4.281846
## PC58 <= 2.732408
## PC66 > -4.692316
## PC74 > 0.7841548
## -> class 0\|3 [0.993]
##
## Rule 54/53: (113.3, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.83144
## PC7 > -0.7696513
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC29 > -4.281846
## PC38 > -1.328534
## PC66 > -4.692316
## PC93 > 0.9565344
## -> class 0\|3 [0.991]
##
## Rule 54/54: (91.4, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC38 > 1.342233
## -> class 0\|3 [0.989]
##
## Rule 54/55: (80.2, lift 11.0)
## PC2 > 2.5099
## PC4 > -7.83144
## PC8 <= -0.02650097
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC32 > 0.8979535
## PC36 > -2.636861
## -> class 0\|3 [0.988]
##
## Rule 54/56: (85.5/0.1, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC66 > -4.692316
## PC72 <= -0.9728721
## -> class 0\|3 [0.987]
##
## Rule 54/57: (51.2, lift 11.0)
## PC4 > -7.83144
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC28 > 0.4673133
## PC32 > 0.8979535
## PC36 > -2.636861
## PC38 > -1.328534
## -> class 0\|3 [0.981]
##
## Rule 54/58: (51.8, lift 11.0)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC80 <= -2.879315
## -> class 0\|3 [0.981]
##
## Rule 54/59: (90.7/0.8, lift 11.0)
## PC7 > -0.3993256
## PC13 > 6.92457
## PC18 > -0.4683644
## PC28 > 0.2764888
## PC47 > -0.8154143
## PC65 > -0.4597442
## PC93 > -0.3378307
## -> class 0\|3 [0.980]
##
## Rule 54/60: (40.8, lift 10.9)
## PC3 <= 1.640775
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC58 > 2.732408
## PC90 > 0.2054336
## PC93 > -3.605738
## -> class 0\|3 [0.977]
##
## Rule 54/61: (39.2, lift 10.9)
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC56 <= -7.906567
## -> class 0\|3 [0.976]
##
## Rule 54/62: (37.9, lift 10.9)
## PC2 > 2.5099
## PC7 > -0.7696513
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC43 > 1.759509
## PC66 > -4.692316
## -> class 0\|3 [0.975]
##
## Rule 54/63: (191.9/4.1, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.916792
## PC8 <= 0.1142038
## PC10 > -1.301925
## PC15 <= -0.3012545
## PC18 <= -0.632102
## PC32 <= 0.8979535
## PC49 <= 0.9426984
## PC60 <= 0.6176429
## PC69 > -3.938603
## PC71 <= 0.9832113
## PC77 > -0.1312941
## PC81 <= 0.806196
## PC93 > -1.635361
## -> class 0\|3 [0.974]
##
## Rule 54/64: (32.6, lift 10.9)
## PC2 > 2.5099
## PC12 <= -1.535334
## PC38 > 2.743107
## PC43 <= 1.800024
## -> class 0\|3 [0.971]
##
## Rule 54/65: (27.3, lift 10.8)
## PC1 > -0.6518905
## PC3 <= 1.640775
## PC15 > -0.3012545
## PC18 <= -0.4683644
## PC20 > -2.71062
## PC54 > -0.6579261
## PC55 <= 0.2407464
## PC91 <= -0.6923494
## -> class 0\|3 [0.966]
##
## Rule 54/66: (25.9, lift 10.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC29 > -4.281846
## PC32 > 0.8979535
## PC46 <= -0.7940637
## -> class 0\|3 [0.964]
##
## Rule 54/67: (17.3, lift 10.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC16 > 0.7936247
## PC18 > -0.4683644
## PC43 > 1.800024
## -> class 0\|3 [0.948]
##
## Rule 54/68: (16.4, lift 10.6)
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 <= -2.430627
## PC33 <= -1.425962
## -> class 0\|3 [0.946]
##
## Rule 54/69: (443.2/25.4, lift 10.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.916792
## PC10 > -2.678297
## PC15 <= -0.3012545
## PC18 <= -0.632102
## PC32 <= 0.8979535
## PC38 > -1.328534
## PC40 > -2.341466
## PC58 <= 2.732408
## PC66 > -4.692316
## PC69 > -3.938603
## PC77 <= -0.1312941
## PC93 > -3.605738
## -> class 0\|3 [0.941]
##
## Rule 54/70: (24/0.9, lift 10.4)
## PC2 > 2.5099
## PC7 > -0.7696513
## PC11 <= -0.03689899
## PC15 > -0.3012545
## PC18 <= -0.4683644
## PC54 > -0.6579261
## -> class 0\|3 [0.927]
##
## Rule 54/71: (38.2/1.9, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC42 <= -3.974739
## -> class 0\|3 [0.927]
##
## Rule 54/72: (24.9/1.2, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC15 > -0.3012545
## PC17 <= -2.720849
## PC20 > -2.71062
## -> class 0\|3 [0.919]
##
## Rule 54/73: (24.3/1.5, lift 10.1)
## PC7 <= -0.7696513
## PC18 <= -2.430627
## PC22 > 1.601186
## PC58 <= 2.474154
## -> class 0\|3 [0.904]
##
## Rule 54/74: (8.2, lift 10.1)
## PC13 > 6.92457
## PC38 <= -3.125318
## PC65 <= -0.4597442
## -> class 0\|3 [0.902]
##
## Rule 54/75: (149.1/14.9, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC17 > -2.720849
## PC18 <= -0.4683644
## PC28 > -1.019413
## PC54 <= -0.6579261
## PC63 <= 1.031669
## PC68 <= 0.5656767
## PC100 <= -0.03443519
## -> class 0\|3 [0.895]
##
## Rule 54/76: (6.8, lift 9.9)
## PC15 > -0.3012545
## PC18 <= -0.4683644
## PC20 > -2.71062
## PC28 > 3.778366
## PC54 > -0.6579261
## -> class 0\|3 [0.886]
##
## Rule 54/77: (52.7/6.8, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > -2.720849
## PC18 <= -0.4683644
## PC22 <= -2.321789
## PC55 <= 0.2407464
## -> class 0\|3 [0.858]
##
## Rule 54/78: (85.5/12.2, lift 9.5)
## PC4 > -7.83144
## PC4 <= -6.916792
## PC7 > -0.7696513
## PC10 > -2.678297
## PC15 <= -0.3012545
## PC18 <= -0.4683644
## PC32 <= 0.8979535
## PC38 > -1.328534
## PC40 > -2.341466
## PC66 <= 0.897558
## PC87 <= 0.1267545
## PC96 > -0.5272259
## -> class 0\|3 [0.849]
##
## Rule 54/79: (18.4/2.2, lift 9.4)
## PC4 <= -7.83144
## PC15 <= -0.3012545
## PC31 > -0.08959482
## PC40 > -2.341466
## PC58 <= 2.732408
## -> class 0\|3 [0.842]
##
## Rule 54/80: (13.4/2.1, lift 8.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > 1.543454
## PC13 <= 6.92457
## PC18 > -0.4683644
## PC18 <= 2.129967
## PC43 <= 1.800024
## -> class 0\|3 [0.796]
##
## Rule 54/81: (541/113.5, lift 8.8)
## PC7 > -0.7696513
## PC10 > -6.299334
## PC18 <= -0.4683644
## PC20 <= -2.71062
## PC63 <= 1.031669
## -> class 0\|3 [0.789]
##
## Rule 54/82: (12.8/4.4, lift 7.1)
## PC7 <= -0.7696513
## PC18 <= -0.4683644
## PC85 <= -2.089015
## -> class 0\|3 [0.636]
##
## Rule 54/83: (61, lift 18.3)
## PC2 <= 2.5099
## PC3 > 6.929032
## PC25 > 0.6703465
## -> class 1\|0 [0.984]
##
## Rule 54/84: (61.4/0.2, lift 18.3)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC9 > -0.1601986
## PC12 <= 2.673064
## PC19 > -1.336973
## PC21 <= 1.737025
## PC96 > 0.2893303
## -> class 1\|0 [0.982]
##
## Rule 54/85: (146.5/2.4, lift 18.2)
## PC2 > 2.5099
## PC8 > -3.622398
## PC14 > -0.1106345
## PC16 <= -0.8879908
## PC18 <= 0.7362046
## PC21 > -0.1779146
## PC27 <= 0.64168
## PC33 > -0.5413352
## PC38 > -0.3322047
## PC39 > -0.09693813
## PC41 > 0.1744203
## PC42 > -1.179407
## PC45 <= -0.1469328
## PC64 > 0.5381621
## PC73 <= 0.3521679
## PC77 <= 0.7041603
## PC92 <= 0.5479771
## PC100 > -0.8058769
## -> class 1\|0 [0.977]
##
## Rule 54/86: (440.5/12, lift 18.1)
## PC6 <= 7.471952
## PC9 > -0.09433286
## PC11 <= 1.249153
## PC12 > 2.673064
## PC16 <= 2.614301
## PC17 > 0.4221847
## PC21 > -0.871241
## -> class 1\|0 [0.971]
##
## Rule 54/87: (219.2/14.2, lift 17.3)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC6 <= 3.641865
## PC9 > -0.1601986
## PC19 > -1.336973
## PC21 <= 1.737025
## PC51 <= 0.4237113
## PC68 <= 1.034019
## PC82 > -0.4209382
## -> class 1\|0 [0.931]
##
## Rule 54/88: (209.8/15.7, lift 17.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC14 > -0.1106345
## PC15 > 1.35974
## PC21 > -0.1779146
## PC33 > -0.5413352
## PC39 > -0.09693813
## PC83 > -0.4309384
## PC86 <= 0.5552485
## PC94 <= 0.1063389
## -> class 1\|0 [0.921]
##
## Rule 54/89: (411.2/34, lift 17.0)
## PC1 > -0.3062993
## PC6 <= 7.471952
## PC9 > -0.09433286
## PC12 > 2.673064
## PC21 > -0.871241
## PC68 > -1.211164
## PC98 <= 0.05169337
## -> class 1\|0 [0.915]
##
## Rule 54/90: (7/0.4, lift 15.8)
## PC1 > -0.2019541
## PC3 <= 0.7432103
## PC6 > 3.641865
## PC8 > 0.8120257
## PC12 <= 2.673064
## PC19 > -1.336973
## -> class 1\|0 [0.849]
##
## Rule 54/91: (46.7/7.6, lift 15.3)
## PC3 > 0.7432103
## PC31 <= -0.02163382
## PC48 > 0.6985834
## PC61 > -0.7022358
## PC89 > 0.166173
## -> class 1\|0 [0.823]
##
## Rule 54/92: (5.7/0.7, lift 14.5)
## PC3 > 0.7432103
## PC16 <= 2.756547
## PC32 <= 0.4811479
## PC46 > 1.406971
## PC57 > 0.1281978
## -> class 1\|0 [0.780]
##
## Rule 54/93: (166.6/82.9, lift 9.4)
## PC1 > -0.3062993
## PC1 <= -0.2019541
## PC12 <= 0.028365
## PC100 > -0.2614013
## -> class 1\|0 [0.502]
##
## Rule 54/94: (158.7, lift 16.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC86 > 0.5552485
## -> class 1\|1 [0.994]
##
## Rule 54/95: (136.1, lift 16.3)
## PC1 > -0.3062993
## PC12 > 2.673064
## PC21 <= -0.871241
## PC32 <= 1.907613
## -> class 1\|1 [0.993]
##
## Rule 54/96: (119, lift 16.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 1.35974
## PC16 <= -0.8879908
## PC64 <= 0.5381621
## -> class 1\|1 [0.992]
##
## Rule 54/97: (105.3, lift 16.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 1.35974
## PC16 <= -0.8879908
## PC41 <= 0.1744203
## -> class 1\|1 [0.991]
##
## Rule 54/98: (85, lift 16.2)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC6 > 3.641865
## PC8 <= 0.8120257
## PC9 > -0.1601986
## PC12 <= 2.673064
## PC19 > -1.336973
## PC96 <= 0.2893303
## PC98 <= 0.2931648
## -> class 1\|1 [0.989]
##
## Rule 54/99: (62.7, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 1.35974
## PC16 <= -0.8879908
## PC45 > -0.1469328
## -> class 1\|1 [0.985]
##
## Rule 54/100: (81.5/0.4, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 1.26344
## PC49 <= 0.1963117
## PC51 > -0.7561268
## PC98 > 0.3082755
## -> class 1\|1 [0.983]
##
## Rule 54/101: (128.8/1.3, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC21 <= -0.1779146
## -> class 1\|1 [0.982]
##
## Rule 54/102: (54.2, lift 16.1)
## PC3 > 1.640775
## PC14 <= -0.1106345
## PC16 <= -0.8879908
## PC39 > -0.09693813
## PC100 > -0.8058769
## -> class 1\|1 [0.982]
##
## Rule 54/103: (44.9, lift 16.0)
## PC3 > 0.7432103
## PC48 > 0.6985834
## PC61 > -0.7022358
## PC89 <= 0.166173
## -> class 1\|1 [0.979]
##
## Rule 54/104: (42.2, lift 16.0)
## PC1 > -0.3062993
## PC9 > -0.09433286
## PC11 > 1.249153
## PC12 > 2.673064
## -> class 1\|1 [0.977]
##
## Rule 54/105: (132.5/2.1, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC94 > 0.1063389
## -> class 1\|1 [0.977]
##
## Rule 54/106: (40.7, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC27 > 0.64168
## -> class 1\|1 [0.977]
##
## Rule 54/107: (39.6, lift 16.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC33 <= -0.5413352
## -> class 1\|1 [0.976]
##
## Rule 54/108: (33.9, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 1.26344
## PC49 > 0.1963117
## PC51 > -0.7561268
## -> class 1\|1 [0.972]
##
## Rule 54/109: (37.1/0.1, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC39 <= -0.09693813
## -> class 1\|1 [0.971]
##
## Rule 54/110: (141.3/3.4, lift 15.9)
## PC6 > 7.471952
## PC12 > 2.673064
## -> class 1\|1 [0.970]
##
## Rule 54/111: (29, lift 15.9)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC8 <= 1.393076
## PC18 > 0.1652419
## PC19 <= -1.336973
## PC82 <= 0.5654639
## -> class 1\|1 [0.968]
##
## Rule 54/112: (97.6/2.5, lift 15.8)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC38 > -0.3322047
## PC39 > -0.09693813
## PC73 > 0.3521679
## PC92 <= 0.5479771
## -> class 1\|1 [0.965]
##
## Rule 54/113: (33.2/0.3, lift 15.8)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC6 <= 7.471952
## PC12 > 2.673064
## PC17 <= 0.4221847
## PC98 > 0.05169337
## -> class 1\|1 [0.963]
##
## Rule 54/114: (23.1, lift 15.7)
## PC2 > 2.5099
## PC8 <= -3.622398
## PC16 <= -0.8879908
## -> class 1\|1 [0.960]
##
## Rule 54/115: (20.6, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC77 > 0.7041603
## -> class 1\|1 [0.956]
##
## Rule 54/116: (18, lift 15.6)
## PC1 > 11.43547
## PC8 > -4.616251
## PC8 <= -0.8079172
## PC9 <= -0.1601986
## PC19 > -1.336973
## -> class 1\|1 [0.950]
##
## Rule 54/117: (18, lift 15.6)
## PC1 > -0.2019541
## PC3 <= 0.7432103
## PC8 > -4.616251
## PC9 <= -0.1601986
## PC19 > -1.336973
## PC86 > 0.6583086
## -> class 1\|1 [0.950]
##
## Rule 54/118: (17.9, lift 15.6)
## PC3 > 1.640775
## PC15 <= 1.35974
## PC16 <= -0.8879908
## PC18 > 0.7362046
## -> class 1\|1 [0.950]
##
## Rule 54/119: (17.3, lift 15.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC83 <= -0.4309384
## -> class 1\|1 [0.948]
##
## Rule 54/120: (25.7/0.9, lift 15.3)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC9 > -0.1601986
## PC12 <= 2.673064
## PC19 > -1.336973
## PC51 > 0.4237113
## -> class 1\|1 [0.932]
##
## Rule 54/121: (11.9, lift 15.2)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 1.26344
## PC51 > -0.7561268
## PC97 > 1.528132
## -> class 1\|1 [0.928]
##
## Rule 54/122: (16.3/0.4, lift 15.2)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 > -4.616251
## PC82 <= -0.4209382
## -> class 1\|1 [0.926]
##
## Rule 54/123: (22.5/0.9, lift 15.2)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC6 <= -3.131424
## PC8 <= 1.393076
## PC19 <= -1.336973
## PC82 <= 0.5654639
## PC99 > -1.757283
## -> class 1\|1 [0.924]
##
## Rule 54/124: (11.2, lift 15.2)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC9 > -0.1601986
## PC12 <= 2.673064
## PC19 > -1.336973
## PC23 <= 2.17248
## PC68 > 1.034019
## -> class 1\|1 [0.924]
##
## Rule 54/125: (45/2.6, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC38 <= -0.3322047
## PC92 <= 0.5479771
## -> class 1\|1 [0.924]
##
## Rule 54/126: (10.3, lift 15.1)
## PC1 > -0.3062993
## PC8 <= 1.393076
## PC12 > 1.93786
## PC19 <= -1.336973
## -> class 1\|1 [0.919]
##
## Rule 54/127: (61.8/5.1, lift 14.8)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC3 <= 0.8779221
## PC19 > -1.460245
## -> class 1\|1 [0.904]
##
## Rule 54/128: (58/4.8, lift 14.8)
## PC2 <= 2.5099
## PC3 > 6.929032
## PC17 <= -0.6274766
## -> class 1\|1 [0.904]
##
## Rule 54/129: (29.4/2.8, lift 14.4)
## PC2 <= 2.5099
## PC3 > 6.929032
## PC82 <= -0.7688722
## -> class 1\|1 [0.878]
##
## Rule 54/130: (33.3/3.4, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC100 <= -0.8058769
## -> class 1\|1 [0.875]
##
## Rule 54/131: (22.8/2.2, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC92 > 0.5479771
## -> class 1\|1 [0.872]
##
## Rule 54/132: (5.3, lift 14.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 1.35974
## PC16 <= -0.8879908
## PC42 <= -1.179407
## -> class 1\|1 [0.863]
##
## Rule 54/133: (14.7/2, lift 13.4)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC8 <= 1.393076
## PC19 <= -1.336973
## PC82 <= 0.5654639
## PC99 <= -1.757283
## -> class 1\|1 [0.818]
##
## Rule 54/134: (16.6/2.4, lift 13.4)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC4 > 0.9132453
## -> class 1\|1 [0.817]
##
## Rule 54/135: (192.5/42, lift 12.8)
## PC3 > 0.7432103
## PC4 <= 0.9132453
## PC12 <= 2.673064
## PC16 <= 2.756547
## PC32 <= 0.4811479
## PC46 > 1.406971
## -> class 1\|1 [0.779]
##
## Rule 54/136: (77.4/17.6, lift 12.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8879908
## PC16 <= 1.26344
## PC38 <= -0.00330259
## PC51 > -0.7561268
## -> class 1\|1 [0.766]
##
## Rule 54/137: (25.9/12.6, lift 8.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 > 0.4500062
## PC8 > -0.2273773
## -> class 1\|1 [0.514]
##
## Rule 54/138: (118.2, lift 15.6)
## PC2 <= 2.5099
## PC3 > 6.929032
## PC12 <= 2.673064
## PC17 > -0.6274766
## PC25 <= 0.6703465
## PC82 > -0.7688722
## -> class 1\|2 [0.992]
##
## Rule 54/139: (155.2/0.7, lift 15.6)
## PC1 > 6.280995
## PC3 <= 0.7432103
## PC6 > -3.131424
## PC12 <= 1.93786
## PC18 <= 0.1652419
## PC19 <= -1.336973
## PC79 <= 0.4797541
## PC82 <= 0.5654639
## PC99 > -1.757283
## -> class 1\|2 [0.989]
##
## Rule 54/140: (91.9, lift 15.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 1.26344
## PC51 > -0.7561268
## -> class 1\|2 [0.989]
##
## Rule 54/141: (47.6, lift 15.4)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC6 > 3.641865
## PC98 > 0.2931648
## -> class 1\|2 [0.980]
##
## Rule 54/142: (39.6, lift 15.4)
## PC1 > -0.3062993
## PC1 <= 6.280995
## PC3 <= 0.7432103
## PC6 > -3.131424
## PC8 <= 1.393076
## PC12 <= 1.93786
## PC14 <= 0.7324552
## PC19 <= -1.336973
## -> class 1\|2 [0.976]
##
## Rule 54/143: (36.1, lift 15.3)
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC12 <= 2.673064
## PC46 <= 1.406971
## PC59 <= -1.30017
## PC70 <= 0.7989666
## -> class 1\|2 [0.974]
##
## Rule 54/144: (89.9/1.9, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8879908
## PC38 > -0.00330259
## PC49 <= 0.1963117
## PC51 > -0.7561268
## PC97 <= 1.528132
## PC98 <= 0.3082755
## -> class 1\|2 [0.969]
##
## Rule 54/145: (247.8/8.4, lift 15.2)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC3 > 0.8779221
## PC3 <= 6.929032
## PC4 <= 0.9132453
## PC12 <= 2.673064
## PC13 <= 0.05598802
## PC14 <= 0.68241
## PC15 <= 3.904684
## PC37 > -1.43737
## PC46 <= 1.406971
## PC65 <= 0.2479686
## PC75 <= 1.649806
## PC80 <= 0.8678457
## -> class 1\|2 [0.962]
##
## Rule 54/146: (21.8, lift 15.1)
## PC1 > -0.2019541
## PC3 > 0.7432103
## PC48 > 0.6985834
## PC61 <= -0.7022358
## -> class 1\|2 [0.958]
##
## Rule 54/147: (124.1/6.4, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC11 > -0.1249854
## PC15 > -1.599951
## PC16 > -0.8879908
## PC51 <= -0.7561268
## PC93 > -0.5845286
## -> class 1\|2 [0.941]
##
## Rule 54/148: (45.8/2.1, lift 14.7)
## PC2 <= 2.5099
## PC3 > 0.8779221
## PC12 <= 2.673064
## PC37 <= -1.43737
## PC48 <= 0.6985834
## -> class 1\|2 [0.935]
##
## Rule 54/149: (113.8/7.8, lift 14.6)
## PC2 <= 2.5099
## PC3 > 0.8779221
## PC12 <= 2.673064
## PC46 <= 1.406971
## PC70 <= 0.7989666
## PC80 > 0.8678457
## -> class 1\|2 [0.924]
##
## Rule 54/150: (9.6, lift 14.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC12 <= 5.58542
## PC15 > 3.946699
## PC37 > 0.5041375
## -> class 1\|2 [0.914]
##
## Rule 54/151: (65.3/4.9, lift 14.4)
## PC2 <= 2.5099
## PC4 <= 0.9132453
## PC7 <= -5.425717
## PC14 <= 0.68241
## PC46 <= 1.406971
## PC48 <= 0.6985834
## PC80 <= 0.8678457
## -> class 1\|2 [0.912]
##
## Rule 54/152: (9, lift 14.3)
## PC1 > -0.3062993
## PC8 > -4.616251
## PC14 <= 0.68241
## PC53 > 0.9386595
## PC65 > 0.2479686
## -> class 1\|2 [0.909]
##
## Rule 54/153: (8.9, lift 14.3)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC14 <= 0.68241
## PC46 <= 1.406971
## PC65 > 0.2479686
## PC81 <= -0.7326643
## -> class 1\|2 [0.908]
##
## Rule 54/154: (6, lift 13.8)
## PC1 > -0.3062993
## PC9 > -0.09433286
## PC12 > 2.673064
## PC16 > 2.614301
## PC21 > -0.871241
## PC68 > -1.211164
## -> class 1\|2 [0.874]
##
## Rule 54/155: (99.3/15.9, lift 13.1)
## PC3 > 0.8779221
## PC12 <= 2.673064
## PC14 <= 0.68241
## PC46 <= 1.406971
## PC59 <= -0.9888341
## PC81 > -0.7326643
## -> class 1\|2 [0.833]
##
## Rule 54/156: (150/38.5, lift 11.7)
## PC2 <= 2.5099
## PC3 > 0.8779221
## PC3 <= 6.929032
## PC12 <= 2.673064
## PC16 <= 2.756547
## PC46 > 1.406971
## PC48 <= 0.6985834
## -> class 1\|2 [0.740]
##
## Rule 54/157: (40.6/15.9, lift 9.5)
## PC1 > -0.3062993
## PC3 > 0.7432103
## PC3 <= 0.8779221
## PC19 <= -1.460245
## -> class 1\|2 [0.603]
##
## Rule 54/158: (1272.1/728.2, lift 6.7)
## PC1 > -0.3062993
## PC16 > 1.854122
## -> class 1\|2 [0.428]
##
## Rule 54/159: (258.6/2.2, lift 15.0)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > 0.7432103
## PC14 > 0.68241
## PC37 > -1.43737
## PC46 <= 1.406971
## PC59 > -1.30017
## PC68 <= 0.7558922
## PC80 <= 0.8678457
## -> class 1\|3 [0.988]
##
## Rule 54/160: (96.3/0.7, lift 14.9)
## PC3 > 0.7432103
## PC3 <= 6.929032
## PC15 > 3.904684
## PC46 <= 1.406971
## PC65 <= 0.2479686
## PC80 <= 0.8678457
## -> class 1\|3 [0.983]
##
## Rule 54/161: (57.5/0.2, lift 14.9)
## PC3 > 0.8779221
## PC3 <= 6.929032
## PC4 <= 0.9132453
## PC13 > 0.05598802
## PC37 > -1.43737
## PC46 <= 1.406971
## PC59 > -1.30017
## PC65 <= 0.2479686
## PC80 <= 0.8678457
## -> class 1\|3 [0.981]
##
## Rule 54/162: (79.9/1.1, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= -1.599951
## PC51 <= -0.7561268
## PC60 > -0.9794026
## -> class 1\|3 [0.974]
##
## Rule 54/163: (21.2, lift 14.5)
## PC1 > -0.3062993
## PC7 > -5.425717
## PC48 <= 0.6985834
## PC55 > 0.3612134
## PC59 > -1.30017
## PC65 > 0.2479686
## PC96 > 1.06368
## -> class 1\|3 [0.957]
##
## Rule 54/164: (15.5, lift 14.3)
## PC1 > -0.3062993
## PC19 <= -1.336973
## PC79 > 0.4797541
## PC82 <= 0.5654639
## -> class 1\|3 [0.943]
##
## Rule 54/165: (239.9/14.6, lift 14.2)
## PC1 > -0.2019541
## PC1 <= 6.280995
## PC14 > 0.7324552
## PC19 <= -1.336973
## PC82 <= 0.5654639
## -> class 1\|3 [0.935]
##
## Rule 54/166: (313.6/19.7, lift 14.2)
## PC2 <= 2.5099
## PC3 > 0.8779221
## PC3 <= 6.929032
## PC4 <= 0.9132453
## PC7 > -5.425717
## PC14 <= 0.68241
## PC46 <= 1.406971
## PC48 <= 0.6985834
## PC53 <= 0.9386595
## PC55 <= 0.3612134
## PC59 > -0.9888341
## PC65 > 0.2479686
## PC70 <= 0.7989666
## PC81 > -0.7326643
## PC92 > -0.4374368
## -> class 1\|3 [0.934]
##
## Rule 54/167: (62.9/5.1, lift 13.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC51 <= -0.7561268
## PC93 <= -0.5845286
## -> class 1\|3 [0.907]
##
## Rule 54/168: (8, lift 13.6)
## PC1 > -0.3062993
## PC12 > 2.673064
## PC21 > -0.871241
## PC68 <= -1.211164
## -> class 1\|3 [0.900]
##
## Rule 54/169: (29/2.7, lift 13.4)
## PC3 > 0.7432103
## PC16 > 2.756547
## PC46 > 1.406971
## -> class 1\|3 [0.881]
##
## Rule 54/170: (103.3/13.7, lift 13.0)
## PC1 > 1.379516
## PC3 > 0.8779221
## PC3 <= 6.929032
## PC7 > -5.425717
## PC37 > -1.43737
## PC46 <= 1.406971
## PC48 <= 0.6985834
## PC59 > -1.30017
## PC65 > 0.2479686
## -> class 1\|3 [0.860]
##
## Rule 54/171: (5.1, lift 13.0)
## PC3 > 0.7432103
## PC31 > -0.02163382
## PC48 > 0.6985834
## PC61 > -0.7022358
## -> class 1\|3 [0.859]
##
## Rule 54/172: (8.3/0.8, lift 12.4)
## PC1 > -0.3062993
## PC1 <= -0.2019541
## PC12 > 0.028365
## PC34 > -0.2005687
## PC100 > -0.2614013
## -> class 1\|3 [0.821]
##
## Rule 54/173: (11.3/2.9, lift 10.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC11 <= -0.1249854
## PC16 > -0.8879908
## PC51 <= -0.7561268
## -> class 1\|3 [0.706]
##
## Rule 54/174: (17.7/6.8, lift 9.1)
## PC1 > -0.3062993
## PC3 <= 6.929032
## PC4 <= 0.9132453
## PC46 <= 1.406971
## PC48 <= 0.6985834
## PC70 > 0.7989666
## -> class 1\|3 [0.603]
##
## Rule 54/175: (64.6, lift 13.0)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC8 > 1.393076
## PC19 <= -1.336973
## PC44 > -0.6110656
## -> class 2\|0 [0.985]
##
## Rule 54/176: (410.4/7.2, lift 13.0)
## PC8 > 1.277736
## PC11 > -0.9337804
## PC15 <= 1.804218
## PC19 <= -0.1051269
## PC20 <= 0.1357512
## PC22 <= 0.9206888
## PC25 <= 0.2649227
## PC28 <= 0.1391531
## PC46 <= 1.604295
## PC60 > -0.3873945
## PC62 <= 0.9697842
## PC70 <= 0.06223076
## PC71 <= 0.8223667
## PC95 > -0.4990022
## PC96 > -0.3563694
## -> class 2\|0 [0.980]
##
## Rule 54/177: (42.3, lift 12.9)
## PC1 <= -0.3062993
## PC8 > 1.277736
## PC15 <= 2.635274
## PC20 <= 0.1357512
## PC44 <= 2.230766
## PC46 <= 1.604295
## PC60 > -0.3873945
## PC78 > 0.6256552
## PC96 > -0.3563694
## -> class 2\|0 [0.977]
##
## Rule 54/178: (100.4/2.3, lift 12.8)
## PC8 > -0.2273773
## PC11 > -0.9337804
## PC21 > 2.500081
## PC22 <= 0.7320785
## PC80 <= 1.007321
## PC96 > -0.3563694
## -> class 2\|0 [0.968]
##
## Rule 54/179: (7.6, lift 11.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC4 > -0.4762218
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC21 <= -0.2930273
## PC44 > 0.6021686
## PC62 > -1.116558
## -> class 2\|0 [0.896]
##
## Rule 54/180: (20.7/1.6, lift 11.7)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC8 > -0.8079172
## PC9 <= -0.1601986
## PC33 <= -0.006961339
## PC38 <= -0.03637125
## PC78 <= 0.2821145
## PC86 <= 0.6583086
## -> class 2\|0 [0.885]
##
## Rule 54/181: (14.5/2.6, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC62 <= -1.116558
## PC93 > 0.4616581
## -> class 2\|0 [0.782]
##
## Rule 54/182: (986.3/451.6, lift 7.2)
## PC1 > -0.3062993
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC12 > 0.028365
## PC34 <= -0.2005687
## PC100 > -0.2614013
## -> class 2\|0 [0.542]
##
## Rule 54/183: (3004.6/2114.5, lift 3.9)
## PC8 > 1.277736
## PC96 > -0.3563694
## -> class 2\|0 [0.296]
##
## Rule 54/184: (75.2, lift 10.5)
## PC3 <= 0.4500062
## PC8 > 1.277736
## PC15 <= 1.804218
## PC19 > -0.1051269
## PC20 <= 0.1357512
## PC21 <= 1.466557
## PC70 <= 0.06223076
## -> class 2\|1 [0.987]
##
## Rule 54/185: (75.5/0.1, lift 10.5)
## PC1 <= -0.3062993
## PC8 > 1.277736
## PC46 > 1.604295
## -> class 2\|1 [0.986]
##
## Rule 54/186: (61.8, lift 10.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC12 > 5.58542
## -> class 2\|1 [0.984]
##
## Rule 54/187: (42.5, lift 10.4)
## PC2 > -1.934819
## PC2 <= -1.025067
## PC3 > -1.969858
## PC6 <= 1.433258
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC60 <= 1.104911
## PC73 <= 0.1819701
## -> class 2\|1 [0.978]
##
## Rule 54/188: (167.1/2.6, lift 10.5)
## PC3 <= 0.4500062
## PC8 > 1.277736
## PC11 <= -0.9337804
## PC20 <= 0.1357512
## PC96 > -0.3563694
## -> class 2\|1 [0.978]
##
## Rule 54/189: (54.2/0.3, lift 10.4)
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC31 > -0.9800549
## PC44 <= 0.6021686
## PC76 > -0.3166705
## PC87 <= -0.8417074
## -> class 2\|1 [0.978]
##
## Rule 54/190: (133.8/2.1, lift 10.4)
## PC2 <= -1.025067
## PC6 <= 1.433258
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC9 > -2.409079
## PC11 > -1.980569
## PC24 <= 0.230838
## PC44 <= 0.6021686
## PC45 > 0.0393493
## PC52 > -0.07322823
## PC55 <= 0.6944523
## PC60 <= 1.104911
## PC66 <= 0.5666859
## PC73 <= 0.1819701
## PC74 > -0.886155
## PC89 <= 0.397957
## PC93 > -0.2567859
## -> class 2\|1 [0.977]
##
## Rule 54/191: (39.8, lift 10.4)
## PC2 <= 2.5099
## PC3 > -1.969858
## PC3 <= 0.4500062
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC54 <= 0.4633507
## PC56 > -0.3967071
## PC62 <= -1.116558
## PC93 <= 0.4616581
## -> class 2\|1 [0.976]
##
## Rule 54/192: (125.2/2.4, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.277736
## PC60 > -0.3873945
## PC64 > -0.1618118
## PC68 <= 1.182223
## PC70 > 0.06223076
## PC78 <= 0.6256552
## -> class 2\|1 [0.974]
##
## Rule 54/193: (37.1, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC31 > -0.9800549
## PC48 <= -0.8573541
## PC88 > -0.3678097
## -> class 2\|1 [0.974]
##
## Rule 54/194: (33.8, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC28 <= -0.1979612
## -> class 2\|1 [0.972]
##
## Rule 54/195: (31.1, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC6 <= 1.433258
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC31 > -0.9800549
## PC44 <= 0.6021686
## PC46 <= -0.3902611
## PC54 <= 1.702523
## PC62 > -1.116558
## -> class 2\|1 [0.970]
##
## Rule 54/196: (31.9, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.277736
## PC20 > -0.2325197
## PC22 > 0.9206888
## -> class 2\|1 [0.970]
##
## Rule 54/197: (29.9, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC4 <= -0.4762218
## PC8 > -0.2273773
## PC8 <= 1.277736
## -> class 2\|1 [0.969]
##
## Rule 54/198: (24.3, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC15 <= 2.635274
## PC36 <= -0.262153
## PC64 <= -0.1618118
## PC68 <= 1.182223
## PC70 > 0.06223076
## -> class 2\|1 [0.962]
##
## Rule 54/199: (24.5, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC44 <= 0.6021686
## PC54 <= 1.702523
## PC100 <= -1.118593
## -> class 2\|1 [0.962]
##
## Rule 54/200: (21.8, lift 10.2)
## PC1 <= -0.3062993
## PC8 > 1.277736
## PC44 > 2.230766
## -> class 2\|1 [0.958]
##
## Rule 54/201: (87.5/2.7, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC15 <= 2.635274
## PC20 <= 0.1357512
## PC28 > 0.1391531
## PC46 <= 1.604295
## -> class 2\|1 [0.958]
##
## Rule 54/202: (80.6/2.5, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC6 <= 1.433258
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC31 > -0.9800549
## PC45 <= 0.02291359
## PC65 > -0.5911899
## PC73 <= 0.1819701
## PC76 > -0.3166705
## -> class 2\|1 [0.957]
##
## Rule 54/203: (409.3/17, lift 10.2)
## PC4 <= 0.1403024
## PC8 > 1.277736
## PC8 <= 5.691592
## PC11 > -0.9337804
## PC15 > -2.069242
## PC20 <= 0.1357512
## PC21 <= 2.500081
## PC22 <= 0.7320785
## PC42 > -0.8743559
## PC53 <= 1.349651
## PC60 <= -0.3873945
## PC80 <= 1.007321
## -> class 2\|1 [0.956]
##
## Rule 54/204: (129.7/4.8, lift 10.2)
## PC1 <= -0.3062993
## PC8 > 1.277736
## PC12 <= -1.318698
## PC60 > -0.3873945
## -> class 2\|1 [0.956]
##
## Rule 54/205: (98.5/3.6, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC31 > -0.9800549
## PC32 <= 0.4928412
## PC44 <= 0.6021686
## PC46 > -0.3902611
## PC76 > -0.3166705
## PC88 <= -0.3678097
## -> class 2\|1 [0.954]
##
## Rule 54/206: (17.6, lift 10.1)
## PC1 <= -0.3062993
## PC8 > 1.277736
## PC8 <= 1.67112
## PC20 > 0.1357512
## PC32 > 0.1961149
## -> class 2\|1 [0.949]
##
## Rule 54/207: (17.4, lift 10.1)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC8 > -4.616251
## PC19 <= -1.336973
## PC82 > 0.5654639
## -> class 2\|1 [0.948]
##
## Rule 54/208: (16.1, lift 10.1)
## PC8 > 5.691592
## PC45 > -0.1440833
## PC60 <= -0.3873945
## -> class 2\|1 [0.945]
##
## Rule 54/209: (21/0.3, lift 10.1)
## PC1 <= -0.3062993
## PC8 > 1.277736
## PC20 > -0.2325197
## PC60 > -0.3873945
## PC71 > 0.8223667
## -> class 2\|1 [0.943]
##
## Rule 54/210: (37.6/1.4, lift 10.0)
## PC1 > -0.2019541
## PC2 <= 2.5099
## PC8 > -0.8079172
## PC9 <= -0.1601986
## PC19 > -1.336973
## PC33 > -0.006961339
## PC38 <= -0.03637125
## PC78 <= 0.2821145
## -> class 2\|1 [0.940]
##
## Rule 54/211: (14.5, lift 10.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.277736
## PC8 <= 1.67112
## PC20 > 0.1357512
## PC22 > -0.5236426
## -> class 2\|1 [0.939]
##
## Rule 54/212: (44.8/2.1, lift 10.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC12 > -1.318698
## PC22 > -1.709311
## PC46 <= 1.604295
## PC74 > -0.6065306
## PC95 <= -0.4990022
## -> class 2\|1 [0.933]
##
## Rule 54/213: (77.3/4.7, lift 9.9)
## PC1 <= -0.3062993
## PC8 > 1.277736
## PC70 <= 0.06223076
## PC74 <= -0.6065306
## PC96 > -0.3563694
## -> class 2\|1 [0.928]
##
## Rule 54/214: (22.8/0.9, lift 9.9)
## PC2 <= -1.025067
## PC6 <= 1.433258
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC31 > -0.9800549
## PC45 > 0.02291359
## PC55 <= 0.6944523
## PC60 <= 1.104911
## PC62 > -1.116558
## PC68 > 0.07697991
## PC73 <= 0.1819701
## PC76 > -0.3166705
## -> class 2\|1 [0.925]
##
## Rule 54/215: (47.4/3.5, lift 9.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 <= 0.4500062
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC29 <= 0.3069971
## PC55 <= -0.8495878
## PC62 > -1.116558
## -> class 2\|1 [0.908]
##
## Rule 54/216: (56.8/4.7, lift 9.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.277736
## PC25 > 0.2649227
## PC96 > -0.3563694
## -> class 2\|1 [0.903]
##
## Rule 54/217: (227.2/26.6, lift 9.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.277736
## PC11 > -0.9337804
## PC12 <= 2.169418
## PC15 <= 2.635274
## PC20 <= 0.1357512
## PC21 <= 1.002737
## PC68 <= 1.182223
## PC70 > 0.06223076
## -> class 2\|1 [0.879]
##
## Rule 54/218: (64.9/9.1, lift 9.1)
## PC2 <= -1.025067
## PC4 <= 0.2958629
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC31 > -0.9800549
## PC32 > 0.4928412
## PC54 <= 1.702523
## PC76 > -0.3166705
## PC93 <= 0.5322492
## -> class 2\|1 [0.849]
##
## Rule 54/219: (192.4/28.4, lift 9.1)
## PC1 <= -0.3062993
## PC8 > 1.67112
## PC20 > 0.1357512
## -> class 2\|1 [0.849]
##
## Rule 54/220: (45/6.2, lift 9.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC100 > 3.830744
## -> class 2\|1 [0.846]
##
## Rule 54/221: (65.3/10, lift 8.9)
## PC1 <= -4.473532
## PC8 > -1.929983
## PC57 > -0.0357061
## -> class 2\|1 [0.836]
##
## Rule 54/222: (36.8/5.5, lift 8.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.277736
## PC12 > -1.318698
## PC22 <= -1.709311
## -> class 2\|1 [0.831]
##
## Rule 54/223: (9.4/1, lift 8.8)
## PC2 <= -9.096021
## PC8 <= -0.2273773
## PC57 <= -0.0357061
## -> class 2\|1 [0.821]
##
## Rule 54/224: (15.4/2.2, lift 8.7)
## PC1 <= -0.3062993
## PC8 > 1.277736
## PC25 <= 0.2649227
## PC70 <= 0.06223076
## PC100 <= -0.8031887
## -> class 2\|1 [0.818]
##
## Rule 54/225: (45.8/7.7, lift 8.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC29 <= 0.3448451
## PC34 > 1.098344
## PC49 > -2.565507
## -> class 2\|1 [0.818]
##
## Rule 54/226: (59.7/13.4, lift 8.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 > -1.969858
## PC8 > 1.277736
## PC96 <= -0.3563694
## -> class 2\|1 [0.767]
##
## Rule 54/227: (42.8/10.2, lift 8.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2273773
## PC11 > -0.9337804
## PC15 > 2.635274
## -> class 2\|1 [0.749]
##
## Rule 54/228: (38.2/11.2, lift 7.4)
## PC1 <= -0.3062993
## PC2 > -1.025067
## PC2 <= 2.5099
## PC3 <= 0.4500062
## PC4 <= 0.2958629
## PC8 > -0.2273773
## PC8 <= 1.277736
## -> class 2\|1 [0.696]
##
## Rule 54/229: (40.1/21.7, lift 4.9)
## PC2 <= 2.5099
## PC8 > -1.929983
## PC29 <= -0.2439684
## PC49 > -2.565507
## PC57 > -0.0357061
## -> class 2\|1 [0.462]
##
## Rule 54/230: (42.2/23.3, lift 4.8)
## PC1 > -0.3062993
## PC1 <= -0.2019541
## PC2 <= 2.5099
## PC100 <= -0.2614013
## -> class 2\|1 [0.450]
##
## Rule 54/231: (153.9, lift 11.7)
## PC1 > -4.473532
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC5 > 0.02807865
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC10 > -0.297028
## PC15 <= 3.946699
## PC16 > -0.2844776
## PC29 > -0.2439684
## PC43 <= -0.2575115
## PC51 <= 0.1723539
## PC57 > -0.0357061
## PC62 > -1.29437
## PC83 > -0.7241896
## PC100 <= 3.830744
## -> class 2\|2 [0.994]
##
## Rule 54/232: (85.9, lift 11.7)
## PC1 <= -0.3062993
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC11 <= -1.980569
## PC44 <= 0.6021686
## PC45 > 0.02291359
## PC46 > -0.3902611
## PC68 <= 0.07697991
## -> class 2\|2 [0.989]
##
## Rule 54/233: (92.7, lift 11.7)
## PC1 <= -0.3062993
## PC2 <= -1.934819
## PC3 > -1.969858
## PC4 > -0.4762218
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC24 > 0.230838
## PC41 <= 0.8115346
## PC44 <= 0.6021686
## PC45 > 0.02291359
## PC68 <= 0.07697991
## PC73 <= 0.1819701
## PC87 > -0.8417074
## PC88 > -0.3678097
## -> class 2\|2 [0.989]
##
## Rule 54/234: (79, lift 11.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= 1.277736
## PC45 > 0.02291359
## PC46 > -0.3902611
## PC55 > 0.6944523
## PC62 > -1.116558
## PC73 <= 0.1819701
## -> class 2\|2 [0.988]
##
## Rule 54/235: (77.9, lift 11.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 > -1.969858
## PC3 <= 0.4500062
## PC4 > -0.4762218
## PC8 <= 1.277736
## PC31 > -0.9800549
## PC32 <= 0.4928412
## PC46 > -0.3902611
## PC48 > -0.8573541
## PC60 <= 1.104911
## PC65 <= -0.5911899
## PC88 > -0.3678097
## PC100 > -1.118593
## -> class 2\|2 [0.987]
##
## Rule 54/236: (60.5, lift 11.6)
## PC1 <= -0.3062993
## PC4 > -0.4762218
## PC8 <= 1.277736
## PC9 <= -2.409079
## PC11 > -1.980569
## PC24 <= 0.230838
## PC32 <= 0.4928412
## PC44 <= 0.6021686
## PC46 > -0.3902611
## PC60 <= 1.104911
## PC73 <= 0.1819701
## PC76 > -0.3166705
## PC87 > -0.8417074
## -> class 2\|2 [0.984]
##
## Rule 54/237: (52.4, lift 11.6)
## PC1 <= -0.3062993
## PC3 > -1.830182
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC17 > 0.2587361
## PC19 > -3.651395
## PC26 > -2.297233
## PC46 > 0.7007013
## PC57 <= -0.0357061
## -> class 2\|2 [0.982]
##
## Rule 54/238: (266.4/4, lift 11.6)
## PC1 <= -0.5900429
## PC2 > -9.096021
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC15 <= 3.946699
## PC17 <= 0.2587361
## PC26 > -2.297233
## PC28 > -0.1979612
## PC33 <= 0.5186227
## PC45 <= 0.3222792
## PC57 <= -0.0357061
## PC100 <= 3.830744
## -> class 2\|2 [0.981]
##
## Rule 54/239: (47.2, lift 11.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= 1.277736
## PC9 > -2.409079
## PC55 > -0.8495878
## PC68 <= 0.07697991
## PC74 <= -0.886155
## PC88 > -0.3678097
## PC100 > -1.118593
## -> class 2\|2 [0.979]
##
## Rule 54/240: (125.5/1.7, lift 11.6)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC3 <= 0.4500062
## PC6 > 1.433258
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC32 <= 0.4928412
## PC44 <= 0.6021686
## -> class 2\|2 [0.979]
##
## Rule 54/241: (43.2, lift 11.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC28 > -0.1979612
## PC46 <= 0.7483457
## PC47 > -0.8940195
## PC52 <= 0.2064741
## PC57 <= 0.2533426
## PC69 <= -0.2026275
## PC93 > -0.4629672
## -> class 2\|2 [0.978]
##
## Rule 54/242: (80.4/0.9, lift 11.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC4 > -0.4762218
## PC8 <= 1.277736
## PC11 > -1.980569
## PC31 > -0.9800549
## PC32 <= 0.4928412
## PC45 > 0.02291359
## PC46 > -0.3902611
## PC52 <= -0.07322823
## PC68 <= 0.07697991
## PC87 > -0.8417074
## -> class 2\|2 [0.977]
##
## Rule 54/243: (36, lift 11.5)
## PC2 <= -1.934819
## PC4 > -0.4762218
## PC8 <= 1.277736
## PC11 > -1.980569
## PC24 <= 0.230838
## PC55 > -0.8495878
## PC62 > -1.116558
## PC66 > 0.5666859
## PC68 <= 0.07697991
## PC73 <= 0.1819701
## PC76 > -0.3166705
## -> class 2\|2 [0.974]
##
## Rule 54/244: (35.6, lift 11.5)
## PC1 <= -0.3062993
## PC2 <= -1.934819
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC24 <= 0.230838
## PC62 > -1.116558
## PC68 <= 0.07697991
## PC73 <= 0.1819701
## PC88 > -0.3678097
## PC93 <= -0.2567859
## -> class 2\|2 [0.973]
##
## Rule 54/245: (64.9/0.9, lift 11.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 1.277736
## PC8 <= 1.67112
## PC20 > 0.1357512
## PC22 <= -0.5236426
## PC32 <= 0.1961149
## -> class 2\|2 [0.972]
##
## Rule 54/246: (69.4/1.2, lift 11.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC10 > -0.297028
## PC15 <= 3.946699
## PC43 <= 0.7204341
## PC52 <= 0.2064741
## PC57 > -0.0357061
## PC57 <= 0.2533426
## PC70 > 0.1034394
## PC93 > -0.4629672
## -> class 2\|2 [0.970]
##
## Rule 54/247: (30.4/0.1, lift 11.4)
## PC15 <= 3.946699
## PC19 > 4.58164
## PC25 <= 0.272321
## PC28 > -0.1979612
## PC29 > -0.2439684
## PC29 <= 0.3448451
## PC47 > -0.8940195
## -> class 2\|2 [0.966]
##
## Rule 54/248: (26.1, lift 11.4)
## PC1 > -4.473532
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC15 <= 3.946699
## PC29 > -0.2439684
## PC29 <= 0.3448451
## PC57 > -0.0357061
## PC92 > 1.300372
## -> class 2\|2 [0.964]
##
## Rule 54/249: (25.9, lift 11.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC25 > 0.272321
## PC28 > -0.1979612
## PC43 > -0.2575115
## PC47 > -0.8940195
## PC52 <= 0.2064741
## PC57 > -0.0357061
## PC100 <= 3.830744
## -> class 2\|2 [0.964]
##
## Rule 54/250: (35.7/0.4, lift 11.4)
## PC2 <= 2.5099
## PC8 > -3.395087
## PC8 <= -1.929983
## PC19 > -1.504036
## PC23 <= 1.778857
## PC27 <= -0.2513333
## PC70 > 0.1953618
## PC85 <= 0.2991076
## -> class 2\|2 [0.964]
##
## Rule 54/251: (23.9, lift 11.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC4 > -0.4762218
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC44 <= 0.6021686
## PC55 > -0.8495878
## PC60 > 1.104911
## PC62 > -1.116558
## PC76 > -0.3166705
## PC100 > -1.118593
## -> class 2\|2 [0.961]
##
## Rule 54/252: (114.3/4.2, lift 11.3)
## PC1 <= -0.3062993
## PC2 <= -1.025067
## PC4 > -0.4762218
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC44 <= 0.6021686
## PC55 > -0.8495878
## PC62 > -1.116558
## PC76 <= -0.3166705
## PC100 > -1.118593
## -> class 2\|2 [0.956]
##
## Rule 54/253: (15.6, lift 11.1)
## PC1 > -4.473532
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC10 > -0.297028
## PC15 <= 3.946699
## PC22 > 0.9754794
## PC29 > -0.2439684
## PC47 > -0.8940195
## PC57 > -0.0357061
## -> class 2\|2 [0.943]
##
## Rule 54/254: (15.3, lift 11.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC15 <= 3.946699
## PC28 <= -0.1238707
## PC43 <= 0.7204341
## PC57 > -0.0357061
## PC57 <= 0.2533426
## PC93 > -0.4629672
## -> class 2\|2 [0.942]
##
## Rule 54/255: (102.4/6.4, lift 11.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC4 > -0.4762218
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC29 <= 0.3069971
## PC32 <= 0.4928412
## PC44 <= 0.6021686
## PC46 > -0.3902611
## PC48 > -0.8573541
## PC54 <= 1.702523
## PC62 > -1.116558
## PC73 > 0.1819701
## PC88 > -0.3678097
## -> class 2\|2 [0.929]
##
## Rule 54/256: (12.8, lift 11.0)
## PC1 <= -0.3062993
## PC6 > 5.594621
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC15 <= 3.946699
## PC43 > -0.2575115
## PC52 <= 0.2064741
## -> class 2\|2 [0.929]
##
## Rule 54/257: (12, lift 11.0)
## PC1 > -0.3062993
## PC1 <= 11.43547
## PC3 <= 0.7432103
## PC8 > -4.616251
## PC8 <= -0.8079172
## PC9 <= -0.1601986
## PC19 > -1.336973
## PC41 > 0.5157207
## -> class 2\|2 [0.928]
##
## Rule 54/258: (10.8, lift 10.9)
## PC1 <= -0.3062993
## PC2 > -8.410992
## PC8 > -3.395087
## PC8 <= -1.929983
## PC27 <= -0.2513333
## PC93 <= -0.01254908
## PC100 > 0.3332729
## -> class 2\|2 [0.922]
##
## Rule 54/259: (13.3/0.3, lift 10.8)
## PC1 <= -0.3062993
## PC8 > -3.395087
## PC8 <= -1.929983
## PC23 <= 1.778857
## PC67 > -3.16823
## PC85 <= 0.2991076
## PC94 <= -1.321061
## -> class 2\|2 [0.916]
##
## Rule 54/260: (75/5.8, lift 10.8)
## PC1 <= -0.3062993
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC31 <= -0.9800549
## PC44 <= 0.6021686
## PC54 <= 1.702523
## PC62 > -1.116558
## -> class 2\|2 [0.912]
##
## Rule 54/261: (73.5/5.8, lift 10.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC5 <= 0.02807865
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC29 > -0.2439684
## PC43 <= -0.2575115
## PC52 <= 0.2064741
## PC61 <= 0.4185067
## -> class 2\|2 [0.910]
##
## Rule 54/262: (8.6, lift 10.7)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC8 > -0.8079172
## PC9 <= -0.1601986
## PC19 > -1.336973
## PC78 > 0.2821145
## PC86 <= 0.6583086
## -> class 2\|2 [0.905]
##
## Rule 54/263: (42.8/3.3, lift 10.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -3.395087
## PC8 <= -1.929983
## PC27 <= -0.2513333
## PC85 <= 0.2991076
## PC93 > -0.01254908
## PC100 > -0.4613311
## -> class 2\|2 [0.904]
##
## Rule 54/264: (41.2/3.3, lift 10.6)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC4 <= 0.2958629
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC21 > -0.2930273
## PC22 <= -0.7064604
## PC44 > 0.6021686
## -> class 2\|2 [0.901]
##
## Rule 54/265: (13.9/0.8, lift 10.5)
## PC2 <= 2.5099
## PC8 <= -1.929983
## PC39 > 0.2986804
## PC78 > 0.2798625
## PC85 > 0.2991076
## -> class 2\|2 [0.890]
##
## Rule 54/266: (20.9/1.9, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC23 > 3.019819
## -> class 2\|2 [0.874]
##
## Rule 54/267: (89.1/11.4, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC19 > -1.504036
## PC23 > 1.778857
## PC23 <= 3.019819
## PC93 > 0.02249645
## -> class 2\|2 [0.864]
##
## Rule 54/268: (10.1/0.7, lift 10.2)
## PC8 > -3.395087
## PC8 <= -1.929983
## PC46 > -1.879118
## PC67 <= -3.16823
## PC76 > -1.164369
## PC85 <= 0.2991076
## -> class 2\|2 [0.863]
##
## Rule 54/269: (15.2/1.6, lift 10.0)
## PC1 <= -0.3062993
## PC8 <= -1.929983
## PC39 > 0.2986804
## PC49 <= -0.4789479
## PC85 > 0.2991076
## -> class 2\|2 [0.850]
##
## Rule 54/270: (51.1/17.4, lift 7.7)
## PC1 > -0.2019541
## PC3 <= 0.7432103
## PC8 > -0.8079172
## PC9 <= -0.1601986
## PC19 > -1.336973
## PC38 > -0.03637125
## PC86 <= 0.6583086
## -> class 2\|2 [0.653]
##
## Rule 54/271: (196.3/80.7, lift 6.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 > -1.969858
## PC4 <= 0.2958629
## PC8 > -0.2273773
## PC8 <= 1.277736
## PC54 > 0.4633507
## -> class 2\|2 [0.588]
##
## Rule 54/272: (71.4, lift 8.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC15 <= 3.946699
## PC29 <= 0.3448451
## PC34 <= 1.098344
## PC47 <= -0.8940195
## PC57 > -0.0357061
## PC92 <= 1.300372
## -> class 2\|3 [0.986]
##
## Rule 54/273: (67.4, lift 8.5)
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC43 <= -0.2575115
## PC57 > -0.0357061
## PC62 <= -1.29437
## -> class 2\|3 [0.986]
##
## Rule 54/274: (75.5/2.3, lift 8.2)
## PC1 > -0.3062993
## PC1 <= 11.43547
## PC2 <= 2.5099
## PC3 <= 0.7432103
## PC8 > -4.616251
## PC8 <= -0.8079172
## PC19 > -1.336973
## PC41 <= 0.5157207
## PC60 <= 0.619238
## -> class 2\|3 [0.957]
##
## Rule 54/275: (122.4/6.5, lift 8.1)
## PC1 <= -0.3062993
## PC8 <= -1.929983
## PC19 > -1.504036
## PC23 <= 1.778857
## PC46 > -1.879118
## PC49 > -2.565507
## PC67 > -3.16823
## PC70 <= 0.1953618
## PC85 <= 0.2991076
## PC100 <= -0.4613311
## -> class 2\|3 [0.940]
##
## Rule 54/276: (82.9/6.3, lift 7.9)
## PC1 <= -0.3062993
## PC2 > -9.096021
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC15 <= 3.946699
## PC26 > -2.297233
## PC33 > 0.5186227
## PC45 <= 0.3222792
## -> class 2\|3 [0.914]
##
## Rule 54/277: (38.5/2.7, lift 7.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC12 <= 5.58542
## PC26 <= -2.297233
## PC45 <= 0.3222792
## PC49 > -2.565507
## -> class 2\|3 [0.910]
##
## Rule 54/278: (56/4.5, lift 7.8)
## PC1 <= -0.3062993
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC12 <= 5.58542
## PC15 > 3.946699
## PC37 <= 0.5041375
## -> class 2\|3 [0.906]
##
## Rule 54/279: (43.8/8.2, lift 6.9)
## PC2 <= 2.5099
## PC8 <= -1.929983
## PC49 > -2.565507
## PC76 <= -1.164369
## -> class 2\|3 [0.799]
##
## Rule 54/280: (156.1/63.8, lift 5.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= 1.277736
## PC54 > 1.702523
## PC62 > -1.116558
## -> class 2\|3 [0.590]
##
## Rule 54/281: (11837/9517.5, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.196]
##
## Rule 54/282: (56.8, lift 22.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -1.929983
## PC17 <= -0.01735299
## PC19 <= -1.504036
## PC85 <= 0.2991076
## -> class 2\|4 [0.982]
##
## Rule 54/283: (160.3/3.1, lift 22.1)
## PC1 <= -0.3062993
## PC5 > -1.475481
## PC8 <= -1.929983
## PC35 > -1.494624
## PC40 > 0.6102655
## PC49 > -2.565507
## PC76 > -1.164369
## PC85 > 0.2991076
## PC94 <= 0.7805949
## -> class 2\|4 [0.974]
##
## Rule 54/284: (28.8, lift 21.9)
## PC1 <= -0.3062993
## PC19 <= -1.504036
## PC78 <= -0.7438743
## PC85 <= 0.2991076
## -> class 2\|4 [0.967]
##
## Rule 54/285: (86.4/2, lift 21.9)
## PC1 <= -0.3062993
## PC2 > -8.410992
## PC8 <= -1.929983
## PC19 <= -1.504036
## PC49 <= 0.0866784
## PC54 <= 1.84594
## PC56 <= 0.01957632
## PC62 > -1.461079
## PC85 <= 0.2991076
## -> class 2\|4 [0.966]
##
## Rule 54/286: (101.8/4.2, lift 21.5)
## PC1 <= -0.3062993
## PC8 <= -3.395087
## PC23 <= 1.778857
## PC43 > 2.158755
## PC76 > -1.164369
## -> class 2\|4 [0.950]
##
## Rule 54/287: (32.6/1, lift 21.3)
## PC8 <= -3.395087
## PC12 > 1.554565
## PC24 > 0.5313596
## PC76 > -1.164369
## -> class 2\|4 [0.941]
##
## Rule 54/288: (13.1, lift 21.2)
## PC1 > -0.3062993
## PC3 <= 0.7432103
## PC8 > -4.616251
## PC8 <= -0.8079172
## PC9 <= -0.1601986
## PC19 > -1.336973
## PC60 > 0.619238
## -> class 2\|4 [0.934]
##
## Rule 54/289: (66/3.8, lift 21.1)
## PC1 <= -0.3062993
## PC5 > -1.475481
## PC8 <= -1.929983
## PC23 <= -0.3061082
## PC35 > -1.494624
## PC39 <= 0.2986804
## PC41 > -0.1856725
## PC85 > 0.2991076
## PC94 <= 0.7805949
## -> class 2\|4 [0.929]
##
## Rule 54/290: (53.2/3.3, lift 20.9)
## PC2 <= 2.5099
## PC8 <= -3.395087
## PC23 <= 1.778857
## PC24 > 0.5313596
## PC76 > -1.164369
## PC89 <= 0.3880854
## PC91 <= -0.1516344
## -> class 2\|4 [0.922]
##
## Rule 54/291: (44.3/3, lift 20.7)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 <= -4.616251
## PC57 > -0.07739355
## -> class 2\|4 [0.914]
##
## Rule 54/292: (9.5, lift 20.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2273773
## PC15 <= -4.897751
## PC76 > -1.164369
## -> class 2\|4 [0.913]
##
## Rule 54/293: (38.9/2.7, lift 20.6)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 <= -4.616251
## PC16 <= 1.854122
## PC88 <= -0.1362955
## -> class 2\|4 [0.908]
##
## Rule 54/294: (374/35.2, lift 20.5)
## PC5 > -1.475481
## PC8 <= -1.929983
## PC17 <= 0.9835293
## PC35 > -1.494624
## PC37 <= 1.560655
## PC39 <= 0.2986804
## PC41 <= -0.1856725
## PC49 <= 0.1880441
## PC52 > -0.2018024
## PC57 > -0.1184155
## PC76 > -1.164369
## PC81 <= 0.3306191
## PC85 > 0.2991076
## PC94 <= 0.7805949
## -> class 2\|4 [0.904]
##
## Rule 54/295: (16.8/1.1, lift 20.1)
## PC2 <= -8.410992
## PC8 <= -1.929983
## PC85 <= 0.2991076
## -> class 2\|4 [0.887]
##
## Rule 54/296: (10.6/0.7, lift 19.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -3.395087
## PC8 <= -1.929983
## PC46 <= -1.879118
## PC49 > -2.565507
## PC76 > -1.164369
## PC85 <= 0.2991076
## -> class 2\|4 [0.862]
##
## Rule 54/297: (57.4/13.4, lift 17.2)
## PC2 <= 2.5099
## PC8 <= -3.395087
## PC23 <= 1.778857
## PC27 <= -0.1173135
## PC89 > 0.3880854
## -> class 2\|4 [0.758]
##
## Rule 54/298: (21.5/7.3, lift 14.7)
## PC8 > -1.947681
## PC8 <= -1.929983
## PC19 > -1.504036
## PC23 <= 1.778857
## PC85 <= 0.2991076
## -> class 2\|4 [0.648]
##
## Rule 54/299: (30.5/12.1, lift 13.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -1.929983
## PC8 <= -0.2273773
## PC29 > 0.3448451
## PC49 > -2.565507
## -> class 2\|4 [0.597]
##
## Default class: 2\|3
##
## ----- Trial 55: -----
##
## Rules:
##
## Rule 55/1: (198.7, lift 16.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC25 > -0.7787059
## PC44 > -0.623289
## PC72 > 1.122934
## -> class 0\|0 [0.995]
##
## Rule 55/2: (122.9, lift 16.4)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC3 <= 1.640775
## PC13 <= 0.8367534
## PC18 > 0.5825222
## PC22 > -0.4751427
## PC25 > -0.5607901
## PC29 > -1.710439
## PC35 <= 0.5582652
## PC45 <= 1.486699
## PC49 <= 0.668766
## PC55 > -0.2019645
## PC73 > -0.6380413
## PC73 <= 0.7263253
## PC74 > 0.2148445
## PC76 <= 0.6854858
## PC88 <= 1.733986
## -> class 0\|0 [0.992]
##
## Rule 55/3: (173.4/0.5, lift 16.4)
## PC1 > -0.6803254
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC29 > -1.710439
## PC31 > -0.2922627
## PC35 <= 0.5582652
## PC55 > -0.2019645
## PC76 <= -0.4389303
## PC88 <= 1.733986
## PC91 > -0.6608987
## PC98 > -1.422754
## -> class 0\|0 [0.991]
##
## Rule 55/4: (111.2, lift 16.4)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC25 > -0.7787059
## PC35 > 0.5582652
## PC60 <= -0.7682307
## -> class 0\|0 [0.991]
##
## Rule 55/5: (77.4, lift 16.3)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC5 <= 1.689037
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC22 > -0.4751427
## PC29 > -1.710439
## PC31 > -0.2922627
## PC35 <= 0.5582652
## PC70 > 1.407701
## -> class 0\|0 [0.987]
##
## Rule 55/6: (127.7/0.8, lift 16.3)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC25 > -0.5607901
## PC29 > -1.710439
## PC35 <= 0.5582652
## PC79 <= -1.937226
## -> class 0\|0 [0.986]
##
## Rule 55/7: (63.8, lift 16.3)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC18 > 0.5825222
## PC42 <= -2.657146
## PC84 > -2.63774
## -> class 0\|0 [0.985]
##
## Rule 55/8: (206.7/3.3, lift 16.2)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC3 <= 1.640775
## PC5 <= 1.689037
## PC13 <= 0.8367534
## PC18 > 0.5825222
## PC25 <= 0.3210893
## PC29 > -1.710439
## PC31 > -0.2922627
## PC45 <= 1.486699
## PC48 <= 0.3938105
## PC49 <= 0.668766
## PC73 > -0.6380413
## PC73 <= 0.6787809
## PC88 <= 1.733986
## PC89 <= 0.4144618
## PC90 > 0.06159234
## PC91 > -0.6608987
## -> class 0\|0 [0.980]
##
## Rule 55/9: (44.9, lift 16.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 1.689037
## PC13 <= 0.8367534
## PC18 > 0.5825222
## PC31 > -0.2922627
## PC32 > 0.4067341
## PC45 <= 1.486699
## PC55 <= -0.2019645
## PC91 > -0.6608987
## -> class 0\|0 [0.979]
##
## Rule 55/10: (146.1/2.8, lift 16.1)
## PC2 > 2.5099
## PC9 <= 0.4137701
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC22 > -0.4751427
## PC24 > -2.80291
## PC25 > -0.5607901
## PC29 > -1.710439
## PC45 <= 1.486699
## PC48 > 0.4174948
## PC76 <= 0.6854858
## -> class 0\|0 [0.974]
##
## Rule 55/11: (36.5, lift 16.1)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC13 <= 7.236558
## PC14 > 2.327492
## -> class 0\|0 [0.974]
##
## Rule 55/12: (33.5, lift 16.0)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC3 <= 1.640775
## PC11 > 0.1274843
## PC18 > 0.5825222
## PC35 <= 0.5582652
## PC91 > -0.6608987
## -> class 0\|0 [0.969]
##
## Rule 55/13: (105.9/2.6, lift 16.0)
## PC2 <= 6.652784
## PC3 <= 1.640775
## PC18 > 0.5825222
## PC22 > -0.4751427
## PC25 > -0.5607901
## PC25 <= 0.3210893
## PC31 > -0.2922627
## PC33 <= 1.628198
## PC45 <= 1.486699
## PC48 <= 0.3938105
## PC49 <= 0.668766
## PC55 > -0.2019645
## PC73 > -0.6380413
## PC76 <= 0.6854858
## PC88 <= 1.733986
## PC91 > -0.6608987
## PC94 > 0.2413498
## -> class 0\|0 [0.966]
##
## Rule 55/14: (41.3/1, lift 15.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= -0.3535447
## PC18 <= 0.5825222
## PC46 <= -1.308755
## -> class 0\|0 [0.953]
##
## Rule 55/15: (53.2/2.9, lift 15.3)
## PC2 <= 6.652784
## PC18 > 3.466111
## PC29 <= -1.710439
## -> class 0\|0 [0.929]
##
## Rule 55/16: (10, lift 15.1)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC3 <= 1.640775
## PC18 > 0.5825222
## PC29 > -1.710439
## PC31 <= -0.2922627
## PC32 > 0.7094212
## -> class 0\|0 [0.916]
##
## Rule 55/17: (67.4/5.3, lift 15.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.2633233
## PC9 > 0.2552016
## PC18 > -1.136285
## -> class 0\|0 [0.909]
##
## Rule 55/18: (11.4/0.2, lift 15.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > 1.689037
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC25 > -0.5607901
## PC35 <= 0.5582652
## PC44 > 0.7542426
## PC47 <= 3.659497
## PC98 > -1.422754
## -> class 0\|0 [0.908]
##
## Rule 55/19: (5.5, lift 14.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= 2.293971
## PC20 > 1.50364
## -> class 0\|0 [0.866]
##
## Rule 55/20: (201.6/28.4, lift 14.1)
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC21 <= 0.4791392
## PC24 <= -2.668848
## PC25 > -0.7787059
## PC35 <= 0.5582652
## PC72 <= 1.122934
## -> class 0\|0 [0.856]
##
## Rule 55/21: (140.7, lift 12.2)
## PC3 <= 1.640775
## PC11 <= 0.1274843
## PC13 <= 7.236558
## PC15 > -0.3468112
## PC18 > 0.5825222
## PC22 > -0.4751427
## PC24 > -2.80291
## PC25 > -0.7787059
## PC29 > -1.710439
## PC32 <= 0.4067341
## PC48 <= 0.4174948
## PC55 <= -0.2019645
## PC76 <= 0.6854858
## PC94 <= 0.09816248
## -> class 0\|1 [0.993]
##
## Rule 55/22: (112.9, lift 12.2)
## PC2 <= 6.652784
## PC3 <= 1.640775
## PC5 > 1.689037
## PC14 <= 2.327492
## PC18 > 0.5825222
## PC21 <= 0.4791392
## PC25 > -0.7787059
## PC29 > -1.710439
## PC44 <= 0.7542426
## PC79 > -1.937226
## -> class 0\|1 [0.991]
##
## Rule 55/23: (100.1, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > 0.5825222
## PC25 > -0.7787059
## PC31 <= -0.2922627
## PC32 <= 0.7094212
## PC79 > -1.937226
## -> class 0\|1 [0.990]
##
## Rule 55/24: (87.9, lift 12.1)
## PC2 > 2.5099
## PC13 > 0.8367534
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC22 > -0.4751427
## PC24 > -2.80291
## PC33 <= 1.628198
## PC48 <= 0.4174948
## PC70 <= 1.407701
## -> class 0\|1 [0.989]
##
## Rule 55/25: (75.6, lift 12.1)
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC21 <= 0.4791392
## PC24 > -2.80291
## PC47 <= 3.659497
## PC48 <= 0.4174948
## PC49 > 0.668766
## PC76 <= 0.6854858
## -> class 0\|1 [0.987]
##
## Rule 55/26: (70.8, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7646611
## PC16 > -0.7586578
## PC16 <= 0.9187672
## PC18 <= 0.5825222
## PC43 <= -0.07596637
## PC46 > -1.115978
## PC91 > -7.263493
## -> class 0\|1 [0.986]
##
## Rule 55/27: (148.3/1.1, lift 12.1)
## PC2 > 2.5099
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC25 > -0.7787059
## PC35 > 0.5582652
## PC47 <= 3.659497
## PC60 > -0.7682307
## PC72 <= 1.122934
## -> class 0\|1 [0.986]
##
## Rule 55/28: (96.9/0.4, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC15 > -0.3468112
## PC18 > 0.5825222
## PC24 > -2.80291
## PC29 > -1.710439
## PC73 > -0.6380413
## PC74 <= 0.2148445
## PC76 > -0.4389303
## PC79 > -1.937226
## PC89 > 0.4144618
## PC90 > 0.06159234
## PC98 > -1.422754
## -> class 0\|1 [0.985]
##
## Rule 55/29: (61.8, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -0.3535447
## PC18 <= 0.5825222
## PC46 <= -1.308755
## PC53 <= 0.01167504
## -> class 0\|1 [0.984]
##
## Rule 55/30: (52/0.2, lift 12.0)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC18 > 0.5825222
## PC24 > -2.80291
## PC25 > -0.7787059
## PC25 <= -0.5607901
## PC84 > -2.63774
## PC98 > -0.9605194
## -> class 0\|1 [0.979]
##
## Rule 55/31: (42.5, lift 12.0)
## PC2 > 2.5099
## PC2 <= 6.652784
## PC13 <= 0.8367534
## PC15 > -0.3468112
## PC18 > 0.5825222
## PC24 > -2.80291
## PC25 > -0.7787059
## PC79 > -1.937226
## PC88 > 1.733986
## -> class 0\|1 [0.978]
##
## Rule 55/32: (105.8/1.7, lift 12.0)
## PC1 > -0.7535152
## PC18 > 0.5825222
## PC18 <= 3.466111
## PC21 <= 0.4791392
## PC24 > -2.80291
## PC29 <= -1.710439
## PC42 > -2.657146
## PC72 <= 1.122934
## -> class 0\|1 [0.975]
##
## Rule 55/33: (111.4/2.5, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 > -0.5573192
## PC8 > -0.2690201
## PC9 > 0.2552016
## PC13 <= 1.585184
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC53 <= 0.7945721
## PC59 <= 1.40446
## PC68 > -0.234995
## PC78 > -1.099583
## PC100 > -0.3137484
## -> class 0\|1 [0.969]
##
## Rule 55/34: (24, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > -0.08075658
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC26 > -0.5993289
## PC39 > -1.854302
## PC44 > 1.203289
## PC46 > -1.308755
## -> class 0\|1 [0.962]
##
## Rule 55/35: (306.9/10.6, lift 11.8)
## PC2 > 6.652784
## PC8 > -0.2549234
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC24 > -2.668848
## PC40 > -2.885581
## PC72 <= 1.122934
## -> class 0\|1 [0.962]
##
## Rule 55/36: (48.4/1, lift 11.8)
## PC13 <= 7.236558
## PC15 > -0.3468112
## PC18 > 0.5825222
## PC21 <= 0.4791392
## PC25 > -0.7787059
## PC33 <= 1.628198
## PC40 > -2.885581
## PC45 <= 1.486699
## PC73 > 0.6787809
## PC74 <= 0.2148445
## PC76 > -0.4389303
## PC79 > -1.937226
## PC98 > -1.422754
## -> class 0\|1 [0.960]
##
## Rule 55/37: (22.9, lift 11.8)
## PC3 <= 1.640775
## PC17 > 0.6509569
## PC18 > 0.5825222
## PC19 <= -0.331914
## PC74 <= 0.4148404
## -> class 0\|1 [0.960]
##
## Rule 55/38: (64.4/1.8, lift 11.8)
## PC13 > 7.236558
## PC13 <= 12.47074
## PC18 > 0.5825222
## PC47 <= 3.659497
## PC66 <= 0.5286795
## PC84 > -2.63774
## PC85 > 0.32481
## -> class 0\|1 [0.958]
##
## Rule 55/39: (141.9/5.2, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 0.8367534
## PC18 > 0.5825222
## PC24 > -2.80291
## PC25 > 0.3210893
## PC55 > -0.2019645
## PC70 <= 1.407701
## PC72 <= 1.122934
## PC76 > -0.4389303
## PC76 <= 0.6854858
## PC79 > -1.937226
## -> class 0\|1 [0.957]
##
## Rule 55/40: (31.9/0.5, lift 11.7)
## PC2 <= 6.652784
## PC14 <= 2.327492
## PC18 > 0.5825222
## PC21 <= 0.4791392
## PC25 > -0.7787059
## PC70 <= 1.407701
## PC72 <= 1.122934
## PC73 <= -0.6380413
## PC76 > -0.4389303
## PC76 <= 0.6854858
## PC79 > -1.937226
## -> class 0\|1 [0.956]
##
## Rule 55/41: (94.7/3.4, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 1.689037
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC21 <= 0.4791392
## PC24 > -2.80291
## PC40 > -2.885581
## PC70 <= 1.407701
## PC79 > -1.937226
## PC91 <= -0.6608987
## PC98 > -1.422754
## -> class 0\|1 [0.954]
##
## Rule 55/42: (66.3/2.6, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= -0.5573192
## PC18 > -1.329067
## PC18 <= 0.5825222
## PC43 <= -0.2211155
## PC46 > -1.308755
## PC47 <= 0.6973544
## -> class 0\|1 [0.947]
##
## Rule 55/43: (25.9/0.5, lift 11.6)
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC21 <= 0.4791392
## PC48 > 0.3938105
## PC48 <= 0.4174948
## PC70 <= 1.407701
## PC76 > -0.4389303
## -> class 0\|1 [0.947]
##
## Rule 55/44: (78.7/3.7, lift 11.6)
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC15 > -0.3468112
## PC18 > 0.5825222
## PC21 <= 0.4791392
## PC25 > -0.7787059
## PC31 > -0.2922627
## PC40 > -2.885581
## PC48 <= 0.4174948
## PC73 > 0.7263253
## PC76 > -0.4389303
## PC76 <= 0.6854858
## -> class 0\|1 [0.942]
##
## Rule 55/45: (14.4, lift 11.5)
## PC2 > 2.5099
## PC3 > -0.7944407
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC9 <= 0.2552016
## PC18 > -1.136285
## PC24 <= 0.4554427
## PC26 > -0.5993289
## -> class 0\|1 [0.939]
##
## Rule 55/46: (67.8/3.7, lift 11.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 1.689037
## PC15 > -0.3468112
## PC18 > 0.5825222
## PC22 > -0.4751427
## PC24 > -2.80291
## PC29 > -1.710439
## PC40 > -2.885581
## PC70 <= 1.407701
## PC76 > 0.6854858
## -> class 0\|1 [0.933]
##
## Rule 55/47: (215.5/16.2, lift 11.3)
## PC11 <= 0.1274843
## PC15 > -0.3468112
## PC18 > 0.5825222
## PC22 > -0.4751427
## PC24 > -2.80291
## PC33 <= 1.628198
## PC48 <= 0.4174948
## PC74 <= 0.2148445
## PC76 > -0.4389303
## PC79 > -1.937226
## PC88 <= 1.733986
## PC90 <= 0.06159234
## PC94 <= 0.2413498
## -> class 0\|1 [0.921]
##
## Rule 55/48: (116.5/9.5, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC14 <= 2.327492
## PC18 > 0.5825222
## PC22 <= -0.4751427
## PC25 > -0.7787059
## PC40 > -2.885581
## PC47 <= 3.659497
## PC65 > -2.897177
## PC72 <= 1.122934
## PC79 > -1.937226
## PC98 > -1.422754
## -> class 0\|1 [0.911]
##
## Rule 55/49: (8.6, lift 11.1)
## PC2 > 2.5099
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC30 > 3.559118
## PC46 > -1.308755
## -> class 0\|1 [0.906]
##
## Rule 55/50: (63.1/5.4, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -1.030261
## PC18 > 0.5825222
## PC40 > -2.885581
## -> class 0\|1 [0.902]
##
## Rule 55/51: (6.8, lift 10.9)
## PC7 > 0.5285684
## PC13 <= 7.236558
## PC14 > 0.1825334
## PC18 > 0.5825222
## PC25 <= -0.7787059
## -> class 0\|1 [0.886]
##
## Rule 55/52: (13.7/0.9, lift 10.8)
## PC2 > 2.5099
## PC18 > 0.5825222
## PC80 <= -1.467029
## PC84 > -2.63774
## -> class 0\|1 [0.881]
##
## Rule 55/53: (52.3/8.7, lift 10.1)
## PC2 > 2.5099
## PC3 > -1.998394
## PC3 <= 1.640775
## PC5 > -0.5573192
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC46 > -1.308755
## PC75 <= -0.06959045
## -> class 0\|1 [0.822]
##
## Rule 55/54: (49.4/20.6, lift 7.1)
## PC2 > 2.5099
## PC7 <= 0.5285684
## PC13 <= 7.236558
## PC18 > 0.5825222
## PC25 <= -0.7787059
## -> class 0\|1 [0.579]
##
## Rule 55/55: (47/0.5, lift 9.7)
## PC1 <= -0.7636611
## PC7 > -0.7646611
## PC15 > 0.7124785
## PC18 <= -1.136285
## -> class 0\|2 [0.970]
##
## Rule 55/56: (213.5/6.1, lift 9.7)
## PC2 > 2.5099
## PC3 <= -1.998394
## PC7 > -0.7646611
## PC9 <= 0.2552016
## PC11 > -0.08075658
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC26 > -0.5993289
## PC39 > -1.854302
## PC44 <= 1.203289
## PC47 <= 2.495162
## PC75 <= -0.06959045
## -> class 0\|2 [0.967]
##
## Rule 55/57: (50.2/1.9, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7646611
## PC11 > -0.08075658
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC26 > -0.5993289
## PC100 <= -0.6424475
## -> class 0\|2 [0.945]
##
## Rule 55/58: (121/16.9, lift 8.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 > -1.050668
## PC15 <= 0.7124785
## PC18 > -1.3868
## PC18 <= -1.136285
## PC40 > -2.798079
## PC57 <= 1.492087
## PC75 <= 0.4707795
## PC85 > -1.509085
## PC93 <= 0.9271015
## -> class 0\|2 [0.855]
##
## Rule 55/59: (24.8/3.2, lift 8.4)
## PC4 <= -3.864402
## PC7 > -0.7646611
## PC11 <= -0.08075658
## PC18 <= 0.5825222
## -> class 0\|2 [0.843]
##
## Rule 55/60: (31/5.6, lift 8.0)
## PC3 <= 1.640775
## PC11 <= -0.08075658
## PC18 > -1.136285
## PC25 > 1.311909
## PC30 <= 3.559118
## -> class 0\|2 [0.801]
##
## Rule 55/61: (8028.4/6036.6, lift 2.5)
## PC2 > 2.5099
## -> class 0\|2 [0.248]
##
## Rule 55/62: (190.2, lift 10.2)
## PC1 > -0.6623428
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC35 <= 0.5706837
## PC36 <= 1.567114
## PC39 > -0.7496418
## PC46 <= 0.3802246
## PC53 > -1.310821
## PC61 <= 0.4821756
## PC78 <= -0.1131568
## PC79 <= 1.354217
## PC90 <= 0.2817686
## PC94 <= 0.4189418
## -> class 0\|3 [0.995]
##
## Rule 55/63: (141.2, lift 10.2)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC15 <= 0.7124785
## PC18 <= -1.3868
## PC19 <= 0.2113387
## PC32 > -1.782014
## PC33 <= 4.859945
## PC35 <= 0.5706837
## PC36 <= 1.567114
## PC42 <= 2.231153
## PC56 <= -0.3875583
## PC57 <= 1.492087
## PC79 <= 1.354217
## PC91 > -1.647115
## PC94 <= 0.4189418
## -> class 0\|3 [0.993]
##
## Rule 55/64: (137.2, lift 10.2)
## PC2 > 2.5099
## PC15 <= 0.7124785
## PC18 <= -1.3868
## PC36 <= 1.567114
## PC39 <= -0.7806624
## PC57 <= 1.492087
## PC77 <= 1.124322
## PC79 <= 1.354217
## PC91 > -1.647115
## PC94 <= 0.4189418
## -> class 0\|3 [0.993]
##
## Rule 55/65: (100.1, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 <= -1.3868
## PC19 <= 0.2113387
## PC32 > -1.782014
## PC36 <= 1.220793
## PC39 > -0.7496418
## PC42 <= 2.231153
## PC68 <= 0.3270253
## PC79 <= 1.354217
## PC87 <= -0.1697736
## PC90 > -1.073485
## PC94 <= 0.4189418
## -> class 0\|3 [0.990]
##
## Rule 55/66: (101.3/0.3, lift 10.1)
## PC7 > -0.7646611
## PC14 <= -1.050668
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC27 > -6.315766
## -> class 0\|3 [0.987]
##
## Rule 55/67: (73.1, lift 10.1)
## PC18 <= -1.136285
## PC19 <= 0.2113387
## PC27 > -6.315766
## PC32 > -1.782014
## PC42 > 2.405487
## PC85 > -1.509085
## -> class 0\|3 [0.987]
##
## Rule 55/68: (87.1/0.3, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.9408
## PC4 <= 2.235021
## PC5 > -0.5573192
## PC7 <= 0.6997386
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC24 > 0.4554427
## PC75 > -0.06959045
## PC100 > -0.6424475
## -> class 0\|3 [0.986]
##
## Rule 55/69: (63.1, lift 10.1)
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC40 <= -2.798079
## -> class 0\|3 [0.985]
##
## Rule 55/70: (66.6, lift 10.1)
## PC2 <= 3.625779
## PC3 <= 1.640775
## PC19 <= 0.2113387
## PC25 <= -0.873342
## PC27 > -1.436865
## PC94 > 0.4189418
## -> class 0\|3 [0.985]
##
## Rule 55/71: (64.4, lift 10.1)
## PC2 > 2.5099
## PC7 > -0.7646611
## PC9 <= 0.2552016
## PC11 > -0.08075658
## PC18 <= 0.5825222
## PC30 <= 3.559118
## PC39 <= -1.854302
## -> class 0\|3 [0.985]
##
## Rule 55/72: (126.4/1, lift 10.1)
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC19 <= 0.2113387
## PC75 > 0.4707795
## PC91 > -1.647115
## PC94 <= 0.4189418
## PC99 <= 2.623152
## -> class 0\|3 [0.984]
##
## Rule 55/73: (62, lift 10.1)
## PC4 > -7.746524
## PC7 > -0.7646611
## PC18 <= -4.669888
## PC26 <= 1.21934
## PC42 <= 2.405487
## PC77 <= 1.124322
## PC85 > -1.509085
## -> class 0\|3 [0.984]
##
## Rule 55/74: (117.5/1.5, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC33 <= 4.859945
## PC81 <= 1.765621
## PC91 > -1.647115
## PC93 > 0.9271015
## PC94 <= 0.4189418
## PC99 <= 2.623152
## -> class 0\|3 [0.979]
##
## Rule 55/75: (42.2, lift 10.0)
## PC18 <= 0.5825222
## PC27 <= -10.22418
## -> class 0\|3 [0.977]
##
## Rule 55/76: (41.5, lift 10.0)
## PC2 > 2.5099
## PC18 > 0.5825222
## PC84 <= -2.63774
## -> class 0\|3 [0.977]
##
## Rule 55/77: (181.1/3.3, lift 10.0)
## PC1 <= -0.6623428
## PC4 > -7.746524
## PC15 <= 0.7124785
## PC18 <= -1.3868
## PC27 > -6.315766
## PC32 > -1.782014
## PC35 <= 0.5706837
## PC36 <= 1.567114
## PC39 > -0.7806624
## PC42 <= 2.231153
## PC53 > -1.310821
## PC68 <= 0.3270253
## PC77 <= 1.124322
## PC79 <= 1.354217
## PC90 > -1.073485
## PC94 <= 0.4189418
## -> class 0\|3 [0.976]
##
## Rule 55/78: (74.7/1.1, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC16 <= 0.2850798
## PC18 <= -1.136285
## PC23 <= 0.7158099
## PC27 > -6.315766
## -> class 0\|3 [0.972]
##
## Rule 55/79: (34.2, lift 9.9)
## PC2 > 2.5099
## PC7 > -0.7646611
## PC9 <= 0.2552016
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC36 > 1.927055
## -> class 0\|3 [0.972]
##
## Rule 55/80: (124.7/2.6, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -3.864402
## PC11 <= -0.08075658
## PC16 > -1.67346
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC25 <= 1.311909
## PC46 > -1.308755
## -> class 0\|3 [0.971]
##
## Rule 55/81: (51.4/0.7, lift 9.9)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC23 > 0.7158099
## PC27 > -6.315766
## PC54 > -2.339566
## PC85 > -1.509085
## PC94 > 0.4189418
## -> class 0\|3 [0.969]
##
## Rule 55/82: (121.9/2.9, lift 9.9)
## PC4 > -7.746524
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC19 <= 0.2113387
## PC35 <= 0.5706837
## PC36 <= 1.567114
## PC53 <= -1.310821
## PC56 > -0.3875583
## PC57 <= 1.492087
## PC75 <= 0.4707795
## PC81 <= 1.765621
## PC91 > -1.647115
## -> class 0\|3 [0.968]
##
## Rule 55/83: (76.8/1.8, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC27 > -6.315766
## PC33 <= 4.859945
## PC54 <= -2.339566
## PC77 <= 1.124322
## -> class 0\|3 [0.965]
##
## Rule 55/84: (71.8/1.6, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 <= 0.5825222
## PC30 <= 0.5327417
## PC77 > 1.124322
## -> class 0\|3 [0.965]
##
## Rule 55/85: (25.8, lift 9.9)
## PC4 > -7.746524
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC29 > 0.3581614
## PC79 > 1.354217
## -> class 0\|3 [0.964]
##
## Rule 55/86: (24.3, lift 9.8)
## PC4 > -7.746524
## PC18 <= -1.136285
## PC30 <= -4.09653
## PC63 > -0.05940325
## PC91 > -0.737647
## -> class 0\|3 [0.962]
##
## Rule 55/87: (19.6, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.746524
## PC15 <= 0.7124785
## PC18 <= 0.5825222
## PC26 > 1.21934
## PC81 <= 1.765621
## PC94 > 0.4189418
## -> class 0\|3 [0.954]
##
## Rule 55/88: (31.2/0.6, lift 9.7)
## PC2 > 2.5099
## PC16 > -0.7586578
## PC91 <= -7.263493
## -> class 0\|3 [0.952]
##
## Rule 55/89: (36.8/1, lift 9.7)
## PC2 > 2.5099
## PC18 <= 0.5825222
## PC23 <= 0.7158099
## PC52 <= -1.922131
## PC85 > -0.4020052
## PC94 > 0.4189418
## -> class 0\|3 [0.949]
##
## Rule 55/90: (14.6, lift 9.6)
## PC1 > -0.3062993
## PC3 > -0.3754922
## PC10 <= -1.065839
## PC16 > 0.3594292
## PC17 > -1.461361
## -> class 0\|3 [0.940]
##
## Rule 55/91: (194.9/13.8, lift 9.5)
## PC3 <= 1.640775
## PC4 > -7.746524
## PC5 > -0.5573192
## PC15 <= 0.7124785
## PC18 <= -1.3868
## PC35 > -0.370366
## PC35 <= 0.5706837
## PC38 > -0.3297824
## PC39 > -0.7496418
## PC41 <= 0.1491748
## PC54 > -0.6455268
## PC57 <= 1.492087
## PC68 <= 0.3270253
## PC78 > -0.1131568
## PC88 > -0.362768
## PC94 <= 0.4189418
## -> class 0\|3 [0.925]
##
## Rule 55/92: (29.6/1.7, lift 9.4)
## PC2 > 2.5099
## PC4 > -7.746524
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC23 <= 0.7158099
## PC33 <= 4.859945
## PC81 <= 1.765621
## PC85 <= -0.4020052
## PC94 > 0.4189418
## -> class 0\|3 [0.915]
##
## Rule 55/93: (108.1/8.7, lift 9.3)
## PC15 <= 0.7124785
## PC18 <= -1.136285
## PC19 <= 0.2113387
## PC33 <= 4.859945
## PC42 <= 2.231153
## PC55 <= -0.1438647
## PC77 <= 1.124322
## PC81 <= 1.765621
## PC94 > 0.4189418
## -> class 0\|3 [0.912]
##
## Rule 55/94: (8.5, lift 9.3)
## PC4 <= -7.746524
## PC18 <= -1.136285
## PC34 <= -0.7852964
## -> class 0\|3 [0.905]
##
## Rule 55/95: (24.3/1.5, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > -0.08075658
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC26 <= -0.5993289
## -> class 0\|3 [0.903]
##
## Rule 55/96: (6.9, lift 9.1)
## PC2 > 2.5099
## PC9 <= 0.2552016
## PC11 > -0.08075658
## PC18 > -1.136285
## PC18 <= 0.5825222
## PC30 <= -3.238498
## PC75 > -0.06959045
## -> class 0\|3 [0.887]
##
## Rule 55/97: (13.6/0.8, lift 9.0)
## PC5 > -0.5573192
## PC15 > 0.7124785
## PC18 <= -1.136285
## PC46 > 0.7912701
## -> class 0\|3 [0.883]
##
## Rule 55/98: (56.3/7.4, lift 8.8)
## PC1 > -0.7636611
## PC15 > 0.7124785
## PC18 <= -1.136285
## PC46 > -1.308755
## PC91 <= -0.737647
## -> class 0\|3 [0.857]
##
## Rule 55/99: (24.4/3.8, lift 8.4)
## PC2 > 2.5099
## PC18 > 0.5825222
## PC47 > 3.659497
## -> class 0\|3 [0.818]
##
## Rule 55/100: (19.6/3.2, lift 8.2)
## PC2 > 2.5099
## PC5 > -0.5573192
## PC7 <= -0.7646611
## PC16 <= -0.7586578
## PC18 <= 0.5825222
## PC46 > -1.308755
## -> class 0\|3 [0.804]
##
## Rule 55/101: (188.7/55.7, lift 7.2)
## PC13 > 7.236558
## PC17 <= 0.6509569
## PC65 > -2.897177
## PC85 <= 0.32481
## -> class 0\|3 [0.703]
##
## Rule 55/102: (12.2/3.6, lift 6.9)
## PC4 <= -7.746524
## PC5 > -0.5573192
## PC5 <= -0.4672404
## PC18 <= -1.136285
## -> class 0\|3 [0.675]
##
## Rule 55/103: (196.3, lift 20.8)
## PC1 > -0.3062993
## PC9 > -0.09433286
## PC12 > 2.36335
## PC22 <= 4.367604
## PC94 <= -0.1939822
## -> class 1\|0 [0.995]
##
## Rule 55/104: (169.8/0.2, lift 20.8)
## PC1 > -0.3062993
## PC9 > -0.09433286
## PC12 > 2.36335
## PC22 <= 4.367604
## PC56 > 0.4232124
## PC82 <= 0.1910566
## -> class 1\|0 [0.993]
##
## Rule 55/105: (90.8/0.3, lift 20.7)
## PC1 > -0.3062993
## PC12 > 4.306317
## PC82 <= 0.1910566
## -> class 1\|0 [0.986]
##
## Rule 55/106: (140.4/1.2, lift 20.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 1.35974
## PC21 > -0.2051003
## PC30 <= -0.08508095
## PC75 > -0.1449048
## PC86 <= 0.5552485
## -> class 1\|0 [0.985]
##
## Rule 55/107: (65.6, lift 20.6)
## PC2 > 2.5099
## PC14 <= 0.5750449
## PC16 <= -0.8879908
## PC18 <= 0.7362046
## PC27 <= 0.64168
## PC30 > -0.08508095
## PC45 > -0.6728945
## PC47 > -0.2840592
## PC67 <= -0.4841051
## -> class 1\|0 [0.984]
##
## Rule 55/108: (95.4/1.1, lift 20.5)
## PC2 > 2.5099
## PC16 <= -0.8879908
## PC21 > -0.2051003
## PC33 > -0.545204
## PC45 > -0.6728945
## PC47 > -0.2840592
## PC52 <= -0.0102739
## PC86 <= 0.2024556
## PC92 <= 0.4890302
## PC94 <= 0.03857326
## PC95 <= -0.2193512
## -> class 1\|0 [0.979]
##
## Rule 55/109: (90.7/1.3, lift 20.4)
## PC1 > -0.2809386
## PC4 > -1.215158
## PC8 > -4.446409
## PC16 <= 0.3594292
## PC17 > -1.461361
## PC18 <= 0.2079703
## PC19 > -0.403465
## PC26 <= -1.104155
## PC68 > -1.830715
## -> class 1\|0 [0.975]
##
## Rule 55/110: (42/0.1, lift 20.4)
## PC1 > -0.3062993
## PC9 > -0.09433286
## PC12 > 2.36335
## PC64 > 0.6189599
## PC82 <= 0.1910566
## -> class 1\|0 [0.974]
##
## Rule 55/111: (24.2, lift 20.1)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC15 > -0.7664703
## PC18 > 0.2079703
## PC40 <= 0.4722749
## PC95 <= -0.3907958
## -> class 1\|0 [0.962]
##
## Rule 55/112: (21.6, lift 20.1)
## PC1 > -0.3062993
## PC15 > -0.7664703
## PC18 > 0.2079703
## PC34 <= -1.231568
## PC41 <= -0.3237827
## -> class 1\|0 [0.958]
##
## Rule 55/113: (25.1/0.1, lift 20.1)
## PC2 > 2.5099
## PC18 <= 0.7362046
## PC21 > -0.2051003
## PC27 <= 0.64168
## PC30 > -0.08508095
## PC47 > -0.2840592
## PC68 > 1.74373
## PC86 <= 0.2024556
## -> class 1\|0 [0.958]
##
## Rule 55/114: (68.2/2.2, lift 20.0)
## PC1 > 8.888579
## PC3 <= -0.3754922
## PC11 <= -0.9232262
## PC12 <= 2.36335
## PC18 <= 0.2079703
## PC67 <= 0.3903311
## PC68 <= 1.01486
## -> class 1\|0 [0.955]
##
## Rule 55/115: (143.4/5.9, lift 20.0)
## PC1 > -0.3062993
## PC8 > 0.9849377
## PC9 > -0.09433286
## PC12 > 2.36335
## PC12 <= 4.306317
## PC22 <= 4.367604
## PC82 <= 0.1910566
## -> class 1\|0 [0.953]
##
## Rule 55/116: (381.4/24.2, lift 19.6)
## PC1 > -0.3062993
## PC9 > -0.09433286
## PC12 > 2.36335
## PC22 <= 4.367604
## PC46 > -3.657874
## PC79 > -0.08624981
## PC82 <= 0.1910566
## -> class 1\|0 [0.934]
##
## Rule 55/117: (37/1.7, lift 19.5)
## PC1 > -0.2809386
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC4 > -1.215158
## PC8 > -4.446409
## PC16 <= 0.3594292
## PC19 > -0.403465
## PC26 > -1.104155
## PC64 > 0.560041
## PC68 > -1.830715
## -> class 1\|0 [0.930]
##
## Rule 55/118: (54.4/3.3, lift 19.3)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC17 <= -1.461361
## PC68 <= -0.4712674
## -> class 1\|0 [0.923]
##
## Rule 55/119: (23.3/1, lift 19.3)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC4 > -1.215158
## PC12 <= 2.36335
## PC16 <= 0.3594292
## PC19 > -0.403465
## PC47 <= -1.243745
## PC68 > -1.830715
## -> class 1\|0 [0.922]
##
## Rule 55/120: (12.1/0.1, lift 19.3)
## PC2 <= 2.5099
## PC6 <= -6.014648
## PC18 > 0.2079703
## -> class 1\|0 [0.922]
##
## Rule 55/121: (5.2, lift 18.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC21 > -0.2051003
## PC47 > -0.2840592
## PC52 > -0.0102739
## PC53 <= -0.5605518
## -> class 1\|0 [0.862]
##
## Rule 55/122: (82.4, lift 15.4)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC17 <= -1.461361
## PC68 > -0.4712674
## -> class 1\|1 [0.988]
##
## Rule 55/123: (201/1.5, lift 15.4)
## PC1 > -0.3062993
## PC3 > -0.3754922
## PC4 > -1.215158
## PC8 > -4.446409
## PC12 <= 2.36335
## PC16 <= 0.3594292
## PC17 > -1.461361
## PC18 <= 0.2079703
## PC19 > -0.403465
## PC26 > -1.104155
## PC47 > -1.243745
## PC64 <= 0.560041
## PC68 > -1.830715
## -> class 1\|1 [0.988]
##
## Rule 55/124: (88.3/1.2, lift 15.2)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC6 > -6.014648
## PC15 > -0.7664703
## PC18 > 0.2079703
## PC40 <= 0.4722749
## PC41 > -0.3237827
## PC45 <= 0.07133837
## PC95 > -0.3907958
## -> class 1\|1 [0.975]
##
## Rule 55/125: (31.2, lift 15.2)
## PC1 > 8.888579
## PC3 <= -0.3754922
## PC8 > -4.446409
## PC11 > -0.9232262
## PC12 <= 2.36335
## PC18 <= 0.2079703
## PC19 > -1.568921
## PC54 > -3.886105
## -> class 1\|1 [0.970]
##
## Rule 55/126: (137.9/3.5, lift 15.1)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 <= 0.9849377
## PC12 > 2.36335
## PC12 <= 4.306317
## PC56 <= 0.4232124
## PC64 <= 0.6189599
## PC79 <= -0.08624981
## PC94 > -0.1939822
## -> class 1\|1 [0.968]
##
## Rule 55/127: (20.5, lift 14.9)
## PC1 > 8.888579
## PC3 <= -0.3754922
## PC19 > -1.568921
## PC67 > 0.3903311
## -> class 1\|1 [0.956]
##
## Rule 55/128: (15.3, lift 14.7)
## PC1 > 8.888579
## PC3 <= -0.3754922
## PC8 > -4.446409
## PC12 <= 2.36335
## PC19 > -1.568921
## PC68 > 1.01486
## -> class 1\|1 [0.942]
##
## Rule 55/129: (12.2, lift 14.5)
## PC1 > -0.3062993
## PC1 <= 8.888579
## PC3 <= -0.3754922
## PC10 > 0.6238347
## PC12 <= 2.36335
## PC18 <= 0.2079703
## -> class 1\|1 [0.930]
##
## Rule 55/130: (13.6/0.2, lift 14.4)
## PC1 > -0.3062993
## PC12 > 2.36335
## PC46 <= -3.657874
## PC82 <= 0.1910566
## -> class 1\|1 [0.923]
##
## Rule 55/131: (31.6/1.9, lift 14.3)
## PC2 <= 2.5099
## PC3 > 7.783357
## PC4 <= -1.215158
## PC16 <= 0.3594292
## PC19 > -0.403465
## -> class 1\|1 [0.915]
##
## Rule 55/132: (29.2/2.2, lift 14.0)
## PC1 > 8.888579
## PC3 <= -3.103489
## PC19 <= -1.568921
## PC54 > -3.886105
## -> class 1\|1 [0.899]
##
## Rule 55/133: (7.9, lift 14.0)
## PC1 > -0.3062993
## PC3 > -0.3754922
## PC12 > 1.859327
## PC19 <= -0.403465
## -> class 1\|1 [0.899]
##
## Rule 55/134: (130.5/16.2, lift 13.6)
## PC1 > -0.3062993
## PC9 > -0.09433286
## PC12 > 2.36335
## PC22 <= 4.367604
## PC82 > 0.1910566
## -> class 1\|1 [0.870]
##
## Rule 55/135: (25.1/2.6, lift 13.5)
## PC1 > -0.3062993
## PC16 <= 0.3594292
## PC18 > 0.1630111
## PC18 <= 0.2079703
## PC19 <= -0.403465
## -> class 1\|1 [0.867]
##
## Rule 55/136: (5.7/0.6, lift 12.5)
## PC1 > -0.3062993
## PC9 > -1.497579
## PC16 <= 0.3594292
## PC19 <= -0.403465
## PC58 > 1.220914
## -> class 1\|1 [0.798]
##
## Rule 55/137: (1273.9/752.3, lift 6.4)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.410]
##
## Rule 55/138: (160.2, lift 14.8)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC9 > -1.497579
## PC12 <= 1.859327
## PC16 <= 0.3594292
## PC18 <= 0.1630111
## PC19 <= -0.403465
## PC58 <= 1.220914
## -> class 1\|2 [0.994]
##
## Rule 55/139: (98.7, lift 14.7)
## PC1 > 8.888579
## PC3 > -3.103489
## PC3 <= -0.3754922
## PC8 > -4.446409
## PC18 <= 0.2079703
## PC19 <= -1.568921
## -> class 1\|2 [0.990]
##
## Rule 55/140: (87.3, lift 14.7)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC16 <= 0.3594292
## PC18 <= 0.1630111
## PC19 <= -0.403465
## PC86 > 0.4075066
## -> class 1\|2 [0.989]
##
## Rule 55/141: (82.6, lift 14.7)
## PC2 > 2.5099
## PC3 > 9.508333
## PC51 <= -0.7561268
## -> class 1\|2 [0.988]
##
## Rule 55/142: (88.6/0.2, lift 14.7)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC16 <= 0.3594292
## PC18 <= 0.1630111
## PC19 <= -0.403465
## PC50 <= -0.6363275
## -> class 1\|2 [0.987]
##
## Rule 55/143: (71.3, lift 14.6)
## PC3 > 0.3848427
## PC16 > 0.3594292
## PC70 > 0.9095808
## -> class 1\|2 [0.986]
##
## Rule 55/144: (68.1, lift 14.6)
## PC5 <= -5.914125
## PC6 <= -3.426425
## PC16 > -0.8879908
## PC51 <= -0.7561268
## -> class 1\|2 [0.986]
##
## Rule 55/145: (60.2, lift 14.6)
## PC2 <= 2.5099
## PC3 <= 7.783357
## PC4 <= -1.215158
## PC12 <= 2.36335
## PC16 <= 0.3594292
## PC17 > -1.461361
## PC18 <= 0.2079703
## -> class 1\|2 [0.984]
##
## Rule 55/146: (60.4, lift 14.6)
## PC1 > -0.3062993
## PC11 > -0.886148
## PC12 <= 2.36335
## PC16 > 0.3594292
## PC23 > 1.960709
## PC100 <= 0.1844041
## -> class 1\|2 [0.984]
##
## Rule 55/147: (43.5, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8879908
## PC60 <= -0.9186381
## -> class 1\|2 [0.976]
##
## Rule 55/148: (34.6, lift 14.4)
## PC1 > -0.3062993
## PC8 > -4.446409
## PC16 > 0.3594292
## PC18 <= 0.2079703
## PC23 > 1.960709
## PC24 <= 2.627031
## -> class 1\|2 [0.973]
##
## Rule 55/149: (121.3/2.3, lift 14.5)
## PC1 > -0.3062993
## PC3 > -0.3754922
## PC8 > 2.191673
## PC12 <= 2.36335
## PC16 > 0.3594292
## -> class 1\|2 [0.973]
##
## Rule 55/150: (140.1/4.1, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 <= 1.980869
## PC16 > 0.4291682
## PC51 > -0.7561268
## PC61 > -0.9051436
## -> class 1\|2 [0.964]
##
## Rule 55/151: (23.1, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8879908
## PC27 > 0.3781083
## PC51 <= -0.7561268
## -> class 1\|2 [0.960]
##
## Rule 55/152: (141.5/5, lift 14.2)
## PC1 > -0.3062993
## PC3 > -0.3754922
## PC8 > -4.446409
## PC8 <= 2.191673
## PC10 > -1.065839
## PC12 <= 2.36335
## PC18 <= 0.2079703
## PC20 > -0.2767116
## PC26 > 1.513657
## -> class 1\|2 [0.958]
##
## Rule 55/153: (28.7/0.4, lift 14.2)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC16 > 0.3594292
## PC99 > 1.455613
## PC100 <= 0.1844041
## -> class 1\|2 [0.953]
##
## Rule 55/154: (256.9/11.5, lift 14.1)
## PC1 > -0.3062993
## PC5 > 3.424831
## PC12 <= 2.36335
## PC16 > 0.3594292
## PC18 <= 0.2079703
## -> class 1\|2 [0.952]
##
## Rule 55/155: (288.7/17.1, lift 13.9)
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC9 > -0.6201965
## PC12 <= 2.36335
## PC16 > 0.3594292
## PC18 <= 0.2079703
## PC20 <= 0.1062191
## PC24 > -2.629769
## PC26 > -0.771329
## PC28 > -0.3159879
## PC57 <= 1.048443
## PC62 > -0.808212
## PC100 > 0.1844041
## -> class 1\|2 [0.938]
##
## Rule 55/156: (89.2/5.8, lift 13.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8879908
## PC20 > -0.09560023
## PC29 > -0.2149761
## PC51 > -0.7561268
## -> class 1\|2 [0.925]
##
## Rule 55/157: (11, lift 13.7)
## PC1 > -0.3062993
## PC9 > -0.09433286
## PC12 > 2.36335
## PC22 > 4.367604
## -> class 1\|2 [0.923]
##
## Rule 55/158: (96.7/15.1, lift 12.4)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > 0.3848427
## PC10 > -1.065839
## PC16 > 0.3594292
## PC18 <= 0.2079703
## PC20 > -0.003602827
## -> class 1\|2 [0.837]
##
## Rule 55/159: (116.5/45.2, lift 9.1)
## PC1 > -0.3062993
## PC8 > -4.446409
## PC12 <= 2.36335
## PC16 <= 0.3594292
## PC17 > -1.461361
## PC18 <= 0.2079703
## PC68 <= -1.830715
## -> class 1\|2 [0.610]
##
## Rule 55/160: (118.4, lift 14.4)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC8 > -4.446409
## PC9 <= -1.497579
## PC19 <= -0.403465
## PC45 > -0.4144146
## PC50 > -0.6363275
## PC86 <= 0.4075066
## -> class 1\|3 [0.991]
##
## Rule 55/161: (27, lift 14.1)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > 0.3848427
## PC5 <= 3.424831
## PC9 <= -0.6201965
## PC16 > 0.3594292
## PC100 > 0.1844041
## -> class 1\|3 [0.966]
##
## Rule 55/162: (37.4/1.1, lift 13.8)
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC5 <= 3.424831
## PC12 <= 2.36335
## PC16 > 0.3594292
## PC28 <= -0.3159879
## PC70 <= 0.9095808
## -> class 1\|3 [0.947]
##
## Rule 55/163: (16.6, lift 13.8)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > -0.3754922
## PC5 <= 3.424831
## PC16 > 0.3594292
## PC57 > 1.048443
## PC70 <= 0.9095808
## PC100 > 0.1844041
## -> class 1\|3 [0.946]
##
## Rule 55/164: (35.9/1.3, lift 13.7)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC15 > -0.7664703
## PC18 > 0.2079703
## PC34 > -1.231568
## PC41 <= -0.3237827
## -> class 1\|3 [0.940]
##
## Rule 55/165: (401.4/51.2, lift 12.7)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC3 > 0.3848427
## PC5 <= 3.424831
## PC8 <= 2.191673
## PC16 > 0.3594292
## PC20 <= -0.003602827
## PC70 <= 0.9095808
## PC100 <= 0.1844041
## -> class 1\|3 [0.871]
##
## Rule 55/166: (170.9/25.9, lift 12.3)
## PC1 > -0.3062993
## PC3 > 0.3848427
## PC5 <= 3.424831
## PC16 > 0.3594292
## PC20 <= 0.1062191
## PC26 <= -0.771329
## -> class 1\|3 [0.845]
##
## Rule 55/167: (348.6/116.6, lift 9.7)
## PC3 > 1.640775
## PC3 <= 9.508333
## PC16 > -0.8879908
## PC51 <= -0.7561268
## -> class 1\|3 [0.665]
##
## Rule 55/168: (1050.8/410, lift 8.9)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC15 <= -0.7664703
## PC18 > 0.2079703
## PC21 <= 0.9003304
## -> class 1\|3 [0.610]
##
## Rule 55/169: (54.3, lift 14.0)
## PC1 > -0.3062993
## PC1 <= 8.888579
## PC2 <= 2.5099
## PC3 <= -0.3754922
## PC8 > -4.446409
## PC12 <= 2.36335
## PC44 > 0.800207
## PC57 > -0.9032559
## -> class 2\|0 [0.981]
##
## Rule 55/170: (108.3/2.1, lift 13.9)
## PC1 <= -0.3062993
## PC2 > -1.079964
## PC2 <= 2.5099
## PC8 > 1.146677
## PC36 > 0.09076007
## PC36 <= 0.3500793
## -> class 2\|0 [0.972]
##
## Rule 55/171: (28.6, lift 13.8)
## PC1 <= -0.3062993
## PC8 > 2.293971
## PC20 <= -0.02097375
## PC31 <= -0.7057244
## PC76 <= -0.02000255
## PC94 <= 0.5022797
## -> class 2\|0 [0.967]
##
## Rule 55/172: (64.1/2.3, lift 13.6)
## PC1 <= -0.3062993
## PC2 > -1.560392
## PC8 > 2.293971
## PC19 <= 0.7237988
## PC44 <= 0.6049024
## -> class 2\|0 [0.950]
##
## Rule 55/173: (17.2, lift 13.6)
## PC1 <= -0.3062993
## PC8 > 2.293971
## PC19 <= 0.7237988
## PC20 > -0.02097375
## PC66 > 0.5869853
## -> class 2\|0 [0.948]
##
## Rule 55/174: (44.5/2.4, lift 13.3)
## PC1 > -0.3062993
## PC15 <= -0.7664703
## PC18 > 0.2079703
## PC21 > 0.9003304
## -> class 2\|0 [0.927]
##
## Rule 55/175: (671.6/61.4, lift 13.0)
## PC3 <= 0.4698725
## PC8 > 2.293971
## PC19 <= 0.7237988
## PC20 <= -0.02097375
## PC31 > -0.7057244
## PC41 <= 1.751196
## PC42 > -0.4168515
## PC43 > -2.296228
## PC70 <= 0.155108
## PC71 <= 0.9127713
## PC94 <= 0.5022797
## -> class 2\|0 [0.907]
##
## Rule 55/176: (184.8/19.5, lift 12.7)
## PC3 <= 0.4698725
## PC8 > 2.293971
## PC19 <= 0.7237988
## PC64 <= -0.5808558
## -> class 2\|0 [0.890]
##
## Rule 55/177: (165.6/17.6, lift 12.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 0.9530323
## PC10 <= 0.06672035
## PC43 > -1.259199
## PC56 <= -0.2859238
## -> class 2\|0 [0.889]
##
## Rule 55/178: (7.5/0.8, lift 11.5)
## PC8 > 2.293971
## PC19 <= 0.7237988
## PC41 <= -0.3458805
## PC94 > 0.5022797
## -> class 2\|0 [0.806]
##
## Rule 55/179: (367.1/80.8, lift 11.1)
## PC2 <= -1.079964
## PC3 > -1.969858
## PC3 <= 0.4698725
## PC8 > -0.2730613
## PC19 <= -1.274078
## PC24 <= 0.7800624
## PC44 > 0.4032726
## -> class 2\|0 [0.778]
##
## Rule 55/180: (25.3/11, lift 8.0)
## PC1 > -0.3062993
## PC9 <= -0.09433286
## PC12 > 2.36335
## -> class 2\|0 [0.561]
##
## Rule 55/181: (114.7, lift 11.7)
## PC2 <= 2.5099
## PC3 <= 0.4698725
## PC8 > 0.1481944
## PC10 > 0.07717738
## PC10 <= 0.6153101
## PC94 > 0.6588326
## -> class 2\|1 [0.991]
##
## Rule 55/182: (71.9/0.3, lift 11.5)
## PC2 <= -1.079964
## PC3 > -1.969858
## PC8 > -0.2730613
## PC8 <= 2.293971
## PC34 > 0.8681469
## PC56 > -0.2859238
## -> class 2\|1 [0.983]
##
## Rule 55/183: (88.5/0.9, lift 11.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC6 <= -0.4582205
## PC76 <= -1.077282
## PC91 > -0.5544928
## -> class 2\|1 [0.979]
##
## Rule 55/184: (50.8/0.2, lift 11.5)
## PC1 <= -0.3062993
## PC2 <= -1.079964
## PC3 > -1.969858
## PC8 > -0.2730613
## PC29 > 0.2777657
## PC94 <= 0.9344031
## PC100 > -1.008369
## -> class 2\|1 [0.978]
##
## Rule 55/185: (77.9/0.9, lift 11.5)
## PC1 <= -0.3062993
## PC8 > 2.825634
## PC18 <= -0.2199629
## PC42 > -0.4168515
## PC70 > -0.03615108
## -> class 2\|1 [0.976]
##
## Rule 55/186: (141.7/2.6, lift 11.5)
## PC2 <= -1.079964
## PC8 > 0.7917142
## PC8 <= 2.293971
## PC10 <= 0.07717738
## PC32 <= 1.11593
## PC40 > -1.014981
## PC44 <= 0.4032726
## PC56 > -0.2859238
## PC60 <= 1.14274
## PC64 <= 1.290706
## -> class 2\|1 [0.975]
##
## Rule 55/187: (25.5, lift 11.3)
## PC2 <= -9.599361
## -> class 2\|1 [0.964]
##
## Rule 55/188: (23.7, lift 11.3)
## PC1 <= -0.3062993
## PC8 > 2.293971
## PC41 > 1.751196
## PC70 <= 0.155108
## -> class 2\|1 [0.961]
##
## Rule 55/189: (23.6, lift 11.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC34 > 1.066212
## PC47 <= -0.779565
## -> class 2\|1 [0.961]
##
## Rule 55/190: (22, lift 11.3)
## PC1 <= 8.888579
## PC2 <= 2.5099
## PC3 <= -0.3754922
## PC8 > -4.446409
## PC10 <= 0.6238347
## PC12 <= 2.36335
## PC18 <= 0.2079703
## PC44 > 0.800207
## PC57 <= -0.9032559
## -> class 2\|1 [0.958]
##
## Rule 55/191: (55.8/1.4, lift 11.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 0.9530323
## PC8 <= 2.293971
## PC10 > 0.06672035
## PC56 <= -0.2859238
## -> class 2\|1 [0.958]
##
## Rule 55/192: (18.6, lift 11.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC39 > 1.060648
## -> class 2\|1 [0.952]
##
## Rule 55/193: (25.1/0.5, lift 11.1)
## PC1 <= -0.3062993
## PC5 > 0.7128242
## PC8 > 2.293971
## PC8 <= 2.825634
## PC20 <= -0.02097375
## PC42 > -0.4168515
## -> class 2\|1 [0.945]
##
## Rule 55/194: (15.8/0.2, lift 11.0)
## PC1 > 8.888579
## PC3 <= -0.3754922
## PC8 > -4.446409
## PC12 <= 2.36335
## PC54 <= -3.886105
## -> class 2\|1 [0.934]
##
## Rule 55/195: (70.2/4.7, lift 10.8)
## PC3 <= 0.4698725
## PC8 > 2.293971
## PC70 > 0.155108
## -> class 2\|1 [0.921]
##
## Rule 55/196: (8.7, lift 10.7)
## PC2 <= 2.5099
## PC8 > -2.289896
## PC58 > 0.238139
## PC73 <= -2.108726
## PC76 > -1.077282
## -> class 2\|1 [0.906]
##
## Rule 55/197: (27.6/2.2, lift 10.5)
## PC1 <= -0.3062993
## PC8 > 2.293971
## PC41 <= 1.751196
## PC43 <= -2.296228
## -> class 2\|1 [0.892]
##
## Rule 55/198: (5.2, lift 10.1)
## PC2 <= -7.957974
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC58 <= 0.238139
## PC63 > 0.04832752
## -> class 2\|1 [0.861]
##
## Rule 55/199: (7/0.4, lift 10.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > 0.1481944
## PC8 <= 0.1558477
## -> class 2\|1 [0.849]
##
## Rule 55/200: (50/13.7, lift 8.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC55 > -2.052396
## PC58 <= 0.238139
## PC63 > 0.04832752
## PC86 > 0.9986027
## -> class 2\|1 [0.717]
##
## Rule 55/201: (38.7/19.1, lift 5.9)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC15 > -0.7664703
## PC18 > 0.2079703
## PC40 > 0.4722749
## PC41 > -0.3237827
## -> class 2\|1 [0.506]
##
## Rule 55/202: (3248.3/1763.9, lift 5.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## -> class 2\|1 [0.457]
##
## Rule 55/203: (170.3/1.2, lift 11.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 0.1481944
## PC10 > 0.07717738
## PC29 <= 0.2777657
## PC30 <= 0.4316063
## PC34 <= 0.8681469
## PC44 <= 0.4032726
## PC65 <= 1.142087
## PC100 > -1.008369
## -> class 2\|2 [0.987]
##
## Rule 55/204: (83/0.1, lift 11.0)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 <= 0.4698725
## PC8 > 0.1481944
## PC8 <= 2.293971
## PC10 > 0.6153101
## PC29 <= 0.2777657
## PC30 <= 0.4316063
## PC35 > -0.6423977
## PC44 <= 0.4032726
## PC48 > -1.374239
## PC54 <= 1.755398
## PC56 > -0.2859238
## PC94 <= 0.9344031
## -> class 2\|2 [0.987]
##
## Rule 55/205: (106.2/2.2, lift 10.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC19 > -3.052557
## PC27 > -0.716119
## PC42 <= 0.5782176
## PC47 > -0.779565
## PC49 <= -0.1103051
## PC51 <= 0.1574584
## PC52 > -0.1123977
## PC63 <= 0.04832752
## PC80 > -0.6928559
## PC88 <= 0.4256945
## -> class 2\|2 [0.971]
##
## Rule 55/206: (29.4, lift 10.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC6 <= -0.4582205
## PC7 > -1.648415
## PC8 <= -0.2730613
## PC76 <= -1.077282
## PC91 <= -0.5544928
## -> class 2\|2 [0.965]
##
## Rule 55/207: (25.2, lift 10.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC5 > 1.020144
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC47 <= -0.779565
## PC90 > 0.2148222
## -> class 2\|2 [0.963]
##
## Rule 55/208: (28.3/0.3, lift 10.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC30 <= 0.1023021
## PC76 > -1.077282
## PC76 <= -0.4988156
## PC84 <= -0.3270488
## -> class 2\|2 [0.959]
##
## Rule 55/209: (21.1, lift 10.6)
## PC8 <= -0.2730613
## PC47 > -0.779565
## PC67 <= -4.857662
## PC76 > -1.077282
## PC78 <= 1.092113
## PC86 > -0.377133
## -> class 2\|2 [0.957]
##
## Rule 55/210: (18.5, lift 10.6)
## PC1 > -0.3062993
## PC1 <= 8.888579
## PC3 <= -0.3754922
## PC8 > -4.446409
## PC18 <= 0.2079703
## PC23 > 0.4803682
## PC41 > 0.4290316
## PC44 <= 0.800207
## -> class 2\|2 [0.951]
##
## Rule 55/211: (250.1/11.5, lift 10.6)
## PC1 <= -0.3062993
## PC2 > -9.599361
## PC2 <= 2.5099
## PC6 <= 6.78757
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC13 > -0.8443785
## PC58 > 0.238139
## PC76 > -1.077282
## -> class 2\|2 [0.950]
##
## Rule 55/212: (23.3/0.3, lift 10.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC43 <= -1.59425
## PC47 > -0.779565
## PC49 > -0.1103051
## PC58 <= 0.238139
## PC63 <= 0.04832752
## PC76 > -1.077282
## PC84 > -0.05680523
## PC88 <= 0.4256945
## -> class 2\|2 [0.947]
##
## Rule 55/213: (22.9/0.3, lift 10.5)
## PC1 <= -0.3062993
## PC8 <= -2.289896
## PC46 > 0.6557118
## PC68 <= -0.04998782
## PC79 > -0.4913865
## -> class 2\|2 [0.946]
##
## Rule 55/214: (15.9, lift 10.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 0.9530323
## PC56 <= -0.2859238
## PC77 <= -1.052081
## -> class 2\|2 [0.944]
##
## Rule 55/215: (32.4/1, lift 10.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC47 > -0.779565
## PC63 <= 0.04832752
## PC78 > 1.092113
## -> class 2\|2 [0.942]
##
## Rule 55/216: (100.4/5.5, lift 10.4)
## PC1 <= -0.3062993
## PC8 > 0.1481944
## PC8 <= 2.293971
## PC10 > 0.07717738
## PC32 <= 1.11593
## PC34 <= 0.8681469
## PC35 > -0.6423977
## PC39 > 0.5651461
## PC39 <= 1.060648
## PC56 > -0.2859238
## PC56 <= 0.4793926
## PC59 <= 0.4912825
## PC94 <= 0.6588326
## -> class 2\|2 [0.937]
##
## Rule 55/217: (352.3/22.4, lift 10.4)
## PC1 > -3.929992
## PC1 <= -0.3062993
## PC2 <= -1.079964
## PC3 > -1.969858
## PC8 > -0.2730613
## PC8 <= 2.293971
## PC10 > 0.07717738
## PC10 <= 0.6038525
## PC15 <= 2.732739
## PC19 > -2.317307
## PC32 <= 1.11593
## PC34 <= 0.7388773
## PC35 > -0.6423977
## PC38 <= 0.5424263
## PC44 <= 0.4032726
## PC48 > -1.374239
## PC56 > -0.2859238
## PC59 <= 0.4912825
## PC94 <= 0.6588326
## PC100 > -1.008369
## -> class 2\|2 [0.934]
##
## Rule 55/218: (13.1, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC20 > 0.8054562
## PC71 <= -0.3714299
## -> class 2\|2 [0.934]
##
## Rule 55/219: (37/1.6, lift 10.4)
## PC1 > -0.3062993
## PC1 <= 8.888579
## PC2 <= 2.5099
## PC3 <= -0.3754922
## PC8 > -4.446409
## PC10 <= 0.6238347
## PC12 <= 2.36335
## PC18 <= 0.2079703
## PC23 <= 0.4803682
## PC44 <= 0.800207
## PC87 > -0.3763801
## -> class 2\|2 [0.933]
##
## Rule 55/220: (12.6, lift 10.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 > -1.969858
## PC8 > -0.2730613
## PC24 > 0.7800624
## PC44 > 0.4032726
## -> class 2\|2 [0.932]
##
## Rule 55/221: (20.4/0.7, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC22 <= -2.06298
## PC58 <= 0.238139
## PC88 <= 0.4256945
## -> class 2\|2 [0.925]
##
## Rule 55/222: (15.9/0.3, lift 10.3)
## PC1 <= -0.3062993
## PC2 <= -1.079964
## PC8 > -0.2730613
## PC8 <= 2.293971
## PC10 <= 0.07717738
## PC44 <= 0.4032726
## PC59 > -0.6592996
## PC60 > 1.14274
## PC65 <= 1.142087
## -> class 2\|2 [0.925]
##
## Rule 55/223: (9.6, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 2.293971
## PC32 > 1.11593
## PC44 <= 0.4032726
## PC92 > 0.4191023
## -> class 2\|2 [0.914]
##
## Rule 55/224: (87.3/6.8, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC47 > -0.779565
## PC63 <= 0.04832752
## PC88 > 0.4256945
## -> class 2\|2 [0.913]
##
## Rule 55/225: (13.3/0.3, lift 10.2)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= 2.293971
## PC10 <= 0.07717738
## PC32 <= 1.11593
## PC40 > -1.014981
## PC56 > -0.2859238
## PC64 > 1.290706
## PC65 <= 1.142087
## -> class 2\|2 [0.913]
##
## Rule 55/226: (49.1/3.8, lift 10.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC20 <= 0.8054562
## PC36 <= 1.237872
## PC39 <= -1.176261
## PC71 <= -0.3714299
## PC84 > -0.3270488
## -> class 2\|2 [0.907]
##
## Rule 55/227: (57.2/4.5, lift 10.1)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC14 > 2.530786
## PC63 <= 0.04832752
## -> class 2\|2 [0.906]
##
## Rule 55/228: (114.5/11.8, lift 9.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC19 > -4.218863
## PC49 > -0.1103051
## PC53 > -0.3411455
## PC84 <= -0.05680523
## PC86 > -0.377133
## -> class 2\|2 [0.890]
##
## Rule 55/229: (60.4/6, lift 9.9)
## PC1 <= -0.3062993
## PC2 <= -1.079964
## PC8 > -0.2730613
## PC8 <= 0.7917142
## PC10 <= 0.07717738
## PC44 <= 0.4032726
## PC53 <= -0.06332266
## PC56 > -0.2859238
## PC59 > -0.6592996
## PC86 <= 0.2587095
## -> class 2\|2 [0.888]
##
## Rule 55/230: (16.9/1.1, lift 9.9)
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC14 <= 2.530786
## PC27 <= -0.716119
## PC47 > -0.779565
## PC58 <= 0.238139
## PC63 <= 0.04832752
## PC86 > -0.377133
## -> class 2\|2 [0.888]
##
## Rule 55/231: (23.3/1.9, lift 9.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -0.2730613
## PC8 <= 0.9530323
## PC44 <= -0.7733655
## PC56 <= -0.2859238
## PC77 > -1.052081
## -> class 2\|2 [0.884]
##
## Rule 55/232: (6.5, lift 9.8)
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC47 <= -0.779565
## PC82 <= -0.9570016
## -> class 2\|2 [0.882]
##
## Rule 55/233: (6, lift 9.7)
## PC1 <= -0.3062993
## PC8 <= -0.2730613
## PC84 > -0.3276846
## PC84 <= -0.3270488
## -> class 2\|2 [0.875]
##
## Rule 55/234: (5.1, lift 9.6)
## PC8 <= -0.2730613
## PC93 > 0.4512028
## PC93 <= 0.4516766
## -> class 2\|2 [0.859]
##
## Rule 55/235: (26.7/3.1, lift 9.5)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 <= 0.4698725
## PC8 > -0.2730613
## PC8 <= 2.293971
## PC10 <= 0.07717738
## PC32 <= 1.11593
## PC40 <= -1.014981
## PC56 > -0.2859238
## PC59 > -0.6592996
## PC65 <= 1.142087
## -> class 2\|2 [0.856]
##
## Rule 55/236: (34.7/4.8, lift 9.4)
## PC1 <= -0.3062993
## PC2 > -8.403103
## PC8 <= -2.289896
## PC30 > 0.1023021
## PC84 <= -0.3270488
## -> class 2\|2 [0.843]
##
## Rule 55/237: (46.6/7.9, lift 9.1)
## PC1 <= -2.23943
## PC2 > -8.403103
## PC8 > -2.974228
## PC8 <= -2.289896
## PC19 > -3.550094
## PC45 > 0.04417703
## PC71 <= -0.3714299
## PC84 > -0.3270488
## -> class 2\|2 [0.817]
##
## Rule 55/238: (3.4, lift 9.1)
## PC38 > 5.795516
## -> class 2\|2 [0.816]
##
## Rule 55/239: (592.5/173.3, lift 7.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC63 > 0.04832752
## PC76 > -1.077282
## -> class 2\|2 [0.707]
##
## Rule 55/240: (279.1/0.2, lift 8.0)
## PC2 <= 2.5099
## PC5 <= 1.158175
## PC8 <= -2.289896
## PC11 > -4.255485
## PC22 <= -0.2078556
## PC34 > -0.03992389
## PC71 > -0.3714299
## PC84 > -0.3270488
## -> class 2\|3 [0.996]
##
## Rule 55/241: (138.7, lift 8.0)
## PC1 <= -0.3062993
## PC2 > -8.403103
## PC8 <= -2.289896
## PC76 > -1.077282
## PC84 > -0.3270488
## PC86 <= -0.5913734
## -> class 2\|3 [0.992]
##
## Rule 55/242: (85.1, lift 8.0)
## PC2 <= 2.5099
## PC8 <= -2.289896
## PC19 <= 0.7321585
## PC23 <= 0.2972143
## PC33 <= -0.0142226
## PC36 <= 1.237872
## PC45 <= 0.3081251
## PC46 <= 0.6557118
## PC73 > 0.2099227
## PC84 > -0.3270488
## -> class 2\|3 [0.989]
##
## Rule 55/243: (90.8/0.5, lift 7.9)
## PC1 > -1.773894
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC19 <= 3.33329
## PC63 > 0.04832752
## PC86 <= 0.9986027
## PC87 > 0.06508809
## -> class 2\|3 [0.984]
##
## Rule 55/244: (44.7, lift 7.9)
## PC1 <= -0.3062993
## PC8 <= -0.2730613
## PC55 <= -2.052396
## PC63 > 0.04832752
## -> class 2\|3 [0.979]
##
## Rule 55/245: (35.7, lift 7.8)
## PC1 <= -0.3062993
## PC4 <= 0.5117102
## PC6 > 6.78757
## PC8 <= -0.2730613
## -> class 2\|3 [0.973]
##
## Rule 55/246: (68.5/0.9, lift 7.8)
## PC8 <= -0.2730613
## PC35 > 1.009134
## PC58 <= 0.238139
## PC63 > 0.04832752
## PC76 > -1.077282
## PC86 <= 0.9986027
## -> class 2\|3 [0.973]
##
## Rule 55/247: (27.5, lift 7.8)
## PC8 <= -0.2730613
## PC76 > -1.077282
## PC80 <= -5.839114
## -> class 2\|3 [0.966]
##
## Rule 55/248: (53.9/1.2, lift 7.7)
## PC1 <= -0.3062993
## PC8 <= -2.289896
## PC46 > 0.6557118
## PC68 > -0.04998782
## PC71 > -0.3714299
## PC84 > -0.3270488
## -> class 2\|3 [0.961]
##
## Rule 55/249: (20.8, lift 7.7)
## PC1 <= -0.3062993
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC19 > -4.218863
## PC19 <= -3.052557
## PC58 <= 0.238139
## -> class 2\|3 [0.956]
##
## Rule 55/250: (19.6/0.1, lift 7.6)
## PC1 <= -1.773894
## PC8 <= -0.2730613
## PC58 <= 0.238139
## PC63 > 0.04832752
## PC76 > -1.077282
## PC79 <= -0.1719397
## PC87 > -0.8287594
## -> class 2\|3 [0.949]
##
## Rule 55/251: (59.3/2.4, lift 7.6)
## PC1 <= -0.3062993
## PC2 <= -1.079964
## PC8 > -0.2730613
## PC8 <= 0.9530323
## PC38 <= 0.1968416
## PC44 > -0.7733655
## PC56 <= -0.2859238
## PC77 > -1.052081
## PC88 > -0.3139375
## PC93 <= 0.6375797
## PC99 <= 1.045439
## -> class 2\|3 [0.945]
##
## Rule 55/252: (63/4.9, lift 7.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC63 > 0.04832752
## PC80 > -5.839114
## PC86 <= 0.9986027
## PC99 <= -1.404352
## -> class 2\|3 [0.909]
##
## Rule 55/253: (54.8/8.1, lift 6.8)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC14 <= 2.530786
## PC52 <= -0.1123977
## PC58 <= 0.238139
## PC63 <= 0.04832752
## PC67 > -4.857662
## PC88 <= 0.4256945
## -> class 2\|3 [0.840]
##
## Rule 55/254: (29.8/5.9, lift 6.3)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC3 <= -1.969858
## PC8 > -0.2730613
## -> class 2\|3 [0.784]
##
## Rule 55/255: (39.7/15.8, lift 4.8)
## PC1 <= -0.3062993
## PC2 <= -1.079964
## PC3 > -1.969858
## PC8 > -0.2730613
## PC8 <= 2.293971
## PC24 <= 0.7800624
## PC44 > 0.4032726
## PC87 > -0.004789992
## -> class 2\|3 [0.597]
##
## Rule 55/256: (11906.6/9432.8, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.208]
##
## Rule 55/257: (132.1, lift 22.8)
## PC1 <= -0.3062993
## PC8 <= -2.289896
## PC19 <= 0.7321585
## PC22 > -0.2078556
## PC33 > -0.0142226
## PC73 > 0.2099227
## PC96 <= 0.313805
## -> class 2\|4 [0.992]
##
## Rule 55/258: (64, lift 22.6)
## PC1 > -3.113458
## PC1 <= -0.3062993
## PC11 <= -4.255485
## -> class 2\|4 [0.985]
##
## Rule 55/259: (78.4/0.8, lift 22.4)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC10 <= -0.9705257
## PC36 <= 0.9121976
## PC71 > -0.3714299
## PC76 > -1.077282
## PC93 <= 0.4516766
## -> class 2\|4 [0.977]
##
## Rule 55/260: (68.7/1.1, lift 22.2)
## PC1 <= -0.3062993
## PC8 <= -2.289896
## PC71 > -0.3714299
## PC76 > -1.077282
## PC79 <= -0.4913865
## PC84 > -0.3270488
## -> class 2\|4 [0.970]
##
## Rule 55/261: (176.9/5.5, lift 22.1)
## PC8 <= -2.289896
## PC10 > 0.1367046
## PC19 <= -3.550094
## PC22 > -1.824882
## PC33 <= 0.3340787
## -> class 2\|4 [0.964]
##
## Rule 55/262: (51.7/1.1, lift 22.0)
## PC1 <= -0.3062993
## PC5 > 1.158175
## PC8 <= -2.289896
## PC19 <= 0.7321585
## PC33 > -0.0142226
## PC46 <= 0.6557118
## PC71 > -0.3714299
## PC73 > 0.2099227
## PC86 > -0.5913734
## PC96 <= 0.313805
## -> class 2\|4 [0.961]
##
## Rule 55/263: (33/0.5, lift 22.0)
## PC2 <= 2.5099
## PC8 <= -2.289896
## PC19 <= 0.7321585
## PC23 > 0.2972143
## PC33 <= -0.0142226
## PC71 > -0.3714299
## PC73 > 0.2099227
## PC84 > -0.3270488
## PC93 <= 0.4516766
## PC96 <= 0.313805
## -> class 2\|4 [0.958]
##
## Rule 55/264: (19.6, lift 21.9)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 <= -4.446409
## PC25 > -0.2304425
## PC57 > 0.2258642
## -> class 2\|4 [0.954]
##
## Rule 55/265: (16.8, lift 21.7)
## PC1 <= -0.3062993
## PC8 <= -2.289896
## PC45 > 0.3081251
## PC46 <= 0.6557118
## PC71 > -0.3714299
## PC76 > -1.077282
## PC84 > -0.3270488
## -> class 2\|4 [0.946]
##
## Rule 55/266: (15.9, lift 21.6)
## PC1 > -0.3062993
## PC8 <= -4.446409
## PC38 > 0.5481992
## -> class 2\|4 [0.944]
##
## Rule 55/267: (78.1/3.6, lift 21.6)
## PC8 <= -2.289896
## PC36 <= 1.237872
## PC46 <= 0.6557118
## PC71 > -0.3714299
## PC78 <= -0.8694678
## PC84 > -0.3270488
## -> class 2\|4 [0.943]
##
## Rule 55/268: (86.5/4.1, lift 21.6)
## PC2 <= 2.5099
## PC8 <= -2.289896
## PC19 > -3.550094
## PC19 <= 0.7321585
## PC33 > -0.0142226
## PC34 <= -0.03992389
## PC46 <= 0.6557118
## PC71 > -0.3714299
## PC73 > 0.2099227
## PC85 <= 0.7304359
## PC86 > -0.5913734
## PC96 <= 0.313805
## -> class 2\|4 [0.942]
##
## Rule 55/269: (85.4/6.1, lift 21.1)
## PC1 <= -0.3062993
## PC8 <= -2.289896
## PC19 > -3.550094
## PC46 <= 0.6557118
## PC71 > -0.3714299
## PC84 > -0.3270488
## PC85 > 0.7304359
## PC93 <= 0.4516766
## PC96 <= 0.313805
## -> class 2\|4 [0.919]
##
## Rule 55/270: (32.3/1.8, lift 21.1)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 <= -4.446409
## PC18 <= 0.2079703
## PC25 > -0.2304425
## PC83 > 0.4352802
## -> class 2\|4 [0.918]
##
## Rule 55/271: (10.1, lift 21.0)
## PC1 > -0.3062993
## PC2 <= 2.5099
## PC8 <= -4.446409
## PC62 > 0.7784727
## PC83 <= 0.4352802
## -> class 2\|4 [0.917]
##
## Rule 55/272: (54.1/3.7, lift 21.0)
## PC1 <= -0.3062993
## PC8 <= -2.289896
## PC45 <= -0.2276134
## PC71 > -0.3714299
## PC76 > -1.077282
## PC79 > -0.4913865
## PC84 > -0.3270488
## PC85 <= 0.7304359
## PC93 <= 0.4516766
## -> class 2\|4 [0.916]
##
## Rule 55/273: (47.9/3.8, lift 20.7)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 > -2.289896
## PC8 <= -0.2730613
## PC47 <= -0.779565
## PC58 <= 0.238139
## PC76 > -1.077282
## PC90 <= 0.2148222
## PC96 <= 0.2066549
## -> class 2\|4 [0.904]
##
## Rule 55/274: (109.6/10.4, lift 20.6)
## PC1 <= -0.3062993
## PC19 <= -4.218863
## -> class 2\|4 [0.898]
##
## Rule 55/275: (52/6.1, lift 19.9)
## PC1 <= -0.3062993
## PC8 <= -2.289896
## PC19 > 0.7321585
## PC23 > -0.4814422
## PC38 <= -0.4194544
## PC45 > -0.2276134
## PC58 <= -0.1454351
## PC71 > -0.3714299
## PC84 > -0.3270488
## PC93 <= 0.4516766
## PC96 <= 0.313805
## -> class 2\|4 [0.868]
##
## Rule 55/276: (20.8/2.6, lift 19.3)
## PC2 <= -8.403103
## PC8 <= -2.289896
## -> class 2\|4 [0.841]
##
## Rule 55/277: (26/3.9, lift 18.9)
## PC1 <= -0.3062993
## PC2 <= 2.5099
## PC8 <= -0.2730613
## PC36 > 1.237872
## -> class 2\|4 [0.826]
##
## Default class: 2\|3
##
## ----- Trial 56: -----
##
## Rules:
##
## Rule 56/1: (80.3/1.1, lift 15.1)
## PC9 <= -0.3399072
## PC13 <= 10.54825
## PC17 <= 5.149916
## PC18 > 3.699708
## PC30 > -0.2362545
## PC37 > -3.626826
## PC44 <= 0.3349312
## PC71 <= 0.669768
## PC74 > -0.2277975
## -> class 0\|0 [0.974]
##
## Rule 56/2: (34/1.9, lift 14.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= -0.3535447
## PC18 <= 0.7466545
## PC46 <= -1.308755
## -> class 0\|0 [0.920]
##
## Rule 56/3: (198.6/15.5, lift 14.2)
## PC1 > -0.5388431
## PC9 > -0.3399072
## PC18 > 0.7466545
## PC24 > 0.4785213
## -> class 0\|0 [0.918]
##
## Rule 56/4: (2173.3/1016, lift 8.3)
## PC2 > 2.5099
## PC9 > -0.3399072
## PC18 > 0.7466545
## -> class 0\|0 [0.532]
##
## Rule 56/5: (64.7, lift 12.0)
## PC9 <= -0.3399072
## PC14 > -4.033647
## PC18 > 3.699708
## PC74 <= -0.2277975
## -> class 0\|1 [0.985]
##
## Rule 56/6: (64.6, lift 12.0)
## PC4 <= -8.075097
## PC9 > -0.3399072
## PC14 > -1.084544
## PC18 > 0.7466545
## PC52 <= -0.1817447
## -> class 0\|1 [0.985]
##
## Rule 56/7: (74.1/0.1, lift 12.0)
## PC9 > -0.3399072
## PC18 > 2.688645
## PC26 > 0.6397903
## PC70 > -0.819043
## -> class 0\|1 [0.985]
##
## Rule 56/8: (66.5, lift 12.0)
## PC7 <= -0.8794407
## PC18 > 2.688645
## PC53 > -1.556006
## PC68 > -0.5809322
## PC79 > 0.03697531
## -> class 0\|1 [0.984]
##
## Rule 56/9: (58.5, lift 12.0)
## PC9 <= -0.3399072
## PC18 > 0.7466545
## PC30 > 4.755065
## PC37 > -3.626826
## -> class 0\|1 [0.983]
##
## Rule 56/10: (76.6/0.6, lift 12.0)
## PC2 > 2.5099
## PC7 <= -0.8794407
## PC18 > 2.688645
## PC53 > -1.556006
## PC68 > -0.5809322
## PC97 > 0.1369247
## -> class 0\|1 [0.979]
##
## Rule 56/11: (42.8, lift 11.9)
## PC7 <= -0.8794407
## PC14 > -1.084544
## PC18 > 2.688645
## PC38 <= -0.6824805
## PC68 > -0.5809322
## -> class 0\|1 [0.978]
##
## Rule 56/12: (66/0.8, lift 11.9)
## PC9 > -0.3399072
## PC13 > 0.3768614
## PC18 > 2.688645
## PC57 > -0.5674124
## -> class 0\|1 [0.974]
##
## Rule 56/13: (81.5/1.4, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 > -0.3535447
## PC18 <= 0.7466545
## PC20 > -3.440173
## PC46 <= -1.308755
## PC53 <= 0.5008553
## -> class 0\|1 [0.972]
##
## Rule 56/14: (34.7, lift 11.9)
## PC4 <= -8.075097
## PC7 > -0.8794407
## PC18 > 0.7466545
## PC90 > 0.55565
## -> class 0\|1 [0.972]
##
## Rule 56/15: (32.6, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.1314131
## PC12 <= 0.9428117
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC40 > -1.279901
## PC41 > 0.1635489
## -> class 0\|1 [0.971]
##
## Rule 56/16: (31.6, lift 11.8)
## PC4 <= -8.075097
## PC14 > -1.084544
## PC18 > 0.7466545
## PC26 <= 0.6397903
## PC35 > 0.4530027
## -> class 0\|1 [0.970]
##
## Rule 56/17: (27.3, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > 0.787059
## PC18 <= -0.8698823
## PC55 > 0.7570109
## PC78 <= 2.983765
## -> class 0\|1 [0.966]
##
## Rule 56/18: (94.5/2.3, lift 11.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.9428117
## PC15 > -1.210525
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC32 > 0.4868494
## -> class 0\|1 [0.966]
##
## Rule 56/19: (26.1, lift 11.8)
## PC9 > -0.3399072
## PC18 > 2.688645
## PC56 > 1.207356
## -> class 0\|1 [0.964]
##
## Rule 56/20: (144.5/4.6, lift 11.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 <= 0.2325722
## PC12 <= 0.9428117
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC23 <= 1.092261
## PC27 <= 0.4436942
## PC39 > -1.410791
## PC39 <= 0.6846656
## PC40 > -0.5572135
## PC46 <= 0.4829978
## PC54 > -0.369269
## PC78 > -1.105856
## PC96 <= 1.474411
## PC100 <= 0.2253348
## -> class 0\|1 [0.962]
##
## Rule 56/21: (33.9/0.5, lift 11.7)
## PC9 <= -0.3399072
## PC13 <= 10.54825
## PC14 > -4.033647
## PC18 > 3.699708
## PC30 <= -0.2362545
## -> class 0\|1 [0.959]
##
## Rule 56/22: (30.2/0.4, lift 11.7)
## PC2 > 2.5099
## PC5 <= 1.598814
## PC9 <= -0.3399072
## PC18 > 0.7466545
## PC18 <= 3.699708
## PC37 > -3.626826
## PC66 <= -1.034817
## -> class 0\|1 [0.956]
##
## Rule 56/23: (49.2/1.3, lift 11.7)
## PC9 <= -0.3399072
## PC14 > -4.033647
## PC18 > 3.699708
## PC44 > 0.3349312
## -> class 0\|1 [0.955]
##
## Rule 56/24: (93.4/3.5, lift 11.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.1314131
## PC15 > -1.210525
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC40 > -1.279901
## PC46 > -1.308755
## -> class 0\|1 [0.953]
##
## Rule 56/25: (19.1, lift 11.6)
## PC2 > 2.5099
## PC7 <= -0.8794407
## PC18 > 0.7466545
## PC26 <= 0.6397903
## PC64 > 0.2742126
## PC79 <= 0.03697531
## -> class 0\|1 [0.951]
##
## Rule 56/26: (428.5/20.5, lift 11.6)
## PC2 > 2.5099
## PC6 <= 0.1895734
## PC8 <= 0.281482
## PC9 > -0.3399072
## PC14 > -1.084544
## PC18 > 0.7466545
## PC18 <= 2.688645
## PC24 <= 0.4785213
## PC25 > -1.274015
## PC42 <= 1.231999
## PC43 > -2.217216
## -> class 0\|1 [0.950]
##
## Rule 56/27: (17.3, lift 11.6)
## PC9 <= -0.3399072
## PC17 > 5.149916
## PC18 > 0.7466545
## PC74 > -0.2277975
## PC77 > -1.978147
## -> class 0\|1 [0.948]
##
## Rule 56/28: (51.9/1.9, lift 11.6)
## PC2 > 2.5099
## PC9 > -0.3399072
## PC18 > 0.7466545
## PC18 <= 2.688645
## PC27 <= -0.1065589
## PC42 > 1.231999
## PC98 <= 0.6747627
## -> class 0\|1 [0.947]
##
## Rule 56/29: (50.4/1.9, lift 11.5)
## PC2 > 2.5099
## PC7 > -0.8794407
## PC9 > -0.3399072
## PC13 <= 0.3768614
## PC14 > -1.084544
## PC18 > 0.7466545
## PC87 > 0.7819136
## -> class 0\|1 [0.944]
##
## Rule 56/30: (343.4/19.3, lift 11.5)
## PC1 <= -0.5388431
## PC2 > 2.5099
## PC8 <= 0.281482
## PC9 > -0.3399072
## PC13 <= 6.443044
## PC14 > -1.084544
## PC18 > 0.7466545
## PC18 <= 2.688645
## PC34 <= 2.777889
## PC42 <= 1.231999
## PC47 > -0.5711572
## -> class 0\|1 [0.941]
##
## Rule 56/31: (13.7, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 1.598814
## PC9 <= -0.3399072
## PC18 > 0.7466545
## PC18 <= 3.699708
## PC23 > 0.2348323
## -> class 0\|1 [0.936]
##
## Rule 56/32: (44.1/2, lift 11.4)
## PC9 <= -0.3399072
## PC18 > 3.699708
## PC37 > -3.626826
## PC71 > 0.669768
## -> class 0\|1 [0.936]
##
## Rule 56/33: (13.2, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.9428117
## PC18 > -0.8698823
## PC39 > 3.769618
## PC96 <= 1.474411
## -> class 0\|1 [0.934]
##
## Rule 56/34: (12.2, lift 11.3)
## PC2 > 2.5099
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC36 > 2.311666
## PC40 <= -1.279901
## -> class 0\|1 [0.930]
##
## Rule 56/35: (50.4/4.1, lift 11.0)
## PC2 > 2.5099
## PC18 <= 0.7466545
## PC46 > -1.308755
## PC78 > 2.983765
## PC79 > -0.2976363
## -> class 0\|1 [0.903]
##
## Rule 56/36: (8.1, lift 11.0)
## PC2 > 2.5099
## PC9 > -0.3399072
## PC18 > 0.7466545
## PC89 <= -1.9563
## -> class 0\|1 [0.901]
##
## Rule 56/37: (8.1, lift 11.0)
## PC2 > 6.646436
## PC7 > -0.8794407
## PC9 > -0.3399072
## PC13 > 0.3768614
## PC18 > 2.688645
## -> class 0\|1 [0.901]
##
## Rule 56/38: (9.5/0.2, lift 11.0)
## PC4 <= -7.82781
## PC18 <= 0.7466545
## PC94 > 0.9239887
## -> class 0\|1 [0.900]
##
## Rule 56/39: (6.6, lift 10.8)
## PC7 <= -0.8794407
## PC10 <= -4.33567
## PC14 > -1.084544
## PC18 > 2.688645
## PC53 > -1.556006
## -> class 0\|1 [0.884]
##
## Rule 56/40: (6.5, lift 10.8)
## PC9 > -0.3399072
## PC13 > 7.685694
## PC18 > 2.688645
## -> class 0\|1 [0.883]
##
## Rule 56/41: (10.9/0.5, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.82781
## PC12 <= 2.273327
## PC18 > -1.032622
## PC18 <= -0.8698823
## PC32 > -1.699559
## PC44 > 0.6426864
## PC46 <= 0.8917565
## PC78 <= 2.983765
## PC88 > -2.068007
## -> class 0\|1 [0.880]
##
## Rule 56/42: (15.7/1.1, lift 10.7)
## PC7 > -0.8794407
## PC18 > 2.688645
## PC37 > -3.626826
## PC49 <= -1.807779
## PC56 <= 1.207356
## -> class 0\|1 [0.879]
##
## Rule 56/43: (8.4/0.7, lift 10.2)
## PC9 > 0.3554316
## PC18 > 2.688645
## PC58 <= -0.7764863
## -> class 0\|1 [0.838]
##
## Rule 56/44: (15.4/1.9, lift 10.1)
## PC2 > 2.5099
## PC15 <= 0.787059
## PC16 <= -0.5968707
## PC18 > -1.830459
## PC18 <= -0.8698823
## -> class 0\|1 [0.831]
##
## Rule 56/45: (22.9/3.2, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.9428117
## PC15 > -1.210525
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC40 > -1.279901
## PC46 > 0.4829978
## PC96 <= 1.474411
## -> class 0\|1 [0.831]
##
## Rule 56/46: (17.3/5.6, lift 8.0)
## PC4 > -8.075097
## PC7 > -0.8794407
## PC9 > -0.3399072
## PC9 <= 0.3554316
## PC18 > 2.688645
## PC40 <= -1.275773
## PC58 <= -0.7764863
## PC87 <= 0.7819136
## -> class 0\|1 [0.656]
##
## Rule 56/47: (18.6/8.7, lift 6.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.1706467
## PC18 > -0.8698823
## PC18 <= 0.7466545
## -> class 0\|1 [0.528]
##
## Rule 56/48: (127.8, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.097243
## PC7 > -0.7461469
## PC12 <= 2.273327
## PC16 > -0.5968707
## PC18 > -1.830459
## PC18 <= 0.7466545
## PC38 <= 1.079081
## PC40 > -2.798079
## PC70 <= 0.8964675
## PC72 <= -0.1475957
## PC87 <= 0.1178906
## -> class 0\|2 [0.992]
##
## Rule 56/49: (106, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.9428117
## PC15 > -1.210525
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC36 <= 2.311666
## PC40 <= -1.279901
## PC43 <= 1.574691
## PC46 > -1.308755
## PC73 > -1.831343
## -> class 0\|2 [0.991]
##
## Rule 56/50: (94.7, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= 0.787059
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC32 > -1.699559
## PC38 <= 1.079081
## PC40 > -2.798079
## PC44 <= 0.6426864
## PC46 <= 0.8917565
## PC68 > -0.3966005
## PC80 > 0.2134809
## PC88 > -2.068007
## -> class 0\|2 [0.990]
##
## Rule 56/51: (84.1, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7461469
## PC15 <= 0.787059
## PC18 > -1.830459
## PC18 <= 0.7466545
## PC28 > -1.436036
## PC32 > -1.699559
## PC38 <= 1.079081
## PC44 <= 0.6426864
## PC46 <= -0.2850535
## PC88 > -2.068007
## -> class 0\|2 [0.988]
##
## Rule 56/52: (73.6, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC32 > -1.699559
## PC38 <= 1.079081
## PC64 <= -1.115341
## PC80 <= 0.2134809
## PC88 > -2.068007
## -> class 0\|2 [0.987]
##
## Rule 56/53: (81.6, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.9428117
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC32 <= 0.4868494
## PC39 <= 3.769618
## PC40 > -1.279901
## PC41 <= 0.1635489
## PC46 <= 0.4829978
## PC96 <= 1.474411
## PC100 > 0.2253348
## -> class 0\|2 [0.987]
##
## Rule 56/54: (63.3, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 2.273327
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC37 <= -0.9426016
## PC38 <= 1.079081
## PC40 > -2.798079
## PC46 <= 0.8917565
## PC87 <= 0.1178906
## PC88 > -2.068007
## -> class 0\|2 [0.985]
##
## Rule 56/55: (53.3, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7461469
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC38 <= 1.079081
## PC46 <= 0.8917565
## PC85 > 0.8236281
## PC88 > -2.068007
## -> class 0\|2 [0.982]
##
## Rule 56/56: (64.9/0.3, lift 9.9)
## PC3 <= 1.640775
## PC12 <= 2.273327
## PC16 > -0.5968707
## PC18 > -1.830459
## PC18 <= -1.032622
## PC41 <= 0.3519818
## PC44 > 0.6426864
## PC46 <= 0.8917565
## PC78 <= 2.983765
## -> class 0\|2 [0.981]
##
## Rule 56/57: (54, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1706467
## PC8 <= 0.1314131
## PC12 <= 0.9428117
## PC15 > -1.210525
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC32 <= 0.4868494
## PC39 <= 3.769618
## PC41 <= 0.1635489
## PC46 <= 0.4829978
## PC54 <= -0.369269
## -> class 0\|2 [0.981]
##
## Rule 56/58: (88/0.8, lift 9.9)
## PC2 > 2.5099
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC32 > -1.699559
## PC38 <= 1.079081
## PC41 <= 0.3519818
## PC46 <= 0.8917565
## PC70 > 0.8964675
## PC88 > -2.068007
## -> class 0\|2 [0.980]
##
## Rule 56/59: (46.6, lift 9.9)
## PC4 <= -7.097243
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC94 <= 0.8571846
## -> class 0\|2 [0.979]
##
## Rule 56/60: (97.8/1.1, lift 9.9)
## PC3 <= 1.640775
## PC9 <= 0.6651683
## PC15 > 0.787059
## PC18 <= -0.8698823
## PC31 <= 0.3634513
## PC55 <= 0.7570109
## PC78 <= 2.983765
## PC82 <= 13.00687
## PC92 <= 1.144037
## -> class 0\|2 [0.979]
##
## Rule 56/61: (42.1, lift 9.9)
## PC3 <= 1.640775
## PC12 <= 2.273327
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC28 <= -1.436036
## PC38 <= 1.079081
## PC70 <= 0.8964675
## PC88 > -2.068007
## -> class 0\|2 [0.977]
##
## Rule 56/62: (36.8, lift 9.9)
## PC2 > 7.73352
## PC10 <= 1.202123
## PC18 <= -0.8698823
## PC40 > -2.798079
## -> class 0\|2 [0.974]
##
## Rule 56/63: (37.1, lift 9.9)
## PC3 <= 1.640775
## PC7 <= -0.7461469
## PC16 > -0.5968707
## PC18 <= -0.8698823
## PC32 > -1.699559
## PC44 <= 0.6426864
## PC88 > -2.068007
## -> class 0\|2 [0.974]
##
## Rule 56/64: (39.7, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.1314131
## PC12 <= 0.9428117
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC32 <= 0.4868494
## PC40 > -1.279901
## PC40 <= -0.5572135
## PC41 <= 0.1635489
## PC46 <= 0.4829978
## PC96 <= 1.474411
## -> class 0\|2 [0.974]
##
## Rule 56/65: (34.7, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.1314131
## PC15 > -1.210525
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC23 > 1.092261
## PC32 <= 0.4868494
## PC39 <= 0.6846656
## -> class 0\|2 [0.973]
##
## Rule 56/66: (66/0.9, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 > 0.6749936
## PC18 <= -0.8698823
## PC46 > -1.308755
## -> class 0\|2 [0.972]
##
## Rule 56/67: (32.7, lift 9.8)
## PC4 <= -5.219715
## PC12 > 0.9428117
## PC18 > -0.8698823
## PC18 <= 0.7466545
## -> class 0\|2 [0.971]
##
## Rule 56/68: (183/4.5, lift 9.8)
## PC3 <= 1.640775
## PC5 > 1.598814
## PC9 <= -0.3399072
## PC18 > 0.7466545
## PC18 <= 3.699708
## PC30 <= 4.755065
## PC37 > -3.626826
## PC84 > -2.63774
## -> class 0\|2 [0.971]
##
## Rule 56/69: (34.5/0.2, lift 9.8)
## PC3 <= 1.640775
## PC16 > -0.5968707
## PC18 <= -0.8698823
## PC38 <= 1.079081
## PC43 <= -0.6222376
## PC44 <= 0.6426864
## PC46 <= 0.8917565
## PC48 > -0.4256711
## PC74 <= 0.3269454
## PC87 <= 0.1178906
## -> class 0\|2 [0.968]
##
## Rule 56/70: (42.2/0.4, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7461469
## PC12 <= 2.273327
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC38 <= 1.079081
## PC70 <= 0.8964675
## PC74 > 0.3269454
## PC88 > -2.068007
## -> class 0\|2 [0.968]
##
## Rule 56/71: (47.7/0.6, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 2.273327
## PC18 > -1.830459
## PC18 <= -0.8698823
## PC38 <= 1.079081
## PC40 > -2.798079
## PC41 <= 0.3519818
## PC80 <= 0.2134809
## PC87 > 0.1178906
## PC88 > -2.068007
## -> class 0\|2 [0.968]
##
## Rule 56/72: (43.5/0.4, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC32 <= 0.4868494
## PC39 <= 3.769618
## PC40 > -0.5572135
## PC46 <= 0.4829978
## PC78 <= -1.105856
## -> class 0\|2 [0.968]
##
## Rule 56/73: (108/2.6, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > 0.9428117
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC38 <= 2.204804
## PC67 <= 0.1357262
## PC68 > -0.1126816
## -> class 0\|2 [0.967]
##
## Rule 56/74: (28, lift 9.8)
## PC2 > 2.5099
## PC9 > -0.3399072
## PC18 > 0.7466545
## PC18 <= 2.688645
## PC27 > -0.1065589
## PC42 > 1.231999
## -> class 0\|2 [0.967]
##
## Rule 56/75: (121.1/3.2, lift 9.8)
## PC4 <= -7.82781
## PC18 <= -0.8698823
## PC45 > -0.2820089
## PC94 <= 0.9239887
## -> class 0\|2 [0.966]
##
## Rule 56/76: (72.8/1.7, lift 9.7)
## PC3 <= 1.640775
## PC8 <= 0.04132327
## PC18 <= -1.830459
## PC25 <= -0.9022049
## PC39 > -0.9164563
## PC57 <= 1.419765
## PC78 <= 2.983765
## PC97 > -0.5422796
## PC98 > 0.7917779
## -> class 0\|2 [0.963]
##
## Rule 56/77: (25.3, lift 9.7)
## PC2 > 2.5099
## PC15 > 0.787059
## PC18 <= -0.8698823
## PC30 > -2.259276
## PC92 > 1.144037
## -> class 0\|2 [0.963]
##
## Rule 56/78: (26.5, lift 9.7)
## PC3 <= 1.640775
## PC10 <= 1.202123
## PC18 <= -0.8698823
## PC39 > -0.9164563
## PC40 > -2.798079
## PC51 > 1.038197
## PC97 > -0.5422796
## -> class 0\|2 [0.962]
##
## Rule 56/79: (19, lift 9.6)
## PC2 > 2.5099
## PC18 <= 0.7466545
## PC39 > -0.9164563
## PC57 <= 1.419765
## PC73 <= -2.457678
## PC78 <= 2.983765
## PC97 > -0.5422796
## -> class 0\|2 [0.952]
##
## Rule 56/80: (20.2, lift 9.6)
## PC3 <= 1.640775
## PC4 > -7.82781
## PC8 <= 0.04132327
## PC10 <= 1.202123
## PC18 <= -0.8698823
## PC38 > -0.3663746
## PC39 > -0.9164563
## PC78 <= 2.983765
## PC81 > 0.5815757
## PC97 > -0.5422796
## -> class 0\|2 [0.952]
##
## Rule 56/81: (121/5.2, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 <= 0.9428117
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC27 > 0.4436942
## PC32 <= 0.4868494
## PC40 > -1.279901
## PC41 <= 0.1635489
## PC46 <= 0.4829978
## PC96 <= 1.474411
## -> class 0\|2 [0.950]
##
## Rule 56/82: (17.7, lift 9.6)
## PC3 <= 1.640775
## PC9 <= 0.6749936
## PC10 <= 1.202123
## PC15 <= 0.787059
## PC18 <= 0.7466545
## PC39 > -0.9164563
## PC57 <= 1.419765
## PC63 <= -1.189818
## PC78 > -1.048799
## PC78 <= 2.983765
## PC97 > -0.5422796
## -> class 0\|2 [0.949]
##
## Rule 56/83: (14.2, lift 9.5)
## PC2 > 2.5099
## PC14 <= -4.033647
## PC18 > 0.7466545
## PC84 > -2.63774
## -> class 0\|2 [0.938]
##
## Rule 56/84: (33.5/1.7, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.05703223
## PC18 <= 0.7466545
## PC28 > -0.2438734
## PC91 <= -0.5300726
## PC97 > -0.5422796
## -> class 0\|2 [0.924]
##
## Rule 56/85: (20.9/0.8, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= 0.7466545
## PC46 <= -1.308755
## PC53 > 0.5008553
## -> class 0\|2 [0.922]
##
## Rule 56/86: (120.8/8.7, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= 1.202123
## PC18 <= -0.8698823
## PC38 > -0.3663746
## PC39 > -0.9164563
## PC90 > 0.3089733
## PC96 <= -0.04335828
## PC97 > -0.5422796
## PC98 <= 0.7917779
## -> class 0\|2 [0.921]
##
## Rule 56/87: (139.8/10.5, lift 9.3)
## PC9 <= -0.3399072
## PC18 > 1.44436
## PC18 <= 3.699708
## PC30 <= 4.755065
## PC37 > -3.626826
## PC66 > -1.034817
## PC84 > -2.63774
## -> class 0\|2 [0.919]
##
## Rule 56/88: (10.2, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= 1.202123
## PC18 <= -0.8698823
## PC30 <= 1.187067
## PC32 > 2.253324
## PC78 <= 2.983765
## -> class 0\|2 [0.918]
##
## Rule 56/89: (10.1, lift 9.3)
## PC13 > -0.3535447
## PC19 <= 0.3461967
## PC20 <= -3.440173
## PC46 <= -1.308755
## PC53 <= 0.5008553
## -> class 0\|2 [0.917]
##
## Rule 56/90: (47/3.1, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= 0.6749936
## PC18 <= -0.8698823
## PC32 <= -1.699559
## PC40 > -2.798079
## -> class 0\|2 [0.916]
##
## Rule 56/91: (9.7, lift 9.3)
## PC2 > 2.5099
## PC3 > -1.239871
## PC3 <= 1.640775
## PC12 > 0.9428117
## PC18 <= 0.7466545
## PC96 <= 1.474411
## -> class 0\|2 [0.915]
##
## Rule 56/92: (8.5, lift 9.2)
## PC2 > 2.5099
## PC9 > -0.3399072
## PC18 > 0.7466545
## PC42 > 1.231999
## PC98 > 0.6747627
## -> class 0\|2 [0.905]
##
## Rule 56/93: (23.7/1.5, lift 9.1)
## PC2 > 2.5099
## PC8 <= 0.1314131
## PC12 <= 0.9428117
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC32 <= 0.4868494
## PC39 <= -1.410791
## PC40 > -1.279901
## PC46 <= 0.4829978
## PC96 <= 1.474411
## -> class 0\|2 [0.904]
##
## Rule 56/94: (8.3, lift 9.1)
## PC9 > -0.3399072
## PC13 > 6.443044
## PC18 > 0.7466545
## PC18 <= 2.688645
## -> class 0\|2 [0.903]
##
## Rule 56/95: (116.7/10.9, lift 9.1)
## PC3 <= 1.640775
## PC4 > -7.82781
## PC8 > 0.04132327
## PC15 <= 0.787059
## PC18 <= -1.830459
## PC22 <= 1.843523
## PC30 > -0.3790969
## PC46 > -1.308755
## PC78 <= 1.550604
## PC79 <= 1.964593
## -> class 0\|2 [0.899]
##
## Rule 56/96: (38.6/3.4, lift 9.0)
## PC3 <= 1.640775
## PC18 <= -0.8698823
## PC46 > -1.308755
## PC52 > -0.6438452
## PC78 > 2.983765
## PC79 <= -0.2976363
## -> class 0\|2 [0.891]
##
## Rule 56/97: (10.6/0.6, lift 8.8)
## PC11 <= 0.3006447
## PC18 <= 0.7466545
## PC66 <= -5.28003
## PC82 <= 13.00687
## PC97 <= -0.5422796
## -> class 0\|2 [0.870]
##
## Rule 56/98: (102.1/12.9, lift 8.8)
## PC6 <= 0.1706467
## PC11 <= 0.2325722
## PC15 > -1.210525
## PC18 > -0.8698823
## PC18 <= 0.7466545
## PC32 <= 0.4868494
## PC39 > 0.6846656
## PC39 <= 3.769618
## PC46 <= 0.4829978
## -> class 0\|2 [0.866]
##
## Rule 56/99: (17.7/2.1, lift 8.5)
## PC8 <= 0.04132327
## PC10 <= 1.202123
## PC18 <= -1.830459
## PC30 > 1.187067
## PC57 <= 1.419765
## PC97 > -0.5422796
## -> class 0\|2 [0.843]
##
## Rule 56/100: (30.4/4.5, lift 8.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.3006447
## PC40 > -2.798079
## PC78 <= 2.983765
## -> class 0\|2 [0.831]
##
## Rule 56/101: (41.6/8.1, lift 8.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.82781
## PC8 > 0.1142038
## PC15 <= 0.787059
## PC16 > -0.5968707
## PC18 <= 0.7466545
## PC43 > -0.6222376
## PC44 <= 0.6426864
## PC77 > -0.09728441
## -> class 0\|2 [0.791]
##
## Rule 56/102: (53.1/11.3, lift 7.9)
## PC2 > 2.5099
## PC8 <= 0.04132327
## PC10 <= 1.202123
## PC18 <= 0.7466545
## PC38 > -0.3663746
## PC38 <= -0.3057963
## PC97 > -0.5422796
## -> class 0\|2 [0.777]
##
## Rule 56/103: (49.7/14.8, lift 7.0)
## PC8 <= 0.04132327
## PC18 <= -1.830459
## PC57 > 1.419765
## PC78 <= 2.983765
## PC97 > -0.5422796
## -> class 0\|2 [0.695]
##
## Rule 56/104: (16.3/5.2, lift 6.7)
## PC9 <= -0.3399072
## PC13 > 10.54825
## PC18 > 3.699708
## PC74 > -0.2277975
## -> class 0\|2 [0.660]
##
## Rule 56/105: (82.6, lift 10.0)
## PC2 <= 7.73352
## PC4 > -7.82781
## PC8 <= 0.04132327
## PC15 <= 0.787059
## PC18 <= -1.830459
## PC30 <= 1.187067
## PC38 <= -0.3663746
## PC73 > -2.457678
## PC97 > -0.5422796
## PC98 <= 0.7917779
## -> class 0\|3 [0.988]
##
## Rule 56/106: (49.4/0.2, lift 9.9)
## PC2 > 2.5099
## PC15 > -1.210525
## PC18 <= 0.7466545
## PC38 > 2.204804
## PC46 > -1.308755
## -> class 0\|3 [0.976]
##
## Rule 56/107: (31.9, lift 9.9)
## PC2 > 2.5099
## PC18 > 0.7466545
## PC84 <= -2.63774
## -> class 0\|3 [0.970]
##
## Rule 56/108: (24.5/0.5, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC5 <= 1.598814
## PC9 <= -0.3399072
## PC18 > 0.7466545
## PC18 <= 1.44436
## PC23 <= 0.2348323
## PC66 > -1.034817
## -> class 0\|3 [0.942]
##
## Rule 56/109: (8.7, lift 9.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC32 <= 1.178657
## PC34 <= -1.096853
## -> class 0\|3 [0.906]
##
## Rule 56/110: (48.3/4.5, lift 9.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > 0.9428117
## PC18 <= 0.7466545
## PC67 > 0.1357262
## PC96 <= 1.474411
## -> class 0\|3 [0.892]
##
## Rule 56/111: (21.6/6.4, lift 7.0)
## PC2 > 2.5099
## PC18 > 0.7466545
## PC37 <= -3.626826
## -> class 0\|3 [0.687]
##
## Rule 56/112: (4065.5/2190.3, lift 4.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= 0.7466545
## -> class 0\|3 [0.461]
##
## Rule 56/113: (67.8, lift 22.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7970304
## PC9 > 0.005734538
## PC16 <= 0.157748
## PC19 > -1.677214
## PC67 <= -0.1808982
## -> class 1\|0 [0.986]
##
## Rule 56/114: (60.4, lift 22.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC16 <= -0.8879908
## PC44 <= -0.1987325
## PC65 > -0.1389549
## PC86 <= 0.5985463
## -> class 1\|0 [0.984]
##
## Rule 56/115: (83.8/0.4, lift 22.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1387699
## PC30 <= -0.1461621
## PC65 > -0.1389549
## PC94 <= 0.03857326
## -> class 1\|0 [0.983]
##
## Rule 56/116: (55.1, lift 22.4)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC41 <= 0.4214479
## PC46 > 0.9321272
## PC47 > -0.295758
## PC65 > -0.1389549
## PC86 <= 0.5985463
## -> class 1\|0 [0.982]
##
## Rule 56/117: (55.8, lift 22.4)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC15 > 0.1387699
## PC29 > 0.1593131
## PC39 > -0.08702994
## PC47 > -0.295758
## PC65 > -0.1389549
## PC94 <= 0.03857326
## -> class 1\|0 [0.982]
##
## Rule 56/118: (85.4/0.7, lift 22.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.771849
## PC8 > -3.691019
## PC18 <= 0.2394166
## PC30 <= 0.1474954
## PC53 > -1.75255
## PC57 > -0.6109267
## PC71 > -0.6739998
## -> class 1\|0 [0.980]
##
## Rule 56/119: (44.6, lift 22.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC40 > -1.069029
## PC47 > -0.295758
## PC93 <= -0.3498996
## PC94 <= 0.03857326
## -> class 1\|0 [0.979]
##
## Rule 56/120: (28.5, lift 22.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 > -0.5831417
## PC18 > 0.2394166
## PC38 > -0.03375482
## -> class 1\|0 [0.966]
##
## Rule 56/121: (84.9/2.1, lift 22.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.691019
## PC18 <= 0.2394166
## PC34 <= -1.096853
## PC45 <= 0.3584128
## PC63 > -0.6679831
## PC68 > -2.296012
## PC91 > -0.520488
## -> class 1\|0 [0.964]
##
## Rule 56/122: (39.4/1.6, lift 21.4)
## PC3 > 1.640775
## PC8 > -3.622398
## PC39 > -0.08702994
## PC40 <= -1.069029
## PC47 > -0.295758
## PC65 > -0.1389549
## -> class 1\|0 [0.937]
##
## Rule 56/123: (12.4, lift 21.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC39 > -0.08702994
## PC41 > 0.4214479
## PC47 > -0.295758
## PC65 > -0.1389549
## -> class 1\|0 [0.931]
##
## Rule 56/124: (54.8/3.5, lift 21.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.622398
## PC26 <= -0.002300807
## PC32 > 0.8635185
## PC39 > -0.08702994
## -> class 1\|0 [0.921]
##
## Rule 56/125: (67.5/7.4, lift 20.1)
## PC1 > -0.430681
## PC8 <= 1.67632
## PC9 > 0.005734538
## PC16 <= 0.157748
## PC18 <= 0.2394166
## PC21 > 0.5701441
## -> class 1\|0 [0.879]
##
## Rule 56/126: (5, lift 19.6)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC30 > 0.6928266
## PC39 > -0.08702994
## PC47 > -0.295758
## PC65 > -0.1389549
## -> class 1\|0 [0.858]
##
## Rule 56/127: (638.1/238.1, lift 14.3)
## PC1 > -0.430681
## PC12 > 2.673064
## PC96 <= 0.8500094
## -> class 1\|0 [0.626]
##
## Rule 56/128: (142, lift 15.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1387699
## PC26 > -0.002300807
## PC30 > -0.1461621
## PC39 > -0.08702994
## PC41 <= 0.4214479
## PC44 > -0.1987325
## PC46 <= 0.9321272
## PC47 > -0.295758
## -> class 1\|1 [0.993]
##
## Rule 56/129: (100.9, lift 15.9)
## PC6 > 7.447846
## PC12 > 2.673064
## PC46 <= 2.568
## -> class 1\|1 [0.990]
##
## Rule 56/130: (88.4, lift 15.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC86 > 0.5985463
## -> class 1\|1 [0.989]
##
## Rule 56/131: (71.2, lift 15.8)
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC30 > -0.1461621
## PC39 <= -0.08702994
## PC44 > -0.1987325
## -> class 1\|1 [0.986]
##
## Rule 56/132: (134/1, lift 15.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7970304
## PC6 > -1.771849
## PC8 <= 1.67632
## PC9 > 0.005734538
## PC12 <= 2.673064
## PC19 > -1.677214
## PC21 <= 0.5701441
## PC34 > -1.096853
## PC67 > -0.1808982
## PC94 > -0.1832531
## -> class 1\|1 [0.985]
##
## Rule 56/133: (57.7, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC47 <= -0.295758
## -> class 1\|1 [0.983]
##
## Rule 56/134: (146.5/1.6, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC65 <= -0.1389549
## -> class 1\|1 [0.982]
##
## Rule 56/135: (44.6, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC44 > -0.1987325
## PC94 > 0.03857326
## -> class 1\|1 [0.979]
##
## Rule 56/136: (41.4, lift 15.6)
## PC2 > 2.5099
## PC8 <= -3.622398
## PC16 <= -0.8879908
## -> class 1\|1 [0.977]
##
## Rule 56/137: (104.6/1.8, lift 15.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.771849
## PC8 > -3.691019
## PC12 <= 2.673064
## PC24 > -2.279944
## PC30 > 0.1474954
## PC53 > -1.75255
## PC71 > -0.6739998
## -> class 1\|1 [0.974]
##
## Rule 56/138: (37.8/0.6, lift 15.4)
## PC1 > -0.430681
## PC12 > 2.673064
## PC53 > -1.392838
## PC88 > 0.05749534
## PC96 <= 0.8500094
## -> class 1\|1 [0.960]
##
## Rule 56/139: (71.8/2.1, lift 15.3)
## PC6 > 4.420737
## PC6 <= 7.447846
## PC8 <= 0.9544607
## PC12 > 2.673064
## PC19 <= 1.935182
## PC62 > -0.1267689
## -> class 1\|1 [0.957]
##
## Rule 56/140: (24.5/0.2, lift 15.3)
## PC2 <= 2.5099
## PC4 <= -2.37048
## PC66 <= -0.3283635
## -> class 1\|1 [0.956]
##
## Rule 56/141: (61.6/1.8, lift 15.3)
## PC2 > 1.363421
## PC2 <= 2.5099
## PC8 <= 3.504808
## PC18 <= 0.2394166
## PC45 > -14.63849
## PC45 <= -0.488315
## -> class 1\|1 [0.956]
##
## Rule 56/142: (118.7/4.6, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1387699
## PC16 > -0.8879908
## PC22 > -2.091307
## PC53 <= 1.129563
## PC63 > -1.577697
## PC75 <= 0.5502223
## PC83 > -0.5257682
## -> class 1\|1 [0.954]
##
## Rule 56/143: (22.2/0.5, lift 15.0)
## PC2 <= 2.5099
## PC6 > -1.771849
## PC8 > -3.691019
## PC18 <= 0.2394166
## PC32 > 1.178657
## PC34 <= -1.096853
## PC63 <= -0.6679831
## -> class 1\|1 [0.936]
##
## Rule 56/144: (186.6/12.4, lift 14.9)
## PC3 > 1.640775
## PC15 > 0.1387699
## PC29 <= 0.1593131
## PC30 > -0.1461621
## PC30 <= 0.6928266
## PC32 <= 0.8635185
## PC40 > -1.069029
## PC41 <= 0.4214479
## PC44 > -0.1987325
## PC46 <= 0.9321272
## PC93 > -0.3498996
## -> class 1\|1 [0.929]
##
## Rule 56/145: (32/1.7, lift 14.7)
## PC1 > -0.430681
## PC6 <= -1.771849
## PC8 > -3.691019
## PC18 <= 0.2394166
## PC24 > -2.279944
## PC53 > -1.75255
## PC57 <= -0.6109267
## PC71 > -0.6739998
## -> class 1\|1 [0.920]
##
## Rule 56/146: (38.9/3.3, lift 14.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > -0.2796527
## PC12 <= -0.03461245
## PC18 > 0.2394166
## PC60 <= 0.7526923
## -> class 1\|1 [0.895]
##
## Rule 56/147: (44.8/4.2, lift 14.2)
## PC1 > -0.430681
## PC12 > 2.673064
## PC46 <= -2.868862
## -> class 1\|1 [0.888]
##
## Rule 56/148: (6.9, lift 14.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.691019
## PC62 > 2.082631
## -> class 1\|1 [0.887]
##
## Rule 56/149: (6.9, lift 14.2)
## PC1 > -0.430681
## PC12 > 2.673064
## PC21 <= -1.379812
## -> class 1\|1 [0.887]
##
## Rule 56/150: (6.3, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC34 <= -1.096853
## PC45 > 0.3584128
## -> class 1\|1 [0.879]
##
## Rule 56/151: (42.8/4.5, lift 14.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 > -0.5831417
## PC18 > 0.2394166
## PC18 <= 1.451876
## PC38 <= -0.03375482
## -> class 1\|1 [0.877]
##
## Rule 56/152: (21.9/5.5, lift 11.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1387699
## PC25 > 0.1401676
## -> class 1\|1 [0.728]
##
## Rule 56/153: (12.8/3.8, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC37 > 1.185706
## -> class 1\|1 [0.678]
##
## Rule 56/154: (101.7/51.4, lift 7.9)
## PC3 > 0.7970304
## PC8 > -3.691019
## PC18 <= 0.2394166
## PC46 <= 1.492033
## PC48 > 0.6985834
## -> class 1\|1 [0.495]
##
## Rule 56/155: (77.2/0.4, lift 16.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 <= -0.314232
## PC15 <= 0.1387699
## -> class 1\|2 [0.983]
##
## Rule 56/156: (20.4, lift 15.7)
## PC6 > -1.771849
## PC16 > 8.564738
## PC45 > -0.488315
## -> class 1\|2 [0.955]
##
## Rule 56/157: (24.3/0.2, lift 15.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > -0.8879908
## PC53 > 1.129563
## -> class 1\|2 [0.955]
##
## Rule 56/158: (178.1/7.3, lift 15.6)
## PC1 > -0.430681
## PC3 <= 0.7970304
## PC6 > -1.771849
## PC18 <= 0.2394166
## PC19 <= -1.677214
## PC20 > -0.1762144
## PC29 > -0.05897523
## PC79 <= 0.5068917
## -> class 1\|2 [0.954]
##
## Rule 56/159: (19.4, lift 15.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1387699
## PC16 > -0.8879908
## PC83 <= -0.5257682
## -> class 1\|2 [0.953]
##
## Rule 56/160: (20, lift 15.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1387699
## PC25 <= 0.1401676
## PC40 > 0.4286522
## -> class 1\|2 [0.952]
##
## Rule 56/161: (16, lift 15.5)
## PC3 > 1.640775
## PC15 > 0.1387699
## PC16 > -0.8879908
## PC22 <= -2.091307
## -> class 1\|2 [0.944]
##
## Rule 56/162: (158.2/9.7, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1387699
## PC25 <= 0.1401676
## PC38 <= 0.162148
## -> class 1\|2 [0.933]
##
## Rule 56/163: (12.6, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 <= 0.1387699
## PC43 <= -1.218254
## -> class 1\|2 [0.932]
##
## Rule 56/164: (10.9, lift 15.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1387699
## PC16 > -0.8879908
## PC63 <= -1.577697
## -> class 1\|2 [0.923]
##
## Rule 56/165: (9.1, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 0.1387699
## PC16 > -0.8879908
## PC75 > 0.5502223
## -> class 1\|2 [0.910]
##
## Rule 56/166: (34.9/2.4, lift 14.9)
## PC1 > -0.430681
## PC8 <= -3.691019
## PC19 <= -1.607163
## -> class 1\|2 [0.909]
##
## Rule 56/167: (8.1, lift 14.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7970304
## PC12 <= 2.673064
## PC16 <= 0.157748
## PC18 <= 0.2394166
## PC21 <= 0.5701441
## PC88 <= 0.2254738
## PC94 <= -0.1832531
## -> class 1\|2 [0.901]
##
## Rule 56/168: (36.1/10, lift 11.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.691019
## PC18 <= 0.2394166
## PC34 <= -1.096853
## PC68 <= -2.296012
## -> class 1\|2 [0.711]
##
## Rule 56/169: (1451.6/743.4, lift 8.0)
## PC2 <= 2.5099
## PC3 > 0.7970304
## PC6 > -1.771849
## PC12 <= 2.673064
## PC18 <= 0.2394166
## PC34 > -1.096853
## -> class 1\|2 [0.488]
##
## Rule 56/170: (68.2, lift 15.2)
## PC2 <= 2.5099
## PC3 > 0.7970304
## PC11 > -1.715926
## PC22 > -0.2595387
## PC46 <= 1.492033
## PC66 > -0.3283635
## PC73 <= -0.4299345
## PC78 > -0.3472794
## -> class 1\|3 [0.986]
##
## Rule 56/171: (62.6, lift 15.2)
## PC2 <= 2.5099
## PC3 > 0.7970304
## PC11 > -1.715926
## PC18 <= 0.2394166
## PC22 > -0.2595387
## PC66 > -0.3283635
## PC73 <= -0.4299345
## PC100 <= -0.009884551
## -> class 1\|3 [0.985]
##
## Rule 56/172: (55.6, lift 15.1)
## PC2 <= 2.5099
## PC3 > 0.7970304
## PC11 > -1.715926
## PC45 > -0.488315
## PC68 <= 0.4048185
## PC90 <= -0.8321912
## -> class 1\|3 [0.983]
##
## Rule 56/173: (93.7/1.6, lift 15.0)
## PC2 <= 2.5099
## PC3 > 0.7970304
## PC11 > -1.715926
## PC22 > -0.2595387
## PC46 <= 1.492033
## PC66 > -0.3283635
## PC73 <= -0.4299345
## PC87 <= -0.06504271
## -> class 1\|3 [0.973]
##
## Rule 56/174: (226.8/5.3, lift 15.0)
## PC3 > 0.7970304
## PC4 > -1.636041
## PC6 > -1.771849
## PC8 <= 3.504808
## PC14 > -0.7079821
## PC45 > -0.488315
## PC46 <= 1.492033
## PC48 <= 0.6985834
## PC52 <= 0.04025808
## PC66 > -0.3283635
## PC68 <= 0.4048185
## -> class 1\|3 [0.972]
##
## Rule 56/175: (77.7/2, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.314232
## PC25 <= 0.1401676
## PC38 > 0.162148
## PC40 <= 0.4286522
## PC43 > -1.218254
## -> class 1\|3 [0.963]
##
## Rule 56/176: (352/12.8, lift 14.8)
## PC2 <= 2.5099
## PC3 > 0.7970304
## PC4 > -1.636041
## PC6 > -1.771849
## PC8 <= 3.504808
## PC14 > -0.7079821
## PC18 <= 0.2394166
## PC21 > -1.599405
## PC24 <= 2.195375
## PC45 > -0.488315
## PC46 <= 1.492033
## PC48 <= 0.6985834
## PC57 > -0.01634588
## PC66 > -0.3283635
## PC68 <= 0.4048185
## PC77 > -0.2333818
## -> class 1\|3 [0.961]
##
## Rule 56/177: (434.3/18.2, lift 14.7)
## PC2 <= 2.5099
## PC3 > 0.7970304
## PC4 > -1.636041
## PC6 > -1.771849
## PC8 <= 3.504808
## PC14 > -0.7079821
## PC16 <= 8.564738
## PC21 > -1.599405
## PC24 <= 2.195375
## PC45 > -0.488315
## PC46 <= 1.492033
## PC47 <= 0.5301671
## PC48 <= 0.6985834
## PC66 > -0.3283635
## PC68 <= 0.4048185
## PC77 > -0.2333818
## -> class 1\|3 [0.956]
##
## Rule 56/178: (19.2, lift 14.7)
## PC1 > -0.430681
## PC11 > -1.715926
## PC12 <= 2.673064
## PC23 > 2.756399
## PC73 <= -0.4299345
## -> class 1\|3 [0.953]
##
## Rule 56/179: (58.7/2.4, lift 14.5)
## PC3 > 0.7970304
## PC9 <= -2.996349
## PC45 > -0.488315
## -> class 1\|3 [0.945]
##
## Rule 56/180: (67.3/2.9, lift 14.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC8 > -3.691019
## PC11 > -1.715926
## PC18 <= 0.2394166
## PC22 > -0.2595387
## PC28 <= -0.2330036
## PC46 <= 1.492033
## PC66 > -0.3283635
## PC73 <= -0.4299345
## -> class 1\|3 [0.944]
##
## Rule 56/181: (10.3, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7970304
## PC8 > -3.691019
## PC34 > -1.096853
## PC79 > 0.5068917
## -> class 1\|3 [0.919]
##
## Rule 56/182: (10.1, lift 14.1)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 <= 0.7970304
## PC6 > -1.771849
## PC9 > 0.005734538
## PC16 > 0.157748
## PC18 <= 0.2394166
## PC19 > -1.677214
## PC34 > -1.096853
## -> class 1\|3 [0.918]
##
## Rule 56/183: (17.8/0.6, lift 14.1)
## PC1 > -0.430681
## PC6 > -1.771849
## PC8 > -3.691019
## PC8 <= 3.504808
## PC34 <= -0.7337384
## PC46 > 1.492033
## PC66 > -0.3283635
## -> class 1\|3 [0.918]
##
## Rule 56/184: (9.9, lift 14.1)
## PC2 <= 2.5099
## PC3 > 0.7970304
## PC7 > 3.625223
## PC18 <= 0.2394166
## -> class 1\|3 [0.916]
##
## Rule 56/185: (7.4, lift 13.8)
## PC1 > -0.430681
## PC66 > -0.3840364
## PC66 <= -0.3833434
## -> class 1\|3 [0.893]
##
## Rule 56/186: (7.2, lift 13.7)
## PC2 <= 2.5099
## PC45 <= -14.63849
## -> class 1\|3 [0.891]
##
## Rule 56/187: (53.1/10.3, lift 12.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.771849
## PC24 <= -2.279944
## -> class 1\|3 [0.795]
##
## Rule 56/188: (27.6/5.7, lift 11.9)
## PC1 > -0.430681
## PC3 <= 0.7970304
## PC6 > -1.771849
## PC8 > -3.691019
## PC19 <= -1.677214
## PC20 > -0.1762144
## PC29 <= -0.05897523
## -> class 1\|3 [0.774]
##
## Rule 56/189: (121.2, lift 13.9)
## PC8 > 1.133566
## PC9 <= 4.312541
## PC11 > -0.7143264
## PC21 > 1.624172
## PC46 <= 1.480478
## PC60 > 0.1339774
## PC96 > -0.3250072
## -> class 2\|0 [0.992]
##
## Rule 56/190: (106.8, lift 13.9)
## PC2 <= 2.5099
## PC5 <= 1.720417
## PC8 > 1.133566
## PC9 <= 4.312541
## PC11 > -0.7143264
## PC28 <= 0.1387225
## PC46 <= 1.480478
## PC64 <= -0.6970733
## PC72 <= 0.7975831
## PC96 > -0.3250072
## PC99 > -1.937239
## -> class 2\|0 [0.991]
##
## Rule 56/191: (59.2, lift 13.8)
## PC8 > 1.133566
## PC9 <= 4.312541
## PC11 > -0.7143264
## PC20 <= 0.1084642
## PC31 > 1.075684
## PC46 <= 1.480478
## PC60 > -0.6551447
## PC72 <= 0.7975831
## PC99 > -1.937239
## -> class 2\|0 [0.984]
##
## Rule 56/192: (55.6/0.8, lift 13.6)
## PC1 > -0.430681
## PC6 <= -1.771849
## PC8 > -3.691019
## PC44 > 0.8094363
## PC53 <= -1.75255
## PC71 > -0.7803868
## -> class 2\|0 [0.970]
##
## Rule 56/193: (10.4, lift 12.9)
## PC1 <= -0.430681
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC19 <= -0.654503
## PC22 > -0.8826448
## PC63 > -0.3072663
## PC98 > 0.6355718
## -> class 2\|0 [0.919]
##
## Rule 56/194: (30.8/1.8, lift 12.8)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC17 > 0.4888273
## PC20 <= 0.1084642
## PC97 <= 1.092535
## -> class 2\|0 [0.915]
##
## Rule 56/195: (84.2/7, lift 12.7)
## PC1 <= -0.430681
## PC8 > 5.900245
## PC20 <= 0.1084642
## -> class 2\|0 [0.908]
##
## Rule 56/196: (7.7, lift 12.6)
## PC1 > -0.430681
## PC3 <= 0.7970304
## PC6 > -1.771849
## PC8 > -3.691019
## PC19 <= -1.677214
## PC20 <= -0.1762144
## -> class 2\|0 [0.897]
##
## Rule 56/197: (8.7/1.2, lift 11.1)
## PC2 <= 2.5099
## PC8 > 1.133566
## PC11 > -0.7143264
## PC20 <= 0.1084642
## PC60 <= -0.6551447
## PC96 > -0.3250072
## PC96 <= -0.2108787
## -> class 2\|0 [0.791]
##
## Rule 56/198: (15.2/4.1, lift 9.8)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC20 <= 0.1084642
## PC53 > 1.350025
## PC96 > -0.3250072
## PC99 > -1.937239
## -> class 2\|0 [0.701]
##
## Rule 56/199: (8.1/2.9, lift 8.7)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC20 > 0.1084642
## PC65 > 0.7549822
## -> class 2\|0 [0.618]
##
## Rule 56/200: (1197/484.8, lift 8.3)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC11 > -0.7143264
## PC20 <= 0.1084642
## PC60 > -0.6551447
## PC72 <= 0.7975831
## PC96 > -0.3250072
## PC99 > -1.937239
## -> class 2\|0 [0.595]
##
## Rule 56/201: (1031.4/449.2, lift 7.9)
## PC2 <= 2.5099
## PC5 <= -0.5831417
## PC12 > -0.03461245
## PC18 > 0.2394166
## PC23 > -0.4075667
## -> class 2\|0 [0.564]
##
## Rule 56/202: (309.2, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 1.133566
## PC8 <= 4.150665
## PC19 > -2.000515
## PC20 <= 0.1084642
## PC31 <= 1.075684
## PC32 <= 0.9619102
## PC53 <= 0.9950042
## PC60 <= 0.1339774
## PC97 <= 1.092535
## -> class 2\|1 [0.997]
##
## Rule 56/203: (262.1/0.7, lift 10.5)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC8 <= 5.900245
## PC17 <= 0.4888273
## PC20 <= 0.1084642
## PC53 <= 1.350025
## PC60 <= -0.6551447
## PC96 > -0.2108787
## -> class 2\|1 [0.993]
##
## Rule 56/204: (116.6, lift 10.4)
## PC8 > 1.133566
## PC12 <= -1.842187
## PC20 <= 0.1084642
## PC59 <= 0.3458907
## PC96 > -0.3250072
## -> class 2\|1 [0.992]
##
## Rule 56/205: (101.4, lift 10.4)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC10 > -0.1255139
## PC28 > 0.1387225
## PC60 > -0.6551447
## -> class 2\|1 [0.990]
##
## Rule 56/206: (98.2, lift 10.4)
## PC1 <= -0.430681
## PC5 > 0.1923507
## PC8 > 1.133566
## PC20 <= 0.1084642
## PC46 > 1.480478
## PC72 <= 0.7975831
## PC97 <= 1.092535
## -> class 2\|1 [0.990]
##
## Rule 56/207: (80, lift 10.4)
## PC1 <= -0.430681
## PC8 > 2.304939
## PC12 <= 1.022297
## PC20 > 0.1084642
## PC40 > -1.402037
## -> class 2\|1 [0.988]
##
## Rule 56/208: (79.7, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC19 > -0.654503
## PC22 > -0.8826448
## PC37 <= 1.185706
## PC39 > 0.3146409
## PC44 > -1.997401
## PC59 > -0.6592996
## PC66 <= 0.7529911
## PC69 <= -0.02295945
## -> class 2\|1 [0.987]
##
## Rule 56/209: (53.2, lift 10.3)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC9 > 4.312541
## -> class 2\|1 [0.982]
##
## Rule 56/210: (49.3, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 4.150665
## PC20 <= 0.1084642
## PC32 > 0.9619102
## PC70 <= -0.2030582
## -> class 2\|1 [0.981]
##
## Rule 56/211: (233.2/3.6, lift 10.3)
## PC1 <= -1.163722
## PC8 > 1.133566
## PC8 <= 4.150665
## PC19 > -2.000515
## PC20 <= 0.1084642
## PC21 <= 1.624172
## PC31 > -0.4382642
## PC31 <= 1.075684
## PC32 > -2.616977
## PC32 <= 0.9619102
## PC45 <= 0.4565136
## PC57 <= 0.9949872
## PC64 > -0.6970733
## PC72 <= 0.7975831
## PC82 <= 0.03487126
## PC94 > -0.7425895
## PC96 > -0.3250072
## -> class 2\|1 [0.980]
##
## Rule 56/212: (39.5, lift 10.3)
## PC1 <= -0.430681
## PC8 > 4.150665
## PC21 <= -0.0501677
## -> class 2\|1 [0.976]
##
## Rule 56/213: (35.9, lift 10.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.771849
## PC8 > -3.691019
## PC44 > 0.8094363
## PC71 <= -0.7803868
## -> class 2\|1 [0.974]
##
## Rule 56/214: (32.9, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC19 > -0.654503
## PC22 > -0.8826448
## PC24 <= 0.4929676
## PC32 > 0.771328
## PC37 <= 1.185706
## -> class 2\|1 [0.971]
##
## Rule 56/215: (72.9/1.3, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC22 > -0.8826448
## PC37 <= 1.185706
## PC80 > 1.297174
## -> class 2\|1 [0.970]
##
## Rule 56/216: (249.9/7.3, lift 10.2)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC11 <= -0.7143264
## PC20 <= 0.1084642
## PC72 <= 0.7975831
## PC96 > -0.3250072
## -> class 2\|1 [0.967]
##
## Rule 56/217: (27.5, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= -0.4070493
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC19 > -0.654503
## PC22 > -0.8826448
## -> class 2\|1 [0.966]
##
## Rule 56/218: (27.3, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 <= -0.4850174
## PC8 <= 1.133566
## PC37 <= 1.185706
## -> class 2\|1 [0.966]
##
## Rule 56/219: (202.3/6.4, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC12 <= 1.022297
## PC20 > 0.1084642
## PC40 > -1.402037
## PC51 <= 0.3657723
## PC55 <= 0.4017723
## PC65 <= 0.7549822
## PC73 > -0.9408165
## PC81 > -0.4633513
## PC89 > -0.498718
## -> class 2\|1 [0.964]
##
## Rule 56/220: (21, lift 10.1)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC20 > 0.1084642
## PC40 > -1.402037
## PC55 > 0.4017723
## PC88 > 0.2031477
## -> class 2\|1 [0.957]
##
## Rule 56/221: (38.5/0.8, lift 10.1)
## PC1 <= -0.430681
## PC5 > 1.720417
## PC8 > 1.133566
## -> class 2\|1 [0.956]
##
## Rule 56/222: (19.8, lift 10.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= -0.5831417
## PC8 > 0.1080783
## PC9 <= -0.2796527
## PC12 <= -0.03461245
## PC18 > 0.2394166
## -> class 2\|1 [0.954]
##
## Rule 56/223: (28/1.2, lift 9.8)
## PC1 <= -0.430681
## PC8 > 4.150665
## PC91 <= -0.2144246
## -> class 2\|1 [0.928]
##
## Rule 56/224: (29.5/1.3, lift 9.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 4.150665
## PC29 > 0.004281029
## PC32 > 0.9619102
## -> class 2\|1 [0.927]
##
## Rule 56/225: (52.9/3.5, lift 9.7)
## PC1 <= -0.430681
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC19 <= -0.654503
## PC22 > -0.8826448
## PC49 <= 0.389219
## PC63 > -0.3072663
## PC88 <= 0.4816513
## PC98 <= 0.6355718
## -> class 2\|1 [0.918]
##
## Rule 56/226: (44.7/3, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC9 <= 4.312541
## PC11 > -0.7143264
## PC28 <= 0.1387225
## PC59 > 0.3458907
## PC60 > -0.6551447
## PC72 <= 0.7975831
## -> class 2\|1 [0.913]
##
## Rule 56/227: (9.5, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 1.133566
## PC40 <= -1.402037
## PC62 > 0.4033738
## -> class 2\|1 [0.913]
##
## Rule 56/228: (23.1/1.2, lift 9.6)
## PC1 > -0.430681
## PC3 <= 0.7970304
## PC6 > -1.771849
## PC8 > 0.05853367
## PC9 <= 0.005734538
## PC18 <= 0.2394166
## PC19 > -1.677214
## -> class 2\|1 [0.912]
##
## Rule 56/229: (9.4, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC22 <= -0.8826448
## PC45 > 0.3833095
## -> class 2\|1 [0.912]
##
## Rule 56/230: (90.2/7.5, lift 9.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC14 <= 2.695498
## PC61 <= 0.2158901
## PC73 <= -1.404115
## -> class 2\|1 [0.908]
##
## Rule 56/231: (8, lift 9.5)
## PC8 <= -0.5530638
## PC14 > 2.695498
## PC100 > 3.380966
## -> class 2\|1 [0.900]
##
## Rule 56/232: (6.7, lift 9.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC45 <= -1.020083
## -> class 2\|1 [0.884]
##
## Rule 56/233: (178.1/21.8, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 0.5344445
## PC22 <= -0.8826448
## PC84 > 0.2733687
## -> class 2\|1 [0.874]
##
## Rule 56/234: (55/6.4, lift 9.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC32 > 1.080204
## PC37 <= 1.185706
## -> class 2\|1 [0.871]
##
## Rule 56/235: (7.5/0.3, lift 9.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC20 <= -0.09974828
## PC22 <= -0.8826448
## PC40 <= 0.8515924
## -> class 2\|1 [0.863]
##
## Rule 56/236: (171.5/23.8, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC19 > -0.654503
## PC22 > -0.8794802
## PC27 > 0.00821581
## PC32 <= 0.771328
## PC37 <= 1.185706
## PC44 <= 0.5747223
## PC56 <= 0.3431815
## -> class 2\|1 [0.857]
##
## Rule 56/237: (63.2/12.5, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC19 > -0.654503
## PC59 <= -0.6592996
## -> class 2\|1 [0.793]
##
## Rule 56/238: (28.4/5.6, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC45 > 0.3671404
## PC59 > -0.6592996
## -> class 2\|1 [0.782]
##
## Rule 56/239: (50.1/19.1, lift 6.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC49 <= -2.565507
## -> class 2\|1 [0.615]
##
## Rule 56/240: (27.7/10.7, lift 6.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC22 <= -0.8826448
## PC40 <= 0.8515924
## PC65 <= -0.02728111
## PC67 <= 0.01111175
## PC84 <= 0.2733687
## -> class 2\|1 [0.605]
##
## Rule 56/241: (58.9/23.9, lift 6.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > 1.133566
## PC72 > 0.7975831
## -> class 2\|1 [0.592]
##
## Rule 56/242: (177.7/0.5, lift 11.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4324302
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC12 <= 5.207104
## PC46 > -0.2235873
## PC60 <= 0.3400252
## PC63 > 0.1578914
## PC87 <= 1.123386
## -> class 2\|2 [0.992]
##
## Rule 56/243: (136.9/0.6, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4324302
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC11 > -3.105505
## PC12 <= 5.207104
## PC19 > -3.651395
## PC40 <= -0.693933
## PC60 <= 0.3400252
## -> class 2\|2 [0.989]
##
## Rule 56/244: (53.3, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4324302
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC46 > -0.2235873
## PC60 <= 0.3400252
## PC84 <= -0.5682877
## PC98 <= 0.2687056
## -> class 2\|2 [0.982]
##
## Rule 56/245: (41.7, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC22 <= -0.8826448
## PC32 <= 1.080204
## PC40 <= 0.8515924
## PC65 > -0.02728111
## PC67 <= 0.01111175
## -> class 2\|2 [0.977]
##
## Rule 56/246: (364/8.4, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4850174
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC20 > -0.09974828
## PC22 <= -0.8826448
## PC32 <= 1.080204
## PC40 <= 0.8515924
## PC45 > -1.020083
## PC45 <= 0.3833095
## PC67 > 0.01111175
## PC84 <= 0.2733687
## -> class 2\|2 [0.974]
##
## Rule 56/247: (37.3, lift 10.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC18 > -0.4108541
## PC19 > -0.654503
## PC22 > -0.8826448
## PC24 > 0.4929676
## PC80 <= 1.297174
## -> class 2\|2 [0.972]
##
## Rule 56/248: (29.9, lift 10.8)
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC37 <= 1.3249
## PC41 > 5.136146
## PC51 <= 0.8919192
## PC60 <= 0.3400252
## -> class 2\|2 [0.969]
##
## Rule 56/249: (89.8/1.9, lift 10.8)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC11 > -3.105505
## PC19 > 3.164775
## PC40 > -0.693933
## PC46 > -0.2235873
## PC52 <= 0.2176888
## PC60 <= 0.3400252
## PC73 > -1.404115
## PC84 > -0.5682877
## -> class 2\|2 [0.968]
##
## Rule 56/250: (54.8/1, lift 10.8)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC20 > 0.1084642
## PC40 <= -1.402037
## PC62 <= 0.4033738
## -> class 2\|2 [0.965]
##
## Rule 56/251: (27.1, lift 10.7)
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC32 <= 0.771328
## PC39 > 0.3146409
## PC44 <= -1.997401
## PC59 > -0.6592996
## PC80 <= 1.297174
## -> class 2\|2 [0.963]
##
## Rule 56/252: (28.1/0.1, lift 10.7)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC37 <= 1.3249
## PC46 > -0.2235873
## PC60 <= 0.3400252
## PC63 <= 0.1578914
## PC77 > 0.7522998
## PC98 <= 0.2687056
## -> class 2\|2 [0.963]
##
## Rule 56/253: (26.8, lift 10.7)
## PC26 > 3.206192
## PC61 > 0.2158901
## PC73 <= -1.404115
## -> class 2\|2 [0.963]
##
## Rule 56/254: (24.6, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC11 > -3.105505
## PC12 <= -3.366721
## PC14 <= 2.695498
## PC46 > -0.2235873
## PC52 <= 0.2176888
## PC60 <= 0.3400252
## PC98 <= 0.2687056
## -> class 2\|2 [0.962]
##
## Rule 56/255: (31.3/0.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC36 <= 0.06424382
## PC41 > -1.981339
## PC60 > 0.3400252
## PC63 > 0.06798272
## PC64 <= 0.3879538
## PC71 <= -0.3141356
## -> class 2\|2 [0.958]
##
## Rule 56/256: (323.8/13.2, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 0.5344445
## PC20 > -0.09974828
## PC22 <= -0.8826448
## PC32 <= 1.080204
## PC40 <= 0.8515924
## PC45 <= 0.3833095
## -> class 2\|2 [0.956]
##
## Rule 56/257: (98/3.6, lift 10.6)
## PC1 <= -0.430681
## PC4 > -0.4324302
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC11 > -3.105505
## PC30 > 0.1851135
## PC46 > -0.2235873
## PC52 <= 0.2176888
## PC60 <= 0.3400252
## PC98 <= 0.2687056
## -> class 2\|2 [0.954]
##
## Rule 56/258: (65.4/2.2, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5530638
## PC14 > 2.695498
## PC100 <= 3.380966
## -> class 2\|2 [0.952]
##
## Rule 56/259: (17.1/0.1, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC10 > -0.2147497
## PC36 <= 0.06424382
## PC41 > -1.981339
## PC57 <= 0.2071535
## PC60 > 0.3400252
## PC63 > 0.06798272
## PC73 > -1.404115
## -> class 2\|2 [0.941]
##
## Rule 56/260: (12.7, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC20 > 0.1084642
## PC55 <= 0.4017723
## PC65 <= 0.7549822
## PC73 <= -0.9408165
## -> class 2\|2 [0.932]
##
## Rule 56/261: (63.5/3.8, lift 10.3)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC8 <= 2.304939
## PC12 <= 1.022297
## PC20 > 0.1084642
## PC40 > -1.402037
## PC55 > 0.4017723
## PC88 <= 0.2031477
## -> class 2\|2 [0.927]
##
## Rule 56/262: (77.1/4.9, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC28 > -0.2477497
## PC33 <= -0.2528173
## PC47 > -0.7683094
## PC49 <= 0.1635057
## PC60 > 0.3400252
## PC60 <= 2.263344
## PC64 <= 0.3879538
## PC99 > -1.36493
## -> class 2\|2 [0.925]
##
## Rule 56/263: (11.1, lift 10.3)
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC19 <= -0.654503
## PC88 > 0.4816513
## -> class 2\|2 [0.924]
##
## Rule 56/264: (212.5/16.2, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC4 > -0.4070493
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC18 > -0.4108541
## PC19 > -0.654503
## PC27 <= 0.00821581
## PC39 <= 0.3146409
## PC44 <= 0.5747223
## PC45 <= 0.3671404
## PC59 > -0.6592996
## PC80 <= 1.297174
## -> class 2\|2 [0.920]
##
## Rule 56/265: (59.8/4.5, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC20 > 0.1084642
## PC51 > 0.3657723
## PC55 <= 0.4017723
## -> class 2\|2 [0.910]
##
## Rule 56/266: (65.8/5.2, lift 10.1)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC44 <= 1.108199
## PC60 > 0.3400252
## PC64 > 0.3879538
## PC73 > -1.404115
## PC75 > 0.06319419
## -> class 2\|2 [0.909]
##
## Rule 56/267: (92.3/7.6, lift 10.1)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC9 > -3.778535
## PC30 > 0.007826664
## PC33 > -0.2528173
## PC36 > 0.06424382
## PC36 <= 0.434855
## PC44 <= 0.2589038
## PC60 > 0.3400252
## PC80 > -0.698244
## -> class 2\|2 [0.909]
##
## Rule 56/268: (8, lift 10.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -1.771849
## PC8 > -3.691019
## PC24 > -2.279944
## PC44 <= 0.8094363
## PC53 <= -1.75255
## -> class 2\|2 [0.900]
##
## Rule 56/269: (48.6/4.2, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC22 > -0.8826448
## PC27 > 0.00821581
## PC32 <= 0.771328
## PC44 <= 0.5747223
## PC56 > 0.3431815
## PC59 > -0.6592996
## PC80 <= 1.297174
## -> class 2\|2 [0.898]
##
## Rule 56/270: (61.6/5.6, lift 10.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -1.280573
## PC8 <= -0.5530638
## PC46 <= -0.2235873
## PC60 <= 0.3400252
## PC73 > -1.404115
## -> class 2\|2 [0.896]
##
## Rule 56/271: (150.6/15.8, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 1.133566
## PC19 > -0.654503
## PC32 <= 0.771328
## PC39 > 0.3146409
## PC59 > -0.6592996
## PC66 <= 0.7529911
## PC69 > -0.02295945
## PC80 <= 1.297174
## -> class 2\|2 [0.890]
##
## Rule 56/272: (205.3/22.8, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC11 > -3.105505
## PC12 <= 5.207104
## PC14 <= 2.695498
## PC46 > -0.2235873
## PC52 <= 0.2176888
## PC60 <= 0.3400252
## PC73 > -1.404115
## PC83 > -1.091243
## PC98 > 0.2687056
## -> class 2\|2 [0.885]
##
## Rule 56/273: (6.4, lift 9.8)
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC8 <= 1.133566
## PC39 > 0.3146409
## PC44 <= 0.5747223
## PC59 > -0.6592996
## PC66 > 0.7529911
## -> class 2\|2 [0.881]
##
## Rule 56/274: (5.3/0.2, lift 9.3)
## PC1 <= -0.430681
## PC8 > 1.133566
## PC20 > 0.1084642
## PC51 <= 0.3657723
## PC81 <= -0.4633513
## -> class 2\|2 [0.834]
##
## Rule 56/275: (35.5/6.1, lift 9.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC12 <= 1.022297
## PC20 > 0.1084642
## PC55 <= 0.4017723
## PC65 <= 0.7549822
## PC89 <= -0.498718
## PC97 <= 1.092535
## -> class 2\|2 [0.810]
##
## Rule 56/276: (42.9/8.3, lift 8.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.5530638
## PC50 <= -0.4903674
## PC96 <= -0.3250072
## PC97 <= 1.092535
## -> class 2\|2 [0.793]
##
## Rule 56/277: (114.8, lift 7.8)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC46 > 0.413817
## PC60 > -0.7855141
## -> class 2\|3 [0.991]
##
## Rule 56/278: (99.3/0.2, lift 7.8)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC26 > -3.118329
## PC85 <= 0.8082542
## PC89 > 0.8003459
## -> class 2\|3 [0.988]
##
## Rule 56/279: (85.3/1.4, lift 7.7)
## PC1 <= -0.430681
## PC8 <= -0.5530638
## PC14 <= 2.695498
## PC51 <= 0.8919192
## PC60 > 0.3400252
## PC64 <= 0.3879538
## PC99 <= -1.36493
## -> class 2\|3 [0.972]
##
## Rule 56/280: (20.9, lift 7.5)
## PC1 <= -0.430681
## PC8 <= -0.5530638
## PC30 > 0.007826664
## PC33 > -0.2528173
## PC36 > 0.06424382
## PC64 <= 0.3879538
## PC66 > 0.6353976
## -> class 2\|3 [0.956]
##
## Rule 56/281: (15.8, lift 7.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5530638
## PC60 <= 0.3400252
## PC63 > 0.1578914
## PC73 > -1.404115
## PC87 > 1.123386
## -> class 2\|3 [0.944]
##
## Rule 56/282: (1073.3/699.4, lift 2.8)
## PC2 <= 2.5099
## PC5 <= -0.5831417
## PC12 <= -0.03461245
## PC18 > 0.2394166
## -> class 2\|3 [0.349]
##
## Rule 56/283: (11946.4/9420.3, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.211]
##
## Rule 56/284: (114.5/0.5, lift 23.8)
## PC2 <= 2.5099
## PC8 <= -0.5530638
## PC14 <= 2.695498
## PC16 <= -0.1130028
## PC45 <= 0.1566226
## PC46 <= 0.413817
## PC49 <= 0.1087696
## PC90 > 0.3609668
## PC93 <= 0.3298733
## -> class 2\|4 [0.987]
##
## Rule 56/285: (75.5, lift 23.8)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC16 <= -0.1130028
## PC46 <= 0.413817
## PC48 > 0.4240632
## PC74 > -0.8872054
## PC93 <= 0.3298733
## -> class 2\|4 [0.987]
##
## Rule 56/286: (75.4, lift 23.8)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC44 <= 0.9401656
## PC46 <= 0.413817
## PC73 > -1.404115
## PC85 > 0.8082542
## -> class 2\|4 [0.987]
##
## Rule 56/287: (103/0.5, lift 23.8)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC18 <= -0.2581053
## PC45 <= 0.1566226
## PC46 <= 0.413817
## PC49 <= 0.1087696
## PC85 > -0.4749953
## PC87 > 0.01370811
## PC89 <= 0.5909864
## PC93 <= 0.3298733
## PC95 <= 0.5121843
## -> class 2\|4 [0.986]
##
## Rule 56/288: (65.9/0.5, lift 23.6)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC16 <= -0.1130028
## PC18 > -0.2581053
## PC45 <= 0.1566226
## PC46 <= 0.413817
## PC49 <= 0.1087696
## PC66 > 0.168179
## PC85 > -0.4749953
## PC93 <= 0.3298733
## PC95 <= 0.5121843
## -> class 2\|4 [0.978]
##
## Rule 56/289: (145/2.3, lift 23.6)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC16 <= -0.1130028
## PC45 <= 0.1566226
## PC46 <= 0.413817
## PC47 <= -0.39638
## PC49 <= 0.1087696
## PC85 > -0.4749953
## PC89 <= 0.8003459
## PC95 <= 0.5121843
## -> class 2\|4 [0.978]
##
## Rule 56/290: (64.1/0.5, lift 23.6)
## PC1 > -0.430681
## PC2 > -5.43323
## PC2 <= 2.5099
## PC8 <= -3.691019
## PC19 > -1.607163
## PC35 <= 0.7539229
## PC37 <= 1.352652
## PC43 > -0.1397224
## -> class 2\|4 [0.977]
##
## Rule 56/291: (48.2/0.3, lift 23.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC27 > -0.2505807
## PC28 > -0.03099509
## PC36 <= 0.06424382
## PC53 > 0.08388282
## PC60 > 0.3400252
## -> class 2\|4 [0.975]
##
## Rule 56/292: (167.8/3.2, lift 23.5)
## PC8 <= -3.393956
## PC16 <= 0.4370693
## PC22 > -1.900676
## PC44 > 0.9401656
## PC46 <= 0.413817
## PC74 > -0.8872054
## -> class 2\|4 [0.975]
##
## Rule 56/293: (108.2/2, lift 23.5)
## PC2 <= 2.5099
## PC8 <= -2.870956
## PC10 > -0.2147497
## PC33 > -0.2528173
## PC36 <= 0.06424382
## PC42 > 0.08400755
## PC53 <= 0.08388282
## PC60 > 0.3400252
## PC63 <= 0.06798272
## -> class 2\|4 [0.973]
##
## Rule 56/294: (31, lift 23.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= -0.5831417
## PC12 <= -0.03461245
## PC18 > 0.2394166
## PC60 > 0.7526923
## -> class 2\|4 [0.970]
##
## Rule 56/295: (29.6, lift 23.3)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC26 <= -3.118329
## PC44 <= 0.9401656
## PC46 <= 0.413817
## PC74 > -0.8872054
## -> class 2\|4 [0.966]
##
## Rule 56/296: (38.9/0.9, lift 23.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5530638
## PC14 <= 2.695498
## PC49 > -2.565507
## PC51 > 0.8919192
## -> class 2\|4 [0.953]
##
## Rule 56/297: (19, lift 23.0)
## PC1 <= -0.430681
## PC8 <= -3.393956
## PC44 <= 0.9401656
## PC46 <= -0.9632035
## PC74 > -0.8872054
## PC93 > 0.3298733
## -> class 2\|4 [0.952]
##
## Rule 56/298: (19.9/0.3, lift 22.7)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC22 > -1.900676
## PC45 <= 0.1566226
## PC46 <= 0.413817
## PC49 <= 0.1087696
## PC66 <= 0.168179
## PC89 <= 0.8003459
## PC91 > 0.03371967
## PC93 <= 0.3298733
## PC95 <= 0.5121843
## -> class 2\|4 [0.941]
##
## Rule 56/299: (11.6, lift 22.4)
## PC2 <= 2.5099
## PC8 <= -3.393956
## PC22 > -1.900676
## PC46 <= 0.413817
## PC49 <= 0.1087696
## PC57 > 0.4549595
## PC74 > -0.8872054
## PC93 > 0.3298733
## -> class 2\|4 [0.926]
##
## Rule 56/300: (9.2/0.4, lift 21.2)
## PC2 <= 2.5099
## PC8 <= -0.5530638
## PC60 > 0.3400252
## PC64 > 0.3796669
## PC64 <= 0.3879538
## -> class 2\|4 [0.878]
##
## Rule 56/301: (6.2, lift 21.2)
## PC1 <= -0.430681
## PC8 > -2.870956
## PC8 <= -0.5530638
## PC36 <= 0.06424382
## PC42 > 0.08400755
## PC42 <= 0.08719561
## PC64 <= 0.3879538
## -> class 2\|4 [0.878]
##
## Rule 56/302: (48.7/8, lift 19.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5530638
## PC9 > -3.778535
## PC10 <= -0.2147497
## PC33 > -0.2528173
## PC36 <= 0.06424382
## -> class 2\|4 [0.822]
##
## Rule 56/303: (37.6/6.6, lift 19.5)
## PC1 <= -0.430681
## PC14 <= 2.695498
## PC33 > -0.2528173
## PC41 <= -1.981339
## PC60 > 0.3400252
## PC64 <= 0.3879538
## PC73 > -1.404115
## -> class 2\|4 [0.807]
##
## Rule 56/304: (10.1/1.5, lift 19.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC9 > -3.778535
## PC29 > 0.3446466
## PC60 > 0.3400252
## PC73 > -1.404115
## -> class 2\|4 [0.791]
##
## Rule 56/305: (20.7/4.8, lift 18.0)
## PC1 <= -0.430681
## PC8 > -3.393956
## PC8 <= -0.5530638
## PC9 <= -3.778535
## PC33 > -0.2528173
## PC60 > 0.3400252
## PC64 <= 0.3879538
## -> class 2\|4 [0.746]
##
## Rule 56/306: (39.7/18.2, lift 13.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.5530638
## PC14 <= 2.695498
## PC33 > -0.2528173
## PC45 > 0.4335379
## PC64 <= 0.3879538
## -> class 2\|4 [0.541]
##
## Default class: 0\|2
##
## ----- Trial 57: -----
##
## Rules:
##
## Rule 57/1: (119, lift 15.3)
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC72 > 1.122934
## PC86 <= 4.013646
## -> class 0\|0 [0.992]
##
## Rule 57/2: (86.7, lift 15.3)
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC86 <= -2.151035
## -> class 0\|0 [0.989]
##
## Rule 57/3: (334.5/3.2, lift 15.3)
## PC4 > -8.075097
## PC10 > -7.450708
## PC13 <= 1.787175
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC31 <= 0.2306125
## PC35 <= 0.5694357
## PC41 <= 0.1662782
## PC53 <= 1.354782
## PC54 <= 1.171919
## PC55 > -0.2022897
## PC58 > -1.538399
## PC65 <= -0.3478391
## PC93 <= 0.9756524
## PC95 > -1.164248
## PC97 <= 0.3879197
## PC99 > -0.409831
## -> class 0\|0 [0.987]
##
## Rule 57/4: (48.9, lift 15.2)
## PC13 <= 1.787175
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC41 <= 0.1662782
## PC46 <= -0.3498257
## PC86 <= 4.013646
## PC97 > 0.3879197
## -> class 0\|0 [0.980]
##
## Rule 57/5: (103.4/1.3, lift 15.1)
## PC12 > -1.881783
## PC13 <= 1.787175
## PC18 > 1.22969
## PC21 <= 0.4791392
## PC26 <= 0.6518379
## PC54 <= -1.027696
## PC55 > -0.5527254
## -> class 0\|0 [0.978]
##
## Rule 57/6: (44.8, lift 15.1)
## PC4 <= -8.075097
## PC13 <= 1.787175
## PC17 > -0.5206551
## PC64 <= -0.2545287
## PC100 > -0.7824559
## -> class 0\|0 [0.978]
##
## Rule 57/7: (42.3, lift 15.1)
## PC4 <= -8.075097
## PC13 <= 1.787175
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC41 > 0.008972251
## PC53 <= 1.354782
## PC97 <= 0.3879197
## -> class 0\|0 [0.977]
##
## Rule 57/8: (288/5.8, lift 15.1)
## PC4 > -8.075097
## PC10 > -7.450708
## PC13 <= 1.787175
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC31 <= 0.2306125
## PC35 > -0.2671802
## PC35 <= 0.5694357
## PC45 > -1.492332
## PC48 <= 0.2751796
## PC53 <= 1.354782
## PC54 <= 1.171919
## PC55 > -0.2022897
## PC62 > -0.2178598
## PC93 <= 0.9756524
## PC97 <= 0.3879197
## PC99 > -0.409831
## -> class 0\|0 [0.977]
##
## Rule 57/9: (102.6/1.5, lift 15.1)
## PC18 > 1.22969
## PC21 <= 0.4791392
## PC26 <= 0.6518379
## PC31 <= 0.2306125
## PC35 <= 0.5694357
## PC52 > -2.370584
## PC55 > -0.5527254
## PC55 <= -0.2022897
## PC63 <= -0.7277429
## PC99 > -0.409831
## -> class 0\|0 [0.976]
##
## Rule 57/10: (37.7, lift 15.1)
## PC13 <= 7.236558
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC41 <= 0.1662782
## PC43 <= -1.26521
## PC97 > 0.3879197
## -> class 0\|0 [0.975]
##
## Rule 57/11: (69.6/0.9, lift 15.1)
## PC3 > -0.7380994
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## -> class 0\|0 [0.973]
##
## Rule 57/12: (86.6/3.9, lift 14.6)
## PC12 > -1.881783
## PC13 <= 7.236558
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC48 > 0.502472
## PC65 > -2.560152
## -> class 0\|0 [0.945]
##
## Rule 57/13: (25.4/0.5, lift 14.6)
## PC4 <= -8.075097
## PC13 <= 1.787175
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC97 <= 0.3879197
## PC99 <= -0.1654799
## -> class 0\|0 [0.944]
##
## Rule 57/14: (20.2/0.3, lift 14.6)
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 1.787175
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC39 <= -1.099381
## PC97 > 0.3879197
## -> class 0\|0 [0.942]
##
## Rule 57/15: (13.4, lift 14.5)
## PC13 > 7.236558
## PC18 > 3.718587
## PC31 > 0.1783828
## -> class 0\|0 [0.935]
##
## Rule 57/16: (142.8/10.3, lift 14.3)
## PC2 > 2.5099
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC47 > 0.8266706
## PC55 > -0.5527254
## PC64 > -0.2545287
## PC97 <= 0.3879197
## -> class 0\|0 [0.922]
##
## Rule 57/17: (10.7, lift 14.3)
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC37 <= -2.13364
## PC97 > 0.3879197
## -> class 0\|0 [0.921]
##
## Rule 57/18: (80.9/6.9, lift 14.0)
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC48 <= 0.502472
## PC53 <= -2.015749
## PC91 <= 3.159646
## -> class 0\|0 [0.905]
##
## Rule 57/19: (6.8, lift 13.7)
## PC2 > 2.5099
## PC12 > -1.881783
## PC17 <= -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC62 > 0.6760606
## -> class 0\|0 [0.886]
##
## Rule 57/20: (27.2/2.5, lift 13.6)
## PC2 > 2.5099
## PC13 > 1.787175
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC48 <= 0.502472
## PC52 > -2.370584
## PC91 <= 3.159646
## PC100 > 0.9910042
## -> class 0\|0 [0.881]
##
## Rule 57/21: (50.3/5.3, lift 13.6)
## PC13 <= 1.787175
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC31 <= 0.2306125
## PC53 <= -0.6461713
## PC55 > -0.5527254
## PC65 > -2.560152
## PC91 <= 3.159646
## PC99 <= -0.409831
## -> class 0\|0 [0.879]
##
## Rule 57/22: (19.6/1.7, lift 13.6)
## PC4 <= -8.075097
## PC13 <= 1.787175
## PC26 <= 0.6518379
## PC47 <= 0.8266706
## PC53 <= 1.354782
## PC88 > 0.4100558
## PC97 <= 0.3879197
## -> class 0\|0 [0.876]
##
## Rule 57/23: (6.6/0.1, lift 13.5)
## PC13 <= 7.236558
## PC18 > 1.22969
## PC26 > 0.6518379
## PC29 <= -3.315104
## -> class 0\|0 [0.871]
##
## Rule 57/24: (11.4/0.9, lift 13.3)
## PC2 > 2.5099
## PC13 <= 1.787175
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC41 <= 0.1662782
## PC65 > -2.560152
## PC68 > 1.184043
## -> class 0\|0 [0.858]
##
## Rule 57/25: (7.5/0.8, lift 12.5)
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC26 > 0.6518379
## PC36 > 2.704227
## PC65 > -2.560152
## -> class 0\|0 [0.808]
##
## Rule 57/26: (51.1/11.1, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC47 <= -0.9183904
## PC52 > -1.206329
## PC86 <= 4.013646
## -> class 0\|0 [0.772]
##
## Rule 57/27: (37.1/8.6, lift 11.7)
## PC12 > -1.881783
## PC17 > -0.5206551
## PC18 > 1.22969
## PC21 > 0.4791392
## PC26 <= 0.6518379
## PC48 <= 0.502472
## PC52 > -2.370584
## -> class 0\|0 [0.755]
##
## Rule 57/28: (66.8/16.6, lift 11.5)
## PC18 > 3.718587
## PC20 > -3.980935
## PC31 <= 0.1783828
## PC59 > 2.11358
## -> class 0\|0 [0.744]
##
## Rule 57/29: (49.8/12.7, lift 11.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > 0.1706467
## PC18 > -0.4683644
## PC18 <= 1.22969
## -> class 0\|0 [0.735]
##
## Rule 57/30: (15/6.7, lift 8.5)
## PC10 <= -7.303295
## PC18 > 1.22969
## PC26 <= 0.6518379
## -> class 0\|0 [0.549]
##
## Rule 57/31: (191.9, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1706467
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC23 > -0.8867464
## PC34 > 0.4094731
## PC79 <= 0.2756875
## PC89 > -1.532005
## -> class 0\|1 [0.995]
##
## Rule 57/32: (141.2/0.3, lift 12.1)
## PC3 <= -0.7380994
## PC10 > -7.303295
## PC13 <= 7.236558
## PC18 > 1.22969
## PC37 > -2.13364
## PC39 > -1.099381
## PC41 <= 0.1662782
## PC43 > -1.26521
## PC46 > -0.3498257
## PC54 > -1.027696
## PC68 <= 1.184043
## PC86 > -2.151035
## PC97 > 0.3879197
## PC100 > -0.7824559
## PC100 <= 0.2991797
## -> class 0\|1 [0.991]
##
## Rule 57/33: (198.9/1.2, lift 12.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -7.878212
## PC6 <= 0.1706467
## PC12 > -1.881783
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC23 > -0.8867464
## PC42 <= 1.323705
## PC73 > -2.03583
## PC79 <= 0.2756875
## PC89 > -1.532005
## PC92 <= 0.9395956
## PC97 <= 0.9601673
## -> class 0\|1 [0.989]
##
## Rule 57/34: (80.5, lift 12.1)
## PC2 > 2.5099
## PC3 <= -0.7380994
## PC12 > -1.881783
## PC13 <= 1.787175
## PC18 > -0.4683644
## PC35 <= -0.2671802
## PC45 > -1.492332
## PC52 > -2.370584
## PC54 <= 1.171919
## PC65 > -0.3478391
## PC91 <= 3.159646
## PC97 <= 0.3879197
## -> class 0\|1 [0.988]
##
## Rule 57/35: (67.7, lift 12.0)
## PC13 > 7.236558
## PC18 > 3.718587
## PC20 > -3.980935
## PC31 <= 0.1783828
## PC59 <= 2.11358
## -> class 0\|1 [0.986]
##
## Rule 57/36: (107.5/0.6, lift 12.0)
## PC12 > -1.881783
## PC13 <= 7.236558
## PC17 > -0.5206551
## PC18 > 1.22969
## PC21 <= 0.4791392
## PC31 <= 0.2306125
## PC53 > -0.6461713
## PC97 <= 0.3879197
## PC99 <= -0.409831
## PC100 > -0.7824559
## -> class 0\|1 [0.985]
##
## Rule 57/37: (64.9, lift 12.0)
## PC2 > 2.5099
## PC4 > -8.075097
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC35 > 0.5694357
## PC65 > -2.560152
## PC72 <= 1.122934
## -> class 0\|1 [0.985]
##
## Rule 57/38: (54.9, lift 12.0)
## PC3 <= -0.7380994
## PC12 > -1.881783
## PC13 <= 1.787175
## PC18 > 1.22969
## PC21 <= 0.4791392
## PC48 > 0.2751796
## PC65 > -0.3478391
## PC99 > -0.409831
## PC100 > -0.7824559
## -> class 0\|1 [0.982]
##
## Rule 57/39: (77.5/0.5, lift 12.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 <= -0.4683644
## PC20 > -3.549603
## PC78 > -0.0021355
## PC78 <= 2.786675
## PC99 > 0.008685172
## -> class 0\|1 [0.981]
##
## Rule 57/40: (51.4, lift 12.0)
## PC18 > -0.4683644
## PC20 > 2.524355
## PC42 > 1.323705
## PC47 > -0.9183904
## -> class 0\|1 [0.981]
##
## Rule 57/41: (75.9/0.6, lift 12.0)
## PC2 > 2.5099
## PC3 <= -0.7380994
## PC12 > -1.881783
## PC13 <= 1.787175
## PC17 > -0.5206551
## PC18 > -0.4683644
## PC21 <= 0.4791392
## PC41 > 0.1662782
## PC83 > -1.726322
## PC100 > -0.7824559
## -> class 0\|1 [0.979]
##
## Rule 57/42: (43.7, lift 11.9)
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC31 <= 0.2306125
## PC54 > -1.027696
## PC54 <= 1.171919
## PC58 <= -1.538399
## PC93 <= 0.9756524
## -> class 0\|1 [0.978]
##
## Rule 57/43: (69.1/0.7, lift 11.9)
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 7.236558
## PC17 <= -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC62 <= 0.6760606
## -> class 0\|1 [0.976]
##
## Rule 57/44: (62.1/0.6, lift 11.9)
## PC2 > 2.5099
## PC13 <= 1.787175
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC53 > 1.354782
## PC54 > -1.027696
## PC86 > -2.151035
## -> class 0\|1 [0.975]
##
## Rule 57/45: (36.1, lift 11.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -0.2495917
## PC78 > 2.786675
## PC79 > -0.2786686
## -> class 0\|1 [0.974]
##
## Rule 57/46: (155.9/4.8, lift 11.8)
## PC1 <= -0.5275379
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC26 > 0.6518379
## PC29 > -3.315104
## PC36 <= 2.704227
## PC65 > -2.560152
## PC73 > -3.262554
## PC86 > -2.151035
## -> class 0\|1 [0.963]
##
## Rule 57/47: (83.8/2.5, lift 11.7)
## PC17 > -0.5206551
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC48 <= 0.502472
## PC55 <= -0.5527254
## PC65 > -2.560152
## PC86 > -2.151035
## -> class 0\|1 [0.959]
##
## Rule 57/48: (21.7, lift 11.7)
## PC2 > 2.5099
## PC12 > -1.881783
## PC18 > 1.22969
## PC26 <= 0.6518379
## PC65 > -2.560152
## PC65 <= -0.3478391
## PC86 > -2.151035
## PC95 <= -1.164248
## PC99 > -0.409831
## -> class 0\|1 [0.958]
##
## Rule 57/49: (34.5/0.6, lift 11.7)
## PC2 > 2.5099
## PC3 <= -0.7380994
## PC17 > -0.5206551
## PC18 > -0.4683644
## PC21 <= 0.4791392
## PC26 <= 0.6518379
## PC48 <= 0.502472
## PC53 <= 1.354782
## PC55 <= -0.2022897
## PC63 > -0.7277429
## PC65 > -2.560152
## PC99 > -0.409831
## -> class 0\|1 [0.957]
##
## Rule 57/50: (148.7/5.7, lift 11.7)
## PC4 <= -8.075097
## PC18 > 1.22969
## PC41 <= 0.008972251
## PC47 <= 0.8266706
## PC64 > -0.2545287
## PC88 <= 0.4100558
## PC99 > -0.1654799
## -> class 0\|1 [0.956]
##
## Rule 57/51: (124.6/5, lift 11.6)
## PC2 > 2.5099
## PC13 > 1.787175
## PC13 <= 7.236558
## PC17 > -0.5206551
## PC18 > 1.22969
## PC48 <= 0.502472
## PC53 > -2.015749
## PC86 > -2.151035
## PC100 <= 0.9910042
## -> class 0\|1 [0.952]
##
## Rule 57/52: (50.2/1.7, lift 11.6)
## PC3 <= -0.7380994
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > 1.22969
## PC21 <= 0.4791392
## PC31 > 0.2306125
## PC48 <= 0.502472
## PC65 > -2.560152
## -> class 0\|1 [0.949]
##
## Rule 57/53: (12.6, lift 11.4)
## PC12 > -1.881783
## PC18 > 1.069617
## PC18 <= 1.22969
## PC42 <= 1.323705
## PC47 > -0.9183904
## PC73 > -2.03583
## PC79 > 0.2756875
## PC89 > -1.532005
## -> class 0\|1 [0.931]
##
## Rule 57/54: (96.8/6.5, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC31 <= 0.2306125
## PC41 <= 0.1662782
## PC48 <= 0.502472
## PC54 <= 1.171919
## PC65 > -2.560152
## PC91 <= 3.159646
## PC93 > 0.9756524
## PC97 <= 0.3879197
## PC100 > -0.7824559
## -> class 0\|1 [0.924]
##
## Rule 57/55: (38.2/2.2, lift 11.2)
## PC3 <= 1.640775
## PC17 > 3.202719
## PC18 > -0.4683644
## PC18 <= 3.718587
## PC31 <= 0.04042177
## -> class 0\|1 [0.920]
##
## Rule 57/56: (257.8/20.7, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1706467
## PC13 <= 1.698335
## PC14 > -0.3414776
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC42 <= 1.323705
## PC47 > -0.9183904
## PC73 > -2.03583
## PC79 <= 0.2756875
## PC98 <= 0.2247498
## -> class 0\|1 [0.916]
##
## Rule 57/57: (9.9, lift 11.2)
## PC10 <= -7.450708
## PC18 > -0.4683644
## PC26 <= 0.6518379
## PC100 > -0.7824559
## -> class 0\|1 [0.916]
##
## Rule 57/58: (86/8.7, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 1.787175
## PC17 > -0.5206551
## PC18 > -0.4683644
## PC21 <= 0.4791392
## PC35 <= 0.5694357
## PC48 <= 0.2751796
## PC54 <= 1.171919
## PC62 <= -0.2178598
## PC65 > -0.3478391
## PC72 <= 1.122934
## PC91 <= 3.159646
## PC97 <= 0.3879197
## -> class 0\|1 [0.890]
##
## Rule 57/59: (67.8/7.5, lift 10.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1706467
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC42 <= 1.323705
## PC47 > -0.9183904
## PC47 <= -0.4221508
## PC73 > -2.03583
## PC89 > -1.532005
## -> class 0\|1 [0.878]
##
## Rule 57/60: (5.9, lift 10.7)
## PC2 > 2.5099
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC42 > 1.323705
## PC43 <= 0.5380853
## -> class 0\|1 [0.874]
##
## Rule 57/61: (143.5/27.5, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.881783
## PC13 <= 1.787175
## PC17 > -0.5206551
## PC18 > -0.4683644
## PC54 > 1.171919
## PC55 > -0.5527254
## PC72 <= 1.122934
## PC73 > -3.262554
## PC83 > -1.726322
## PC99 > -0.409831
## PC100 > -0.7824559
## -> class 0\|1 [0.804]
##
## Rule 57/62: (98.9, lift 9.8)
## PC4 <= -6.964373
## PC18 <= -0.4683644
## PC32 <= 1.699697
## PC87 > 0.1267545
## -> class 0\|2 [0.990]
##
## Rule 57/63: (88.6, lift 9.8)
## PC2 > 2.5099
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC20 <= 2.524355
## PC36 <= 1.656734
## PC42 > 1.323705
## PC43 > 0.5380853
## PC74 <= 2.596298
## -> class 0\|2 [0.989]
##
## Rule 57/64: (74.5, lift 9.7)
## PC1 <= -0.7594083
## PC7 > -0.7696513
## PC11 <= 0.5105041
## PC15 > 0.7124785
## PC18 <= -0.4683644
## PC91 <= -0.3640622
## -> class 0\|2 [0.987]
##
## Rule 57/65: (67.5, lift 9.7)
## PC4 <= -6.964373
## PC18 <= -0.4683644
## PC28 > 2.985367
## -> class 0\|2 [0.986]
##
## Rule 57/66: (53.7, lift 9.7)
## PC4 <= -6.964373
## PC6 <= -0.4625012
## PC18 <= -0.4683644
## PC54 <= 3.096431
## PC94 <= -0.302503
## -> class 0\|2 [0.982]
##
## Rule 57/67: (60.4/0.2, lift 9.7)
## PC13 > 7.236558
## PC18 > -0.4683644
## PC18 <= 3.718587
## PC58 > 2.067253
## -> class 0\|2 [0.981]
##
## Rule 57/68: (179.5/2.7, lift 9.7)
## PC18 <= -1.711182
## PC28 <= 0.4295883
## PC30 > -1.250372
## PC53 > -0.005364824
## PC55 <= 0.1815639
## PC56 > -0.3452363
## PC72 > -0.7118475
## PC77 > -0.3979929
## PC99 <= 0.524213
## -> class 0\|2 [0.980]
##
## Rule 57/69: (51.2/0.1, lift 9.7)
## PC3 <= 1.640775
## PC15 <= 0.7124785
## PC18 > -1.711182
## PC27 <= -2.414559
## PC54 <= 3.096431
## PC78 <= 1.014451
## PC80 <= 0.0457203
## -> class 0\|2 [0.979]
##
## Rule 57/70: (42.1, lift 9.7)
## PC4 <= -6.964373
## PC7 > -0.7696513
## PC18 > -2.305537
## PC18 <= -1.711182
## -> class 0\|2 [0.977]
##
## Rule 57/71: (82.6/0.9, lift 9.7)
## PC4 <= -6.964373
## PC7 > -0.7696513
## PC18 <= -0.4683644
## PC54 <= 3.096431
## PC84 > 0.2402775
## -> class 0\|2 [0.977]
##
## Rule 57/72: (35.3, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC74 <= 2.596298
## PC86 <= 4.013646
## PC89 <= -1.532005
## -> class 0\|2 [0.973]
##
## Rule 57/73: (76.3/1.2, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= 0.1706467
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.069617
## PC32 <= 0.7063108
## PC42 <= 1.323705
## PC47 > -0.4221508
## PC75 <= 1.845352
## PC79 > 0.2756875
## PC86 <= 4.013646
## -> class 0\|2 [0.972]
##
## Rule 57/74: (30.7, lift 9.6)
## PC15 <= 0.7124785
## PC28 <= 0.4295883
## PC53 > -0.005364824
## PC57 <= 1.377005
## PC59 <= -2.317698
## PC72 > -0.7118475
## PC76 > -2.776463
## -> class 0\|2 [0.969]
##
## Rule 57/75: (51.1/0.6, lift 9.6)
## PC18 <= -1.711182
## PC28 <= 0.4295883
## PC30 > -1.250372
## PC39 > -1.445797
## PC53 > -0.005364824
## PC55 <= 0.1815639
## PC76 > -2.776463
## PC99 <= -0.2832056
## -> class 0\|2 [0.969]
##
## Rule 57/76: (49.7/0.6, lift 9.6)
## PC2 > 2.5099
## PC12 <= -1.881783
## PC18 > -0.4683644
## PC42 > -2.541008
## -> class 0\|2 [0.969]
##
## Rule 57/77: (28.4, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC15 <= 0.7124785
## PC18 > -1.711182
## PC18 <= -0.4683644
## PC39 > -1.445797
## PC78 > 1.014451
## PC78 <= 2.786675
## -> class 0\|2 [0.967]
##
## Rule 57/78: (27.8, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC23 <= -0.8867464
## PC98 > 0.2247498
## -> class 0\|2 [0.966]
##
## Rule 57/79: (28.4, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC34 <= 0.4094731
## PC47 > -0.9183904
## PC79 <= 0.2756875
## PC97 > 0.9601673
## -> class 0\|2 [0.965]
##
## Rule 57/80: (25.4, lift 9.5)
## PC7 > -0.7696513
## PC18 <= -1.711182
## PC28 <= 0.4295883
## PC39 > -1.445797
## PC57 > 1.377005
## PC65 <= 1.728296
## PC72 > -0.7118475
## -> class 0\|2 [0.964]
##
## Rule 57/81: (29.8/0.2, lift 9.5)
## PC4 <= -6.964373
## PC6 > -0.4625012
## PC7 > -0.5657946
## PC18 <= -0.4683644
## -> class 0\|2 [0.963]
##
## Rule 57/82: (23.4, lift 9.5)
## PC4 <= -6.964373
## PC7 > -0.7696513
## PC7 <= -0.5657946
## PC18 <= -1.711182
## PC54 <= 3.096431
## -> class 0\|2 [0.961]
##
## Rule 57/83: (55.4/1.3, lift 9.5)
## PC8 <= 0.1128407
## PC15 <= 0.7124785
## PC18 <= -0.4683644
## PC28 <= 0.4295883
## PC39 > -1.445797
## PC65 > 1.728296
## PC76 > -2.776463
## PC78 <= 2.786675
## -> class 0\|2 [0.959]
##
## Rule 57/84: (21.5, lift 9.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.170089
## PC18 <= -0.4683644
## PC36 > -1.080888
## PC75 > 0.1757381
## PC86 > -2.681853
## -> class 0\|2 [0.957]
##
## Rule 57/85: (20.9, lift 9.4)
## PC3 <= 1.640775
## PC4 > -6.964373
## PC15 <= 0.7124785
## PC28 > 0.4295883
## PC39 > -1.445797
## PC78 <= 2.786675
## PC81 > 1.110424
## -> class 0\|2 [0.956]
##
## Rule 57/86: (145.6/5.6, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > 0.7124785
## PC18 <= -0.4683644
## PC34 > -0.6405253
## PC59 <= 0.7247353
## PC68 > -0.19714
## PC76 <= 0.1365525
## PC78 <= 2.786675
## -> class 0\|2 [0.955]
##
## Rule 57/87: (31.4/0.6, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= -0.3414776
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC23 <= -0.8867464
## PC73 > -2.03583
## PC79 <= 0.2756875
## -> class 0\|2 [0.953]
##
## Rule 57/88: (18.4, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC39 > -1.445797
## PC56 <= -6.338929
## PC76 > -2.776463
## PC78 <= 2.786675
## -> class 0\|2 [0.951]
##
## Rule 57/89: (18.4, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 <= -0.4683644
## PC20 > -3.549603
## PC54 <= 3.096431
## PC78 <= 2.786675
## PC99 <= 0.008685172
## -> class 0\|2 [0.949]
##
## Rule 57/90: (17.4, lift 9.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC28 <= 0.4295883
## PC53 > -0.005364824
## PC72 > -0.7118475
## PC76 > -2.776463
## PC78 <= 2.786675
## PC89 > 1.187914
## -> class 0\|2 [0.948]
##
## Rule 57/91: (18.6, lift 9.4)
## PC2 > 2.5099
## PC12 > -1.881783
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC65 <= -2.560152
## -> class 0\|2 [0.947]
##
## Rule 57/92: (19.5/0.2, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.4683644
## PC28 <= 0.4295883
## PC54 <= 3.096431
## PC56 > -6.338929
## PC65 <= 1.728296
## PC72 > -0.7118475
## PC78 <= -2.064083
## -> class 0\|2 [0.946]
##
## Rule 57/93: (45.1/1.5, lift 9.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC34 <= 0.4094731
## PC42 <= 1.323705
## PC92 > 0.9395956
## -> class 0\|2 [0.946]
##
## Rule 57/94: (16.2, lift 9.3)
## PC10 <= -1.715901
## PC15 <= 0.7124785
## PC18 <= -0.4683644
## PC28 <= 0.4295883
## PC53 <= -0.005364824
## PC57 <= 1.377005
## PC84 <= 0.939876
## -> class 0\|2 [0.945]
##
## Rule 57/95: (24.8/0.7, lift 9.2)
## PC4 <= -7.878212
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC34 <= 0.4094731
## -> class 0\|2 [0.937]
##
## Rule 57/96: (13.3, lift 9.2)
## PC7 > -0.7696513
## PC25 <= -2.254268
## PC28 > 0.4295883
## PC54 <= 3.096431
## -> class 0\|2 [0.934]
##
## Rule 57/97: (12.9, lift 9.2)
## PC2 > 2.5099
## PC13 <= 1.698335
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC47 > -0.9183904
## PC73 <= -2.03583
## PC74 <= 2.596298
## PC86 <= 4.013646
## -> class 0\|2 [0.933]
##
## Rule 57/98: (132.1/8.4, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC15 > 0.7124785
## PC18 <= -0.4683644
## PC78 <= 2.786675
## PC91 > -0.3640622
## -> class 0\|2 [0.930]
##
## Rule 57/99: (25.7/1.4, lift 9.0)
## PC1 > -0.4764788
## PC3 <= 1.640775
## PC18 <= -1.711182
## PC28 <= 0.4295883
## PC64 <= -0.4719786
## PC76 > -2.776463
## -> class 0\|2 [0.914]
##
## Rule 57/100: (430.7/38.4, lift 9.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC9 <= 0.5233031
## PC15 > -1.533905
## PC15 <= 0.7124785
## PC18 > -1.711182
## PC18 <= -0.4683644
## PC22 > -2.220146
## PC39 > -1.445797
## PC43 <= 1.773609
## PC50 > -1.198321
## PC75 <= 0.1757381
## PC86 > -2.681853
## -> class 0\|2 [0.909]
##
## Rule 57/101: (8.9, lift 9.0)
## PC2 > 2.5099
## PC7 > -0.7696513
## PC15 <= 0.7124785
## PC18 > -1.711182
## PC36 > -1.080888
## PC47 <= -0.8836733
## PC54 <= 3.096431
## PC75 > 0.1757381
## -> class 0\|2 [0.908]
##
## Rule 57/102: (61.7/5, lift 9.0)
## PC2 > 2.5099
## PC18 > -1.711182
## PC18 <= -0.4683644
## PC39 > -1.445797
## PC54 <= 3.096431
## PC75 > 0.1757381
## PC78 <= 1.014451
## PC80 > 0.0457203
## -> class 0\|2 [0.907]
##
## Rule 57/103: (11/0.4, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC28 <= 0.4295883
## PC30 <= -1.250372
## PC53 > -0.005364824
## PC71 <= -0.8336673
## PC72 > -0.7118475
## PC76 > -2.776463
## -> class 0\|2 [0.894]
##
## Rule 57/104: (9.8/0.3, lift 8.8)
## PC2 > 2.5099
## PC18 > -1.711182
## PC18 <= -0.4683644
## PC75 > 0.1757381
## PC77 > -0.04997289
## PC77 <= -0.0251819
## -> class 0\|2 [0.888]
##
## Rule 57/105: (127.8/17.8, lift 8.4)
## PC7 > -0.7696513
## PC10 <= -2.303228
## PC15 <= 0.7124785
## PC18 <= -0.4683644
## PC19 <= -0.03111507
## PC28 > 0.4295883
## -> class 0\|2 [0.855]
##
## Rule 57/106: (22.9/2.7, lift 8.4)
## PC18 <= -1.711182
## PC28 <= 0.4295883
## PC39 > -1.445797
## PC78 <= 2.786675
## PC84 > 0.939876
## -> class 0\|2 [0.852]
##
## Rule 57/107: (4.6, lift 8.4)
## PC7 <= -0.7696513
## PC10 > -2.323852
## PC18 <= -0.4683644
## PC20 <= -3.549603
## -> class 0\|2 [0.847]
##
## Rule 57/108: (85.8/12.8, lift 8.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC18 > -1.711182
## PC18 <= -0.4683644
## PC54 <= 3.096431
## PC80 <= 0.0457203
## PC95 > 0.7484882
## -> class 0\|2 [0.843]
##
## Rule 57/109: (25.1/3.3, lift 8.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7696513
## PC18 <= -0.4683644
## PC20 > -3.549603
## PC54 <= 3.096431
## PC78 <= -0.0021355
## -> class 0\|2 [0.841]
##
## Rule 57/110: (45.1/8.6, lift 7.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7696513
## PC8 > 0.1128407
## PC18 <= -1.711182
## -> class 0\|2 [0.795]
##
## Rule 57/111: (43.6/10.3, lift 7.4)
## PC3 <= 1.640775
## PC15 > -0.2495917
## PC18 <= -0.4683644
## PC54 <= 3.096431
## PC78 > 2.786675
## PC79 <= -0.2786686
## -> class 0\|2 [0.753]
##
## Rule 57/112: (37.6/12.5, lift 6.5)
## PC2 > 2.5099
## PC13 > 1.698335
## PC13 <= 7.236558
## PC18 > -0.4683644
## PC18 <= 1.22969
## PC47 > -0.9183904
## PC86 <= 4.013646
## -> class 0\|2 [0.659]
##
## Rule 57/113: (404.5/217.7, lift 4.6)
## PC13 > 7.236558
## PC18 > -0.4683644
## PC86 <= 4.013646
## -> class 0\|2 [0.462]
##
## Rule 57/114: (113.6, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC4 > -6.964373
## PC15 <= 0.7124785
## PC18 <= -1.711182
## PC28 <= 0.4295883
## PC72 <= -0.7118475
## PC84 <= 0.939876
## -> class 0\|3 [0.991]
##
## Rule 57/115: (71/0.1, lift 9.6)
## PC1 <= -0.4726084
## PC4 <= -6.964373
## PC6 <= -0.4625012
## PC7 > -0.5657946
## PC18 <= -2.305537
## PC28 <= 2.985367
## PC84 <= 0.2402775
## PC87 <= 0.1267545
## PC94 > -0.302503
## -> class 0\|3 [0.984]
##
## Rule 57/116: (125.4/2.9, lift 9.4)
## PC7 > -0.3965189
## PC10 > 3.058069
## PC13 > 7.236558
## PC18 <= 3.718587
## PC19 <= -0.1124453
## PC31 > 0.04042177
## PC58 <= 2.067253
## -> class 0\|3 [0.969]
##
## Rule 57/117: (4.6, lift 8.2)
## PC13 > 7.236558
## PC31 <= 0.04042177
## PC34 <= -1.924882
## -> class 0\|3 [0.849]
##
## Rule 57/118: (8173.8/6125.8, lift 2.4)
## PC2 > 2.5099
## -> class 0\|3 [0.251]
##
## Rule 57/119: (128.8, lift 18.1)
## PC3 > 0.5599917
## PC16 <= -1.1631
## PC32 > 6.056875
## PC43 > -1.756232
## -> class 1\|0 [0.992]
##
## Rule 57/120: (114.1, lift 18.1)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC16 <= 0.8572028
## PC49 > -0.8217391
## PC53 <= -1.978734
## -> class 1\|0 [0.991]
##
## Rule 57/121: (126.6/0.3, lift 18.1)
## PC2 > 2.5099
## PC3 > 1.640775
## PC5 > -8.077663
## PC15 > 1.700768
## PC21 > -0.2051003
## PC34 > -0.2570373
## PC43 <= 1.005908
## -> class 1\|0 [0.990]
##
## Rule 57/122: (88.9, lift 18.1)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC12 <= 2.218522
## PC16 <= 0.8572028
## PC38 > 0.4350086
## -> class 1\|0 [0.989]
##
## Rule 57/123: (91.4, lift 18.1)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC12 > 2.218522
## PC28 <= -0.2577456
## PC38 <= -0.03159698
## -> class 1\|0 [0.989]
##
## Rule 57/124: (75.7, lift 18.1)
## PC3 > 0.5599917
## PC12 > 2.218522
## PC38 <= -0.03159698
## PC62 <= -0.2572035
## -> class 1\|0 [0.987]
##
## Rule 57/125: (99.3/1, lift 17.9)
## PC3 > 0.5599917
## PC12 > 2.218522
## PC38 <= -0.03159698
## PC74 > 0.05788165
## -> class 1\|0 [0.980]
##
## Rule 57/126: (42.9, lift 17.9)
## PC2 <= 2.5099
## PC12 > 2.218522
## PC38 <= -0.03159698
## PC39 > 0.8150619
## -> class 1\|0 [0.978]
##
## Rule 57/127: (63.9/0.9, lift 17.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC18 <= 0.7419922
## PC55 <= -0.04362642
## PC64 > 0.529495
## PC75 <= 1.271188
## PC88 <= -0.1093986
## PC92 <= 0.4899847
## -> class 1\|0 [0.972]
##
## Rule 57/128: (442.9/15.8, lift 17.6)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 > 0.3576043
## PC8 > -1.301106
## PC10 <= 0.7804197
## PC19 > -1.120234
## PC50 > -0.2382705
## PC56 <= 1.749539
## PC82 > -0.5082305
## -> class 1\|0 [0.962]
##
## Rule 57/129: (23.4, lift 17.6)
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC12 <= 2.218522
## PC15 <= -2.366277
## PC16 <= 0.8572028
## -> class 1\|0 [0.961]
##
## Rule 57/130: (20.1/0.8, lift 16.8)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 > 0.3576043
## PC8 > -1.301106
## PC10 > 0.7804197
## PC19 > -1.120234
## PC78 <= -0.1663233
## -> class 1\|0 [0.920]
##
## Rule 57/131: (31.2/1.8, lift 16.8)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC16 <= 0.8572028
## PC38 <= 0.4350086
## PC49 > -0.8217391
## PC74 <= -1.936675
## -> class 1\|0 [0.917]
##
## Rule 57/132: (7.3, lift 16.3)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC16 <= 0.8572028
## PC32 > -1.910907
## PC49 > -0.8217391
## PC51 > 0.8682827
## PC74 > -1.936675
## -> class 1\|0 [0.893]
##
## Rule 57/133: (67.3/6.5, lift 16.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC18 <= 0.7419922
## PC21 > -0.2051003
## PC22 <= 2.276347
## PC64 > 0.529495
## PC85 > -0.08570915
## PC88 <= -0.1093986
## -> class 1\|0 [0.892]
##
## Rule 57/134: (19.5/3.7, lift 14.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.9959877
## PC51 > -0.3061795
## PC52 <= -0.5876845
## PC64 <= 0.529495
## PC71 > -0.5872617
## -> class 1\|0 [0.781]
##
## Rule 57/135: (13.1/2.8, lift 13.7)
## PC3 > 0.5651075
## PC8 > -0.5899261
## PC10 <= -0.4934886
## PC11 <= 2.038316
## PC16 <= 0.8572028
## PC18 <= 0.379988
## PC38 <= 0.4350086
## PC49 > -0.8217391
## PC59 <= 1.023718
## PC61 > -0.5167729
## PC69 > -0.598914
## PC74 > -1.936675
## -> class 1\|0 [0.748]
##
## Rule 57/136: (136.3/0.8, lift 15.5)
## PC3 > 0.5599917
## PC12 > 2.218522
## PC28 > -0.2577456
## PC38 <= -0.03159698
## PC39 <= 0.8150619
## PC62 > -0.2572035
## PC74 <= 0.05788165
## -> class 1\|1 [0.987]
##
## Rule 57/137: (88.5/1.9, lift 15.2)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 > 0.3576043
## PC8 > -1.301106
## PC10 > 0.7804197
## PC19 > -1.120234
## PC78 > -0.1663233
## -> class 1\|1 [0.968]
##
## Rule 57/138: (24, lift 15.1)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 > 0.3576043
## PC19 <= -1.120234
## PC45 <= 0.165143
## PC56 <= 1.749539
## -> class 1\|1 [0.959]
##
## Rule 57/139: (20.5, lift 15.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > 1.700768
## PC34 <= -0.2570373
## -> class 1\|1 [0.956]
##
## Rule 57/140: (428.9/19.3, lift 15.0)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC8 > -0.5899261
## PC10 > -0.4934886
## PC11 <= 2.038316
## PC12 <= 2.218522
## PC15 > -2.366277
## PC16 <= 0.8572028
## PC18 <= 0.379988
## PC32 > -1.910907
## PC38 <= 0.4350086
## PC49 > -0.8217391
## PC51 <= 0.8682827
## PC53 > -1.978734
## PC59 <= 1.023718
## PC61 > -0.5167729
## PC64 > -0.8729613
## PC69 > -0.598914
## PC85 <= 0.9492499
## -> class 1\|1 [0.953]
##
## Rule 57/141: (23/0.7, lift 14.6)
## PC1 > 6.482014
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -5.19668
## PC8 <= 0.06176633
## PC98 > 0.07560576
## -> class 1\|1 [0.932]
##
## Rule 57/142: (26.5/2.8, lift 13.6)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC100 <= -2.221305
## -> class 1\|1 [0.866]
##
## Rule 57/143: (2.6, lift 12.3)
## PC3 > 0.5599917
## PC32 > 6.056875
## PC43 <= -1.756232
## -> class 1\|1 [0.784]
##
## Rule 57/144: (70.8/24, lift 10.3)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 > 0.3576043
## PC8 > -1.301106
## PC19 > -1.120234
## PC50 <= -0.2382705
## -> class 1\|1 [0.656]
##
## Rule 57/145: (1189.7/670.1, lift 6.9)
## PC2 > 2.5099
## PC3 > 1.640775
## -> class 1\|1 [0.437]
##
## Rule 57/146: (143.4, lift 15.6)
## PC3 > 0.6983362
## PC6 > -1.781629
## PC7 <= 1.535702
## PC12 > -1.473312
## PC12 <= 2.218522
## PC16 > 0.8572028
## PC32 <= 2.038189
## PC38 <= 0.2851224
## PC65 <= 0.4889981
## PC73 > -0.3351381
## -> class 1\|2 [0.993]
##
## Rule 57/147: (117.3, lift 15.6)
## PC3 > 0.5599917
## PC7 > 1.535702
## PC16 > 0.8572028
## PC22 > 0.4991874
## PC38 <= 0.2851224
## -> class 1\|2 [0.992]
##
## Rule 57/148: (81, lift 15.5)
## PC3 > 0.5599917
## PC11 > 2.038316
## PC12 <= 2.218522
## PC16 <= 0.8572028
## PC62 > 0.1183064
## PC89 <= 0.01007881
## -> class 1\|2 [0.988]
##
## Rule 57/149: (74.3, lift 15.5)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 > 0.3576043
## PC18 <= -0.2839709
## PC19 <= -1.120234
## PC45 > 0.165143
## -> class 1\|2 [0.987]
##
## Rule 57/150: (75.5, lift 15.5)
## PC3 > 0.5599917
## PC11 > 2.038316
## PC12 <= 2.218522
## PC13 <= -0.2156336
## PC16 <= 0.8572028
## -> class 1\|2 [0.987]
##
## Rule 57/151: (67.4, lift 15.5)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC12 <= 2.218522
## PC32 <= -1.910907
## PC64 > -0.8729613
## -> class 1\|2 [0.986]
##
## Rule 57/152: (72.5, lift 15.5)
## PC3 > 0.6983362
## PC6 > -1.781629
## PC12 > -1.473312
## PC16 > 0.8572028
## PC38 <= 0.1777052
## PC41 > 0.08863922
## PC61 <= 0.7707137
## PC80 > -1.360059
## PC90 > -0.7830045
## -> class 1\|2 [0.986]
##
## Rule 57/153: (71.8, lift 15.5)
## PC3 > 0.5599917
## PC8 > 2.192581
## PC12 <= 2.218522
## PC16 > 0.8572028
## PC38 <= 0.2851224
## -> class 1\|2 [0.986]
##
## Rule 57/154: (57.3, lift 15.4)
## PC2 <= 2.5099
## PC3 > 0.6983362
## PC7 <= 1.535702
## PC16 > 0.8572028
## PC38 <= 0.2851224
## PC61 > 0.7707137
## -> class 1\|2 [0.983]
##
## Rule 57/155: (52.8, lift 15.4)
## PC3 > 0.6983362
## PC12 <= -1.473312
## PC16 > 0.8572028
## PC38 <= 0.2851224
## PC93 <= -0.1822856
## -> class 1\|2 [0.982]
##
## Rule 57/156: (48.3, lift 15.4)
## PC3 > 1.640775
## PC16 > 0.9959877
## PC50 <= -0.3090893
## PC68 > 1.327048
## -> class 1\|2 [0.980]
##
## Rule 57/157: (41.5, lift 15.3)
## PC2 <= 2.5099
## PC3 > 0.5651075
## PC11 <= 2.038316
## PC12 <= 2.218522
## PC16 <= 0.8572028
## PC64 <= -0.8729613
## -> class 1\|2 [0.977]
##
## Rule 57/158: (170.4/3.1, lift 15.3)
## PC3 > 8.896361
## PC16 > 0.9959877
## PC25 <= 0.5164674
## -> class 1\|2 [0.976]
##
## Rule 57/159: (37.6, lift 15.3)
## PC1 > 8.373149
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC32 <= 6.056875
## PC69 <= -0.598914
## -> class 1\|2 [0.975]
##
## Rule 57/160: (38.4, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 8.896361
## PC16 > 0.9959877
## PC50 > -0.3090893
## -> class 1\|2 [0.975]
##
## Rule 57/161: (34.4, lift 15.3)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 > 0.9959877
## PC82 <= -0.5374946
## -> class 1\|2 [0.973]
##
## Rule 57/162: (32.6, lift 15.2)
## PC3 > 0.5599917
## PC11 > 2.038316
## PC16 <= 0.8572028
## PC28 <= -0.02912438
## -> class 1\|2 [0.971]
##
## Rule 57/163: (86.5/1.7, lift 15.2)
## PC1 > 6.482014
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -5.19668
## PC8 <= 0.06176633
## PC98 <= 0.07560576
## -> class 1\|2 [0.969]
##
## Rule 57/164: (28.9, lift 15.2)
## PC2 > 2.5099
## PC3 <= 8.896361
## PC5 <= -6.652731
## PC16 > 0.9959877
## -> class 1\|2 [0.968]
##
## Rule 57/165: (26.8, lift 15.1)
## PC3 > 0.5599917
## PC16 > -1.1631
## PC32 > 6.056875
## -> class 1\|2 [0.965]
##
## Rule 57/166: (60/2.2, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.8797344
## PC16 <= 0.9959877
## PC51 <= -0.3061795
## PC97 <= 1.535991
## -> class 1\|2 [0.949]
##
## Rule 57/167: (20.4/0.2, lift 14.9)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC13 > -0.2156336
## PC33 > 0.9062011
## -> class 1\|2 [0.947]
##
## Rule 57/168: (179.3/10.2, lift 14.7)
## PC3 > 0.5599917
## PC6 > -1.781629
## PC10 > -0.2465185
## PC12 > -1.473312
## PC12 <= 2.218522
## PC16 > 0.8572028
## PC27 <= 0.9545083
## PC38 <= 0.1777052
## PC65 <= 0.4889981
## PC67 > -0.3663423
## PC84 > -0.4672392
## PC87 > -0.06414759
## PC90 > -0.7830045
## -> class 1\|2 [0.938]
##
## Rule 57/169: (33.7/1.3, lift 14.7)
## PC3 > 0.5599917
## PC12 <= 2.218522
## PC38 <= 0.4350086
## PC49 > -0.8217391
## PC59 > 1.023718
## PC64 > -0.8729613
## PC74 > -1.936675
## -> class 1\|2 [0.936]
##
## Rule 57/170: (22.1/0.7, lift 14.6)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC8 <= -0.5899261
## PC11 <= 2.038316
## PC16 <= 0.8572028
## PC18 <= 0.379988
## -> class 1\|2 [0.931]
##
## Rule 57/171: (31.6/1.5, lift 14.5)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC15 > -2.366277
## PC16 <= 0.8572028
## PC32 <= 6.056875
## PC49 <= -0.8217391
## PC69 > -0.598914
## -> class 1\|2 [0.926]
##
## Rule 57/172: (62.8/4.2, lift 14.4)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC11 <= 2.038316
## PC38 <= 0.4350086
## PC74 > -1.936675
## PC85 > 0.9492499
## -> class 1\|2 [0.920]
##
## Rule 57/173: (8.1, lift 14.1)
## PC3 > 1.640775
## PC18 > 0.4743243
## PC50 <= -0.3090893
## -> class 1\|2 [0.901]
##
## Rule 57/174: (39.5/5.4, lift 13.3)
## PC3 > 0.5599917
## PC5 > 2.130647
## PC12 > 2.218522
## PC32 <= 6.056875
## PC38 > -0.03159698
## -> class 1\|2 [0.846]
##
## Rule 57/175: (15.8/2, lift 13.1)
## PC2 <= 2.5099
## PC3 > 0.5651075
## PC15 > -2.366277
## PC16 <= 0.8572028
## PC18 <= 0.379988
## PC32 <= 6.056875
## PC49 > -0.8217391
## PC61 <= -0.5167729
## PC69 > -0.598914
## PC74 > -1.936675
## -> class 1\|2 [0.832]
##
## Rule 57/176: (149.3/71.5, lift 8.2)
## PC2 <= 2.5099
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC52 <= -0.4515938
## PC100 > -2.221305
## -> class 1\|2 [0.521]
##
## Rule 57/177: (130.8/0.3, lift 20.4)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC12 <= 2.218522
## PC16 > 0.8572028
## PC38 > 0.2851224
## PC68 <= 1.005476
## -> class 1\|3 [0.990]
##
## Rule 57/178: (122.9/0.8, lift 20.3)
## PC3 > 0.5599917
## PC11 > 2.038316
## PC13 > -0.2156336
## PC16 <= 0.8572028
## PC28 > -0.02912438
## PC33 <= 0.9062011
## PC62 <= 0.1183064
## -> class 1\|3 [0.986]
##
## Rule 57/179: (66.5, lift 20.3)
## PC1 <= 8.373149
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC16 <= 0.8572028
## PC32 <= 6.056875
## PC69 <= -0.598914
## PC93 > -0.9131173
## -> class 1\|3 [0.985]
##
## Rule 57/180: (209/2.8, lift 20.3)
## PC3 > 0.6983362
## PC7 <= 1.535702
## PC12 <= -1.473312
## PC16 > 0.8572028
## PC61 <= 0.7707137
## PC93 > -0.1822856
## -> class 1\|3 [0.982]
##
## Rule 57/181: (46.2, lift 20.2)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC7 <= 1.535702
## PC10 <= -0.2465185
## PC12 > -1.473312
## PC32 <= 2.038189
## PC73 <= -0.3351381
## -> class 1\|3 [0.979]
##
## Rule 57/182: (43.8, lift 20.2)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC7 <= -2.662353
## PC8 > -3.501955
## PC24 <= 2.124421
## PC28 > -0.2747726
## PC51 > 0.6108328
## -> class 1\|3 [0.978]
##
## Rule 57/183: (31, lift 20.0)
## PC1 > 5.464444
## PC1 <= 6.482014
## PC4 <= 0.3576043
## PC8 > -5.19668
## PC8 <= 0.06176633
## -> class 1\|3 [0.970]
##
## Rule 57/184: (131.7/3.8, lift 19.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC3 <= 8.896361
## PC5 > -6.652731
## PC18 <= 0.4743243
## PC50 <= -0.3090893
## PC68 <= 1.327048
## PC82 > -0.5374946
## -> class 1\|3 [0.964]
##
## Rule 57/185: (25.7/0.1, lift 19.8)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC7 <= 1.535702
## PC8 <= 2.192581
## PC68 <= 1.005476
## PC80 <= -1.360059
## -> class 1\|3 [0.960]
##
## Rule 57/186: (13.3/0.3, lift 18.9)
## PC3 <= 0.5599917
## PC4 > 0.3576043
## PC18 > -0.2839709
## PC19 <= -1.120234
## PC45 > 0.165143
## PC56 <= 1.749539
## -> class 1\|3 [0.915]
##
## Rule 57/187: (19.1/2.1, lift 17.6)
## PC3 > 0.5599917
## PC5 <= 2.130647
## PC12 > 2.218522
## PC38 > -0.03159698
## -> class 1\|3 [0.852]
##
## Rule 57/188: (2396.1/1604.2, lift 6.8)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC32 <= 6.056875
## -> class 1\|3 [0.331]
##
## Rule 57/189: (421.4, lift 14.9)
## PC2 > 0.2443389
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC18 > 0.1897344
## -> class 2\|0 [0.998]
##
## Rule 57/190: (427.7/0.7, lift 14.9)
## PC2 <= 2.5099
## PC3 > 0.3461719
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC10 <= -0.1386338
## PC16 > -0.7868327
## -> class 2\|0 [0.996]
##
## Rule 57/191: (92.1, lift 14.8)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > 0.2657993
## PC10 <= -0.1386338
## PC20 <= 0.224894
## PC76 > 0.3019936
## -> class 2\|0 [0.989]
##
## Rule 57/192: (114.1/2, lift 14.6)
## PC3 <= 0.5599917
## PC8 > 0.5035633
## PC8 <= 2.28864
## PC10 <= -0.1386338
## PC12 > -0.9480676
## PC19 <= -0.4070463
## PC74 > -0.5017077
## -> class 2\|0 [0.974]
##
## Rule 57/193: (22.1, lift 14.3)
## PC2 <= 0.2443389
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC10 <= -0.1386338
## PC16 <= -0.7868327
## PC20 <= 0.224894
## -> class 2\|0 [0.959]
##
## Rule 57/194: (16.5, lift 14.1)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC31 <= -0.4144218
## PC44 > 0.8688231
## -> class 2\|0 [0.945]
##
## Rule 57/195: (25.9/12.6, lift 7.6)
## PC2 <= 2.5099
## PC4 > 0.3576043
## PC56 > 1.749539
## -> class 2\|0 [0.510]
##
## Rule 57/196: (1993.8/1241.8, lift 5.6)
## PC8 > 2.28864
## -> class 2\|0 [0.377]
##
## Rule 57/197: (199.8, lift 10.5)
## PC3 <= 0.5599917
## PC8 > 1.443925
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC12 > -2.780835
## PC20 <= 0.185473
## PC24 <= 1.822477
## PC40 > -1.133084
## PC44 <= 0.7312034
## PC52 > -0.4515938
## PC66 <= 0.6346377
## -> class 2\|1 [0.995]
##
## Rule 57/198: (108.9, lift 10.5)
## PC2 <= 0.2443389
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC12 > -2.179018
## PC19 <= 3.281082
## PC20 <= 0.185473
## PC24 <= 1.822477
## PC28 <= -0.05559533
## PC31 > -0.8658096
## PC44 <= 0.7312034
## -> class 2\|1 [0.991]
##
## Rule 57/199: (95.3, lift 10.5)
## PC2 <= 0.2443389
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC12 > -2.179018
## PC20 <= 0.185473
## PC22 > -0.8983377
## PC24 <= 1.822477
## PC27 > -0.9075571
## PC40 > -1.133084
## PC42 <= -0.4480487
## PC44 <= 0.7312034
## PC66 <= 0.6346377
## PC100 > -2.221305
## -> class 2\|1 [0.990]
##
## Rule 57/200: (102.6, lift 10.5)
## PC3 <= 0.5599917
## PC8 > 2.28864
## PC11 <= -0.9337804
## PC52 > -0.4515938
## -> class 2\|1 [0.990]
##
## Rule 57/201: (103.6, lift 10.5)
## PC3 <= 0.5599917
## PC8 > 2.28864
## PC12 <= 2.76642
## PC13 <= -0.3208919
## PC32 <= -1.640972
## PC62 > -1.350312
## PC95 > -0.6580613
## PC99 > -1.303317
## -> class 2\|1 [0.990]
##
## Rule 57/202: (91.4, lift 10.5)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC12 > -2.780835
## PC20 <= 0.185473
## PC28 > -0.05559533
## PC31 > -1.10688
## PC40 > -1.133084
## PC84 <= -0.4340452
## -> class 2\|1 [0.989]
##
## Rule 57/203: (120.9/0.6, lift 10.4)
## PC4 <= 0.3576043
## PC7 > -0.1741467
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC23 <= 1.494871
## PC31 > -0.4144218
## PC44 > 0.8688231
## PC79 <= 0.2361963
## -> class 2\|1 [0.987]
##
## Rule 57/204: (252.8/2.8, lift 10.4)
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 2.28864
## PC8 <= 6.733184
## PC15 > -1.253256
## PC40 > -1.646721
## PC52 > -0.1888486
## PC60 <= -0.4647856
## -> class 2\|1 [0.985]
##
## Rule 57/205: (177/1.8, lift 10.4)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC12 > -2.780835
## PC20 <= 0.185473
## PC31 > -1.10688
## PC44 <= 0.8688231
## PC52 > -0.4515938
## PC62 > -1.319855
## PC89 <= -0.2985263
## PC100 > -2.221305
## -> class 2\|1 [0.984]
##
## Rule 57/206: (48, lift 10.4)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC12 > -2.780835
## PC24 <= 1.822477
## PC31 > -1.10688
## PC59 > 0.654796
## PC100 > -2.221305
## -> class 2\|1 [0.980]
##
## Rule 57/207: (178.6/2.9, lift 10.3)
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 2.28864
## PC52 > 0.02556114
## PC60 <= -0.4647856
## -> class 2\|1 [0.979]
##
## Rule 57/208: (46.8, lift 10.3)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC11 > -0.9337804
## PC21 > -0.01498057
## PC74 <= -0.2667014
## PC84 <= -0.1397391
## PC100 > -2.221305
## -> class 2\|1 [0.979]
##
## Rule 57/209: (80.7/0.9, lift 10.3)
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC10 > -0.1386338
## PC12 > -2.780835
## PC20 > 0.185473
## PC30 <= -0.07971685
## PC31 > -1.10688
## PC52 > -0.4515938
## PC62 > 0.08974928
## PC81 > -0.4322264
## PC99 <= 0.5628072
## -> class 2\|1 [0.977]
##
## Rule 57/210: (39.1, lift 10.3)
## PC3 <= 0.5599917
## PC8 > 1.736993
## PC12 <= -2.780835
## -> class 2\|1 [0.976]
##
## Rule 57/211: (148.9/2.8, lift 10.3)
## PC2 <= 2.5099
## PC3 <= 0.3461719
## PC8 > 0.2657993
## PC8 <= 2.28864
## PC10 <= -0.1386338
## PC16 > -0.7868327
## PC19 > -0.4070463
## PC20 <= 0.224894
## PC76 <= 0.3019936
## PC85 > -1.427527
## -> class 2\|1 [0.975]
##
## Rule 57/212: (37.3, lift 10.3)
## PC2 <= 2.5099
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC13 <= -0.8909437
## PC57 > 0.002146944
## -> class 2\|1 [0.975]
##
## Rule 57/213: (217.2/5.2, lift 10.3)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC12 > -2.179018
## PC20 <= 0.185473
## PC22 > -0.8983377
## PC31 > -0.8658096
## PC40 > -1.133084
## PC44 <= 0.7312034
## PC52 > -0.4515938
## PC62 > 0.07116681
## PC66 <= 0.6346377
## PC100 > -2.221305
## -> class 2\|1 [0.972]
##
## Rule 57/214: (98.8/1.9, lift 10.3)
## PC3 <= 0.5599917
## PC8 > 2.28864
## PC12 <= -1.306632
## PC59 <= 0.311226
## -> class 2\|1 [0.971]
##
## Rule 57/215: (31.3, lift 10.2)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC47 > 0.8095334
## PC52 > -0.4515938
## PC59 <= 0.311226
## -> class 2\|1 [0.970]
##
## Rule 57/216: (125.9/3.2, lift 10.2)
## PC3 <= 0.5599917
## PC8 > 2.28864
## PC21 <= -0.01498057
## PC40 > -1.646721
## PC46 <= 1.258717
## PC47 <= 0.8095334
## -> class 2\|1 [0.967]
##
## Rule 57/217: (28.2, lift 10.2)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC12 > -1.306632
## PC32 > -1.640972
## PC41 <= 1.617613
## PC52 > -0.4515938
## PC60 > -0.4647856
## PC74 <= -0.6617889
## PC75 <= 0.3084
## -> class 2\|1 [0.967]
##
## Rule 57/218: (22.7, lift 10.1)
## PC2 <= -9.55354
## -> class 2\|1 [0.960]
##
## Rule 57/219: (22.2, lift 10.1)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC44 <= 0.8688231
## PC92 <= -1.006506
## -> class 2\|1 [0.959]
##
## Rule 57/220: (143.7/5.4, lift 10.1)
## PC3 <= 0.5599917
## PC8 > 2.28864
## PC20 > -0.04006144
## PC40 > -1.646721
## PC60 <= -0.4647856
## -> class 2\|1 [0.956]
##
## Rule 57/221: (18.6, lift 10.1)
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC26 <= -3.325578
## PC52 > -0.4515938
## PC100 > -2.221305
## -> class 2\|1 [0.952]
##
## Rule 57/222: (16, lift 10.0)
## PC3 <= 0.5599917
## PC8 > 2.28864
## PC59 > 0.311226
## PC60 > -0.4647856
## -> class 2\|1 [0.944]
##
## Rule 57/223: (10.1, lift 9.7)
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 <= -0.1386338
## PC12 <= -0.9480676
## PC19 <= -0.4070463
## PC52 > -0.4515938
## PC100 > -2.221305
## -> class 2\|1 [0.917]
##
## Rule 57/224: (8.8, lift 9.6)
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC16 > -0.80718
## PC20 > 0.185473
## PC26 > 2.889466
## -> class 2\|1 [0.907]
##
## Rule 57/225: (7.9, lift 9.5)
## PC8 > 2.28864
## PC32 > -1.640972
## PC41 > 1.617613
## PC74 <= -0.2667014
## -> class 2\|1 [0.899]
##
## Rule 57/226: (62.7/5.6, lift 9.5)
## PC2 <= 0.2443389
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC12 > -2.780835
## PC16 > -0.80718
## PC26 <= 2.889466
## PC30 > -0.07971685
## PC31 > -1.10688
## PC44 <= 0.8688231
## PC52 > -0.4515938
## PC59 <= 0.654796
## PC64 <= -0.1002095
## PC79 <= 0.1424715
## -> class 2\|1 [0.897]
##
## Rule 57/227: (21.3/1.4, lift 9.5)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC12 > -1.306632
## PC60 > -0.4647856
## PC82 > 0.4881443
## -> class 2\|1 [0.895]
##
## Rule 57/228: (36.1/3.5, lift 9.3)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC12 > -1.306632
## PC15 > 1.856179
## PC32 > -1.640972
## PC74 > -0.2667014
## -> class 2\|1 [0.881]
##
## Rule 57/229: (10.5/0.6, lift 9.2)
## PC2 <= 2.5099
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC12 > -2.780835
## PC16 > -0.80718
## PC17 > 0.5226455
## PC20 > 0.185473
## PC30 > -0.07971685
## -> class 2\|1 [0.875]
##
## Rule 57/230: (26.9/3.5, lift 8.9)
## PC2 <= 2.5099
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC21 > 1.559848
## PC40 <= 0.2721778
## PC57 <= 0.002146944
## PC87 > -0.8510116
## -> class 2\|1 [0.846]
##
## Rule 57/231: (196.2/39.1, lift 8.4)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC12 > -1.306632
## PC21 > -0.01498057
## PC59 <= 0.311226
## PC74 <= -0.2667014
## PC75 > 0.3084
## -> class 2\|1 [0.798]
##
## Rule 57/232: (32.9/6.4, lift 8.3)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC10 > -0.1386338
## PC12 > -2.780835
## PC20 > 0.185473
## PC31 > -1.10688
## PC52 > -0.4515938
## PC79 > 0.1424715
## -> class 2\|1 [0.788]
##
## Rule 57/233: (113.5/25.5, lift 8.1)
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 2.28864
## PC46 > 1.258717
## -> class 2\|1 [0.770]
##
## Rule 57/234: (34.6/7.9, lift 8.0)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC27 > -0.5742254
## PC57 > 0.002146944
## PC68 <= -1.517411
## -> class 2\|1 [0.757]
##
## Rule 57/235: (25/5.9, lift 7.9)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC27 > -0.5742254
## PC46 > 1.480868
## PC57 > 0.002146944
## -> class 2\|1 [0.745]
##
## Rule 57/236: (50.5/13.5, lift 7.7)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC27 <= -0.5742254
## PC41 <= 0.9434791
## PC46 <= 1.521844
## PC57 > 0.002146944
## PC70 <= 0.2109899
## -> class 2\|1 [0.724]
##
## Rule 57/237: (117.1/40.5, lift 6.9)
## PC2 <= 2.5099
## PC8 > -1.645757
## PC57 <= 0.002146944
## PC87 <= -0.8510116
## -> class 2\|1 [0.652]
##
## Rule 57/238: (54.9/21.9, lift 6.3)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC19 > -3.72969
## PC32 > 1.49221
## -> class 2\|1 [0.598]
##
## Rule 57/239: (353.1, lift 11.3)
## PC1 <= 5.464444
## PC2 > -8.745837
## PC2 <= -0.9051542
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC14 > -2.588738
## PC21 <= 1.559848
## PC32 <= 0.6688672
## PC57 <= 0.002146944
## PC60 <= -0.07596271
## PC87 > -0.8510116
## PC100 <= 2.711829
## -> class 2\|2 [0.997]
##
## Rule 57/240: (346.9/1.7, lift 11.3)
## PC1 <= 5.464444
## PC2 > -8.745837
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC6 <= 2.77764
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC14 > -2.588738
## PC21 <= 1.559848
## PC32 <= 0.6688672
## PC57 <= 0.002146944
## PC83 > -0.7510058
## PC87 > -0.8510116
## PC100 <= 2.711829
## -> class 2\|2 [0.992]
##
## Rule 57/241: (54.9, lift 11.2)
## PC8 > -3.501955
## PC8 <= -1.645757
## PC9 > 7.574051
## PC51 <= 0.6108328
## PC57 <= 0.3726185
## -> class 2\|2 [0.982]
##
## Rule 57/242: (50, lift 11.2)
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC20 <= 0.07252375
## PC21 > 1.559848
## PC40 > 0.2721778
## PC57 <= 0.002146944
## -> class 2\|2 [0.981]
##
## Rule 57/243: (47, lift 11.1)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC27 <= -0.5742254
## PC70 > 0.2109899
## -> class 2\|2 [0.980]
##
## Rule 57/244: (50.5/0.4, lift 11.1)
## PC2 <= 2.5099
## PC8 > -3.501955
## PC8 <= 0.06176633
## PC60 <= 0.3107418
## PC88 <= 0.9124815
## PC94 <= -1.321061
## -> class 2\|2 [0.972]
##
## Rule 57/245: (147.1/3.3, lift 11.1)
## PC1 <= -2.410257
## PC8 > -3.501955
## PC8 <= -1.645757
## PC40 <= -0.07825629
## PC42 > -0.7201476
## PC60 <= 0.3107418
## PC64 > -0.4586444
## PC78 > -0.3609338
## PC88 > -0.2962173
## PC95 <= 0.5833812
## -> class 2\|2 [0.971]
##
## Rule 57/246: (114.1/2.7, lift 11.0)
## PC8 > 0.06176633
## PC8 <= 1.736993
## PC10 > -0.1386338
## PC12 <= -2.780835
## PC26 > -3.325578
## PC44 <= 0.8688231
## PC52 > -0.4515938
## PC92 > -1.006506
## -> class 2\|2 [0.968]
##
## Rule 57/247: (76.2/1.6, lift 11.0)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -3.501955
## PC8 <= 0.06176633
## PC60 <= 0.3107418
## PC97 <= -0.5201886
## -> class 2\|2 [0.967]
##
## Rule 57/248: (215.7/6.3, lift 11.0)
## PC1 <= 5.464444
## PC2 > -9.55354
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC14 > -2.588738
## PC19 > -3.72969
## PC21 <= 1.559848
## PC57 <= 0.002146944
## PC87 > -0.8510116
## PC89 <= 0.09579754
## -> class 2\|2 [0.966]
##
## Rule 57/249: (79.9/1.9, lift 11.0)
## PC1 <= -1.360922
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC32 <= 1.49221
## PC35 <= 2.711159
## PC44 <= -0.474933
## PC46 <= 1.480868
## PC57 > 0.002146944
## -> class 2\|2 [0.964]
##
## Rule 57/250: (37.8/0.6, lift 10.9)
## PC7 > -0.652876
## PC8 <= -1.645757
## PC9 > 7.574051
## -> class 2\|2 [0.961]
##
## Rule 57/251: (22.8, lift 10.9)
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 1.443925
## PC12 > -2.780835
## PC12 <= -2.179018
## PC19 <= 3.281082
## PC89 > -0.2985263
## PC100 > -2.221305
## -> class 2\|2 [0.960]
##
## Rule 57/252: (22, lift 10.9)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= -0.2864313
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC13 > -0.8909437
## PC27 > -0.5742254
## PC46 <= 1.480868
## PC54 <= 1.308325
## PC74 > 0.2293723
## -> class 2\|2 [0.958]
##
## Rule 57/253: (21.8, lift 10.9)
## PC2 <= 0.2443389
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC8 <= 1.443925
## PC20 <= 0.185473
## PC22 <= -0.8983377
## PC28 > -0.05559533
## PC31 > -0.8658096
## PC52 > -0.4515938
## PC84 > -0.4340452
## -> class 2\|2 [0.958]
##
## Rule 57/254: (20.2, lift 10.9)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC54 > 1.308325
## PC57 > 0.002146944
## -> class 2\|2 [0.955]
##
## Rule 57/255: (19.7, lift 10.9)
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC9 <= -2.270696
## PC44 <= 0.8688231
## PC62 <= -1.319855
## -> class 2\|2 [0.954]
##
## Rule 57/256: (18.9, lift 10.8)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 <= -0.1386338
## PC85 <= -1.427527
## -> class 2\|2 [0.952]
##
## Rule 57/257: (17.5, lift 10.8)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC44 > -0.474933
## PC68 > -1.517411
## PC100 <= -1.668657
## -> class 2\|2 [0.949]
##
## Rule 57/258: (199.7/10.2, lift 10.7)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC17 <= 0.5226455
## PC20 > 0.185473
## PC26 <= 2.889466
## PC30 > -0.07971685
## PC44 <= 0.8688231
## PC52 > -0.4515938
## PC59 <= 0.654796
## PC64 > -0.1002095
## PC79 <= 0.1424715
## -> class 2\|2 [0.945]
##
## Rule 57/259: (14.2, lift 10.7)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC16 > -0.80718
## PC20 > 0.185473
## PC30 <= -0.07971685
## PC99 > 0.5628072
## -> class 2\|2 [0.937]
##
## Rule 57/260: (12.7, lift 10.6)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC20 > 0.185473
## PC52 > -0.4515938
## PC81 <= -0.4322264
## PC100 > -2.221305
## -> class 2\|2 [0.932]
##
## Rule 57/261: (118.1/7.4, lift 10.6)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC8 > -3.501955
## PC8 <= -1.645757
## PC24 <= 2.124421
## PC40 <= -0.07825629
## PC42 > -0.7201476
## PC52 > -0.06065113
## PC60 <= 0.3107418
## PC64 > -0.4586444
## PC78 > -0.3609338
## PC88 > -0.2962173
## PC95 <= 0.5833812
## -> class 2\|2 [0.930]
##
## Rule 57/262: (18.8/1, lift 10.3)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC8 > -3.501955
## PC8 <= -1.645757
## PC9 <= 7.574051
## PC46 > 1.400982
## PC60 > 0.3107418
## -> class 2\|2 [0.906]
##
## Rule 57/263: (8.3, lift 10.3)
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 1.443925
## PC20 <= 0.185473
## PC31 > -1.10688
## PC31 <= -0.8658096
## PC89 > -0.2985263
## -> class 2\|2 [0.903]
##
## Rule 57/264: (8, lift 10.2)
## PC2 <= 2.5099
## PC8 > 0.06176633
## PC23 > 1.494871
## PC24 <= 1.822477
## PC44 > 0.8688231
## -> class 2\|2 [0.900]
##
## Rule 57/265: (22.5/1.5, lift 10.2)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC62 > -1.319855
## PC66 > 0.6346377
## PC89 > -0.2985263
## -> class 2\|2 [0.899]
##
## Rule 57/266: (16.7/1, lift 10.2)
## PC8 > -3.501955
## PC8 <= -1.645757
## PC21 <= -0.7748326
## PC36 > 0.1539692
## PC60 > 0.3107418
## -> class 2\|2 [0.893]
##
## Rule 57/267: (96.2/9.5, lift 10.2)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -1.645757
## PC8 <= 0.06176633
## PC12 <= 2.348738
## PC18 <= 0.718424
## PC19 > -3.72969
## PC27 > -0.5742254
## PC46 <= 1.480868
## PC51 > -0.06330171
## PC57 > 0.002146944
## PC61 <= 0.336526
## PC68 > -1.517411
## PC74 <= 0.2293723
## -> class 2\|2 [0.893]
##
## Rule 57/268: (20.4/1.5, lift 10.1)
## PC2 <= 0.2443389
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 0.2657993
## PC10 <= -0.1386338
## PC52 > -0.4515938
## PC100 > -2.221305
## -> class 2\|2 [0.890]
##
## Rule 57/269: (11.8/0.7, lift 10.0)
## PC8 > -3.501955
## PC8 <= -1.645757
## PC26 > 2.750897
## PC36 <= 0.1539692
## PC60 > 0.3107418
## PC63 > -0.3286172
## -> class 2\|2 [0.876]
##
## Rule 57/270: (5.1, lift 9.8)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 > 0.3576043
## PC8 > -1.301106
## PC82 <= -0.5082305
## -> class 2\|2 [0.859]
##
## Rule 57/271: (9.5/0.6, lift 9.8)
## PC2 <= 2.5099
## PC8 <= 1.443925
## PC27 <= -0.9075571
## PC40 > -1.133084
## PC52 > -0.4515938
## PC84 > -0.4340452
## PC89 > -0.2985263
## -> class 2\|2 [0.857]
##
## Rule 57/272: (13.8/1.6, lift 9.5)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > -3.501955
## PC8 <= 0.06176633
## PC40 > -0.07825629
## PC51 <= 0.6108328
## PC60 > 0.2814912
## PC60 <= 0.3107418
## -> class 2\|2 [0.838]
##
## Rule 57/273: (46.4/7.1, lift 9.5)
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC19 > 3.281082
## PC20 <= 0.185473
## PC44 <= 0.8688231
## -> class 2\|2 [0.832]
##
## Rule 57/274: (44.4/8.1, lift 9.2)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > 0.06176633
## PC8 <= 1.443925
## PC10 > -0.1386338
## PC20 <= 0.185473
## PC28 > -0.05559533
## PC31 > -1.10688
## PC42 > -0.4480487
## PC44 <= 0.7312034
## PC62 > -1.319855
## PC62 <= 0.07116681
## PC84 > -0.4340452
## PC89 > -0.2985263
## -> class 2\|2 [0.805]
##
## Rule 57/275: (76.1/14.7, lift 9.1)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC7 > -2.662353
## PC8 > -3.501955
## PC8 <= 0.06176633
## PC37 <= 1.347563
## PC51 > 0.6108328
## -> class 2\|2 [0.798]
##
## Rule 57/276: (52.4/13, lift 8.5)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC40 <= -1.646721
## PC100 > -2.221305
## -> class 2\|2 [0.743]
##
## Rule 57/277: (164.2/44.5, lift 8.3)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC19 <= 3.281082
## PC40 <= -1.133084
## PC62 > -1.319855
## PC66 <= 0.6346377
## PC100 > -2.221305
## -> class 2\|2 [0.726]
##
## Rule 57/278: (15/4.1, lift 8.0)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC16 <= -0.80718
## PC44 <= 0.8688231
## PC52 > -0.4515938
## -> class 2\|2 [0.703]
##
## Rule 57/279: (26.2/9.3, lift 7.2)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC8 <= 2.28864
## PC10 > -0.1386338
## PC12 > -2.780835
## PC44 > 0.7312034
## PC44 <= 0.8688231
## PC89 > -0.2985263
## -> class 2\|2 [0.635]
##
## Rule 57/280: (327.7/6.6, lift 7.6)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC8 <= -3.501955
## PC11 > -4.440385
## PC20 <= 0.6207183
## PC43 <= -0.138937
## PC73 <= 0.6333374
## -> class 2\|3 [0.977]
##
## Rule 57/281: (30.1, lift 7.6)
## PC1 <= 5.464444
## PC8 <= -1.645757
## PC21 > 0.2492497
## PC25 <= 0.3361501
## PC37 > 1.521712
## PC51 <= 0.8726742
## PC95 <= 0.7061155
## -> class 2\|3 [0.969]
##
## Rule 57/282: (11.4, lift 7.2)
## PC1 <= 5.464444
## PC2 <= -0.9051542
## PC6 > 2.77764
## PC21 <= 1.559848
## PC57 <= 0.002146944
## PC60 > -0.07596271
## -> class 2\|3 [0.925]
##
## Rule 57/283: (18.4/5.4, lift 5.4)
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC4 <= 0.3576043
## PC8 > 0.06176633
## PC24 > 1.822477
## -> class 2\|3 [0.684]
##
## Rule 57/284: (19.3/8.2, lift 4.4)
## PC2 <= 2.5099
## PC3 > 0.5599917
## PC3 <= 0.6983362
## PC16 > 0.8572028
## -> class 2\|3 [0.567]
##
## Rule 57/285: (11724.1/9175.7, lift 1.7)
## PC2 <= 2.5099
## -> class 2\|3 [0.217]
##
## Rule 57/286: (141/0.7, lift 25.1)
## PC2 <= 2.5099
## PC8 <= -3.501955
## PC16 <= 0.3849339
## PC24 <= 0.06700516
## PC43 > -0.138937
## PC49 > -0.4496862
## PC85 > -0.4749953
## PC91 <= 0.04802804
## PC95 <= 0.7061155
## PC96 <= 0.2911013
## -> class 2\|4 [0.988]
##
## Rule 57/287: (166.8/1.5, lift 25.0)
## PC1 <= 5.464444
## PC8 <= -3.501955
## PC21 > 0.2492497
## PC37 <= 1.521712
## PC43 > -0.138937
## PC91 <= 0.04802804
## PC95 <= 0.7061155
## PC96 <= 0.2911013
## -> class 2\|4 [0.985]
##
## Rule 57/288: (80.3/0.3, lift 25.0)
## PC2 <= 2.5099
## PC8 > -3.501955
## PC8 <= -1.645757
## PC19 <= -0.04504162
## PC41 <= -0.2255226
## PC47 <= -0.1810699
## PC49 <= -0.00572432
## PC60 > 0.3107418
## PC63 <= -0.3286172
## -> class 2\|4 [0.984]
##
## Rule 57/289: (62.6/0.4, lift 24.9)
## PC8 <= 0.06176633
## PC11 <= -4.440385
## -> class 2\|4 [0.979]
##
## Rule 57/290: (142/2.4, lift 24.8)
## PC3 <= -0.08880451
## PC8 <= -3.501955
## PC25 <= 0.3361501
## PC35 <= 1.61582
## PC43 > -0.138937
## PC55 <= -0.1199826
## PC74 > -0.8904318
## PC91 <= 0.04802804
## PC94 > 0.2785691
## PC96 <= 0.2911013
## -> class 2\|4 [0.977]
##
## Rule 57/291: (59.5/0.4, lift 24.8)
## PC1 <= 5.464444
## PC8 <= -3.501955
## PC19 <= -3.843604
## PC43 > -0.138937
## -> class 2\|4 [0.977]
##
## Rule 57/292: (28.4, lift 24.6)
## PC8 <= -3.501955
## PC51 > 0.8726742
## -> class 2\|4 [0.967]
##
## Rule 57/293: (27.2, lift 24.5)
## PC1 <= 5.464444
## PC3 <= 0.5599917
## PC19 <= -5.339911
## PC60 <= 0.3107418
## -> class 2\|4 [0.966]
##
## Rule 57/294: (26.4, lift 24.5)
## PC8 <= -1.645757
## PC37 > 1.347563
## PC51 > 0.6108328
## -> class 2\|4 [0.965]
##
## Rule 57/295: (22.7, lift 24.3)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC3 <= 0.5599917
## PC8 > -3.501955
## PC8 <= 0.06176633
## PC10 <= -0.3275537
## PC36 <= 0.1539692
## PC46 <= 1.400982
## PC60 > 0.3107418
## -> class 2\|4 [0.959]
##
## Rule 57/296: (13.9, lift 23.8)
## PC4 <= 0.3576043
## PC8 > -3.501955
## PC8 <= 0.06176633
## PC11 <= -4.141527
## -> class 2\|4 [0.937]
##
## Rule 57/297: (37.1/1.7, lift 23.7)
## PC1 <= 5.464444
## PC2 <= 2.5099
## PC8 <= -1.645757
## PC24 > 2.124421
## -> class 2\|4 [0.931]
##
## Rule 57/298: (14.9/0.5, lift 23.2)
## PC1 <= 5.464444
## PC8 <= -3.501955
## PC16 <= -0.7230626
## PC20 <= 0.6207183
## PC43 <= -0.138937
## PC73 > 0.6333374
## -> class 2\|4 [0.914]
##
## Rule 57/299: (9.5, lift 23.2)
## PC2 <= 2.5099
## PC8 <= 0.06176633
## PC36 <= -5.709757
## PC43 > -0.138937
## -> class 2\|4 [0.913]
##
## Rule 57/300: (8.1, lift 22.9)
## PC2 <= 2.5099
## PC8 > -3.501955
## PC8 <= -1.645757
## PC9 <= 7.574051
## PC60 <= 0.3107418
## PC88 > 0.9124815
## -> class 2\|4 [0.901]
##
## Rule 57/301: (15.6/2.3, lift 20.6)
## PC2 <= 2.5099
## PC8 <= -3.501955
## PC46 <= -3.264833
## -> class 2\|4 [0.810]
##
## Rule 57/302: (5.4/0.6, lift 20.1)
## PC1 <= 5.464444
## PC3 <= 0.5599917
## PC8 > -1.656485
## PC8 <= -1.645757
## PC60 > 0.3107418
## -> class 2\|4 [0.790]
##
## Rule 57/303: (36.4/10.9, lift 17.5)
## PC8 > -3.501955
## PC8 <= -1.645757
## PC26 <= 2.750897
## PC35 > 0.4076809
## PC36 <= 0.1539692
## PC54 > 0.3271774
## PC60 > 0.3107418
## PC63 > -0.3286172
## -> class 2\|4 [0.689]
##
## Rule 57/304: (37/18.2, lift 12.9)
## PC3 <= 0.5599917
## PC8 > -3.501955
## PC8 <= -1.645757
## PC28 <= -0.2747726
## -> class 2\|4 [0.508]
##
## Default class: 2\|3
##
## ----- Trial 58: -----
##
## Rules:
##
## Rule 58/1: (162, lift 15.4)
## PC4 > -8.071015
## PC9 > -0.2365089
## PC11 > -0.07176195
## PC18 > 2.311389
## PC22 > -0.4121532
## PC26 <= 0.6551214
## PC30 <= 2.764926
## PC41 > -0.1573501
## PC44 <= 0.7844058
## PC54 <= 1.241034
## PC85 > 0.229656
## PC85 <= 1.133667
## -> class 0\|0 [0.994]
##
## Rule 58/2: (141.9, lift 15.4)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC14 <= 1.137729
## PC15 > -0.4957329
## PC18 > -0.8495221
## PC22 > -0.4121532
## PC28 > -0.7039356
## PC37 <= 1.103514
## PC48 > 0.3690937
## PC87 <= 0.1267545
## -> class 0\|0 [0.993]
##
## Rule 58/3: (111.4, lift 15.3)
## PC4 > -8.071015
## PC9 > -0.2365089
## PC18 > 2.311389
## PC30 <= 2.764926
## PC43 <= -1.117503
## PC53 > -1.052881
## -> class 0\|0 [0.991]
##
## Rule 58/4: (191.4/1.3, lift 15.3)
## PC13 <= 8.316996
## PC18 > 2.311389
## PC22 > -0.4121532
## PC26 <= 0.6551214
## PC53 <= -1.052881
## PC59 > -1.994747
## PC63 <= 2.15753
## PC70 > -0.7744908
## PC91 <= 2.699026
## -> class 0\|0 [0.988]
##
## Rule 58/5: (341.5/6.5, lift 15.1)
## PC7 > -0.9678689
## PC13 <= 8.316996
## PC18 > 2.311389
## PC22 > -0.4121532
## PC41 <= 0.1816671
## PC55 <= 0.7727038
## PC63 <= 2.15753
## PC70 <= -0.7744908
## PC81 <= 1.26251
## PC91 <= 2.699026
## -> class 0\|0 [0.978]
##
## Rule 58/6: (36.4, lift 15.1)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC6 > 0.3019878
## PC18 > -0.8495221
## PC48 <= 0.3690937
## -> class 0\|0 [0.974]
##
## Rule 58/7: (379/22.5, lift 14.5)
## PC4 > -8.071015
## PC11 > -0.07176195
## PC18 > 2.311389
## PC22 > -0.4121532
## PC26 <= 0.6551214
## PC30 <= 2.764926
## PC41 > -0.1573501
## PC59 > -1.994747
## PC85 <= 0.1872514
## PC89 <= 0.5454723
## -> class 0\|0 [0.938]
##
## Rule 58/8: (77.1/5.1, lift 14.3)
## PC4 <= -8.071015
## PC7 > -0.9678689
## PC13 > -2.659486
## PC15 <= 0.9120634
## PC18 > 2.311389
## PC67 > -0.04001577
## PC95 <= 0.1888164
## -> class 0\|0 [0.923]
##
## Rule 58/9: (45.8/2.9, lift 14.2)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC15 > -0.4957329
## PC18 > -0.8495221
## PC48 <= 0.3690937
## PC57 > -0.6035684
## PC69 > -1.1385
## PC93 > -1.72388
## PC100 <= -0.8821376
## -> class 0\|0 [0.919]
##
## Rule 58/10: (190.3/15.2, lift 14.2)
## PC13 <= 0.8196219
## PC15 > -0.4957329
## PC18 > -0.8495221
## PC22 > -0.4121532
## PC29 > 1.579295
## PC69 > -1.1385
## PC80 <= 0.6405298
## -> class 0\|0 [0.916]
##
## Rule 58/11: (9.3, lift 14.1)
## PC7 <= -0.9678689
## PC18 > 2.311389
## PC36 > 1.90757
## -> class 0\|0 [0.911]
##
## Rule 58/12: (20.2/3, lift 12.6)
## PC2 > 2.60032
## PC6 <= -0.02256839
## PC8 > -0.1605581
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC40 > -1.304991
## PC74 > -0.2751827
## PC95 <= -1.044407
## PC98 > -0.9660518
## -> class 0\|0 [0.817]
##
## Rule 58/13: (11.9/2.4, lift 11.7)
## PC2 > 2.60032
## PC6 > -0.02256839
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC72 <= 0.2198766
## -> class 0\|0 [0.755]
##
## Rule 58/14: (23.4/5.6, lift 11.5)
## PC2 > 2.60032
## PC8 > -0.1605581
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC39 <= -1.580171
## PC72 <= 0.2198766
## PC88 <= 2.605299
## -> class 0\|0 [0.741]
##
## Rule 58/15: (1534.8/998.4, lift 5.4)
## PC1 <= -0.1905799
## PC2 > -7.893059e-005
## PC10 <= -0.4266262
## PC74 > 0.03304842
## -> class 0\|0 [0.350]
##
## Rule 58/16: (55.7, lift 11.1)
## PC4 <= -8.071015
## PC15 <= 0.9120634
## PC22 > -0.4121532
## PC53 > -1.052881
## PC81 <= 1.26251
## PC95 > 0.1888164
## -> class 0\|1 [0.983]
##
## Rule 58/17: (65.2/0.1, lift 11.2)
## PC13 <= 8.316996
## PC15 > -0.4957329
## PC18 > 2.311389
## PC26 > 0.6551214
## PC70 > -0.7744908
## PC73 > -3.696113
## PC86 > -3.659824
## -> class 0\|1 [0.983]
##
## Rule 58/18: (55.7/0.6, lift 11.0)
## PC15 > -0.4957329
## PC18 > 2.311389
## PC59 <= -1.994747
## PC70 > -0.7744908
## PC73 > -3.696113
## PC86 > -3.659824
## -> class 0\|1 [0.973]
##
## Rule 58/19: (40.2/0.5, lift 11.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -2.566521
## PC18 <= -0.8495221
## PC46 <= -1.324877
## -> class 0\|1 [0.966]
##
## Rule 58/20: (27.5, lift 11.0)
## PC18 <= -0.8495221
## PC46 > -1.324877
## PC78 > 2.983765
## PC79 > -0.2976363
## PC90 <= 5.507245
## -> class 0\|1 [0.966]
##
## Rule 58/21: (230.2/7.2, lift 10.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC6 <= -0.02256839
## PC8 > -0.1605581
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC27 <= 3.132588
## PC39 > -1.580171
## PC40 > -1.304991
## PC72 <= 0.2198766
## PC74 > -0.2751827
## PC95 > -1.044407
## -> class 0\|1 [0.965]
##
## Rule 58/22: (47.8/3.3, lift 10.4)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 <= -0.7373997
## PC17 > -1.959703
## PC18 <= -0.8495221
## PC78 <= 2.983765
## -> class 0\|1 [0.914]
##
## Rule 58/23: (79.1/22.9, lift 8.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -1.093892
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC25 <= -0.5375416
## -> class 0\|1 [0.705]
##
## Rule 58/24: (3886.6/2251.7, lift 4.8)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.8495221
## -> class 0\|1 [0.421]
##
## Rule 58/25: (72.6, lift 10.2)
## PC2 > 2.60032
## PC6 > -1.199715
## PC8 <= -0.2379124
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC29 <= 6.604056
## PC31 <= -0.1901456
## PC42 > -1.904714
## -> class 0\|2 [0.987]
##
## Rule 58/26: (66.5/0.2, lift 10.2)
## PC4 > -8.168219
## PC10 <= -1.806728
## PC15 > -0.5343126
## PC18 > -2.656037
## PC18 <= -1.093892
## PC19 <= 0.04659254
## PC31 > -0.1901456
## PC32 <= -0.3208709
## PC97 <= -0.09280121
## -> class 0\|2 [0.983]
##
## Rule 58/27: (57.1, lift 10.2)
## PC3 <= -1.523787
## PC18 > -1.750188
## PC18 <= -1.093892
## PC20 > -3.808707
## PC33 > -2.555821
## PC37 > -0.1150233
## PC47 > -0.5494921
## PC50 > -1.130504
## PC97 > -0.09280121
## -> class 0\|2 [0.983]
##
## Rule 58/28: (61.8/0.2, lift 10.1)
## PC2 > 2.60032
## PC18 > -1.824607
## PC18 <= -1.093892
## PC20 > -3.808707
## PC50 > -1.130504
## PC79 > 0.9873943
## -> class 0\|2 [0.981]
##
## Rule 58/29: (92.1/1, lift 10.1)
## PC1 <= -0.4437498
## PC2 > 2.60032
## PC3 > -1.523787
## PC3 <= 1.640775
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC53 <= 1.110026
## PC58 > -1.169038
## PC67 > -0.1336897
## PC87 > -0.1059664
## PC94 <= 0.4389371
## PC97 > -0.09280121
## -> class 0\|2 [0.979]
##
## Rule 58/30: (35.9, lift 10.1)
## PC3 <= 1.640775
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC28 <= -1.425636
## PC37 <= -0.1150233
## PC50 > -1.130504
## PC97 > -0.09280121
## -> class 0\|2 [0.974]
##
## Rule 58/31: (84.4/1.5, lift 10.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC8 <= -0.1564465
## PC18 > -0.8495221
## PC18 <= 2.311389
## PC22 > -0.4121532
## PC69 <= -1.1385
## PC73 > -3.696113
## -> class 0\|2 [0.971]
##
## Rule 58/32: (38.8/0.2, lift 10.0)
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC30 <= 1.501975
## PC31 > -0.1901456
## PC50 > -1.130504
## PC90 <= -1.112801
## PC97 > -0.09280121
## -> class 0\|2 [0.970]
##
## Rule 58/33: (30.7, lift 10.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > -0.4701075
## PC15 > 1.210416
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC72 > 0.2198766
## -> class 0\|2 [0.969]
##
## Rule 58/34: (106.8/3, lift 10.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC39 > -1.580171
## PC45 > -1.401044
## PC62 <= 0.2452577
## PC72 <= 0.2198766
## PC74 <= -0.2751827
## PC98 > -0.9660518
## -> class 0\|2 [0.963]
##
## Rule 58/35: (26.3/0.1, lift 9.9)
## PC2 > 2.60032
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC47 > -0.5494921
## PC67 <= -0.1731152
## PC78 <= 2.983765
## PC87 <= -0.1059664
## PC94 <= 0.4389371
## PC97 > -0.09280121
## -> class 0\|2 [0.960]
##
## Rule 58/36: (22.8, lift 9.9)
## PC4 > 7.582463
## PC18 > -1.093892
## PC18 <= -0.8495221
## PC20 > -3.808707
## -> class 0\|2 [0.960]
##
## Rule 58/37: (117.8/3.8, lift 9.9)
## PC1 <= -0.4171524
## PC2 > 2.60032
## PC8 <= -0.1605581
## PC18 > -0.8495221
## PC20 <= 2.190373
## PC22 <= -0.4121532
## PC47 <= 4.410915
## PC67 > -0.3901699
## PC72 <= 0.2198766
## -> class 0\|2 [0.960]
##
## Rule 58/38: (47.7/1, lift 9.9)
## PC3 <= 1.640775
## PC7 > -0.7373997
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC29 <= 6.604056
## PC33 <= -2.555821
## PC97 > -0.09280121
## -> class 0\|2 [0.959]
##
## Rule 58/39: (29.1/0.3, lift 9.9)
## PC2 > 2.60032
## PC18 <= -1.093892
## PC29 <= 6.604056
## PC37 > -0.1150233
## PC42 > 1.195152
## PC50 > -1.130504
## PC87 > -0.1059664
## PC97 > -0.09280121
## -> class 0\|2 [0.959]
##
## Rule 58/40: (43.5/0.9, lift 9.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC15 > -0.4957329
## PC18 > -0.8495221
## PC18 <= 2.311389
## PC22 > -0.4121532
## PC80 > 0.6405298
## -> class 0\|2 [0.959]
##
## Rule 58/41: (26.7/0.2, lift 9.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > -0.4701075
## PC9 <= 0.2136989
## PC16 <= -0.6200095
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC72 > 0.2198766
## PC86 > -3.659824
## -> class 0\|2 [0.958]
##
## Rule 58/42: (21, lift 9.9)
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC27 > 3.132588
## PC47 <= 4.410915
## PC98 > -0.9660518
## -> class 0\|2 [0.956]
##
## Rule 58/43: (26.5/0.2, lift 9.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC15 > -0.4957329
## PC18 > -0.8495221
## PC18 <= 2.311389
## PC22 > -0.4121532
## PC40 <= -2.215916
## -> class 0\|2 [0.956]
##
## Rule 58/44: (20.4, lift 9.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 > -0.7373997
## PC17 > 0.63545
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC31 > -0.1901456
## PC50 > -1.130504
## -> class 0\|2 [0.955]
##
## Rule 58/45: (174/7.2, lift 9.9)
## PC7 > -0.7373997
## PC16 > 0.3279199
## PC18 <= -1.093892
## PC20 > -3.808707
## PC30 <= 1.501975
## PC52 > -1.780418
## PC82 > -0.2850428
## PC94 > 0.4389371
## PC96 > -0.6764969
## PC96 <= 0.7117673
## PC97 > -0.09280121
## -> class 0\|2 [0.953]
##
## Rule 58/46: (70.1/2.5, lift 9.8)
## PC2 > 2.60032
## PC7 > -0.7373997
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC30 > 1.501975
## PC31 > -0.1901456
## PC78 <= 2.983765
## PC97 > -0.09280121
## -> class 0\|2 [0.951]
##
## Rule 58/47: (24.8/0.4, lift 9.8)
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC29 <= 6.604056
## PC65 > 2.478478
## PC90 <= 5.507245
## -> class 0\|2 [0.947]
##
## Rule 58/48: (84.5/3.7, lift 9.8)
## PC3 <= 1.640775
## PC7 <= -0.7373997
## PC17 <= -1.959703
## PC18 <= -0.8495221
## PC22 <= 1.940598
## PC33 > -1.425962
## PC46 > -1.324877
## PC90 > -1.516673
## -> class 0\|2 [0.945]
##
## Rule 58/49: (72.8/3.2, lift 9.8)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC45 > -1.401044
## PC72 <= 0.2198766
## PC74 <= -0.2751827
## PC77 > -0.2903732
## PC88 <= 0.03587992
## -> class 0\|2 [0.944]
##
## Rule 58/50: (15, lift 9.7)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC17 > -1.193444
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC50 > -1.130504
## PC87 <= -0.1059664
## PC94 <= 0.4389371
## PC97 > -0.09280121
## -> class 0\|2 [0.941]
##
## Rule 58/51: (36.1/1.3, lift 9.7)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC7 <= -0.4701075
## PC9 <= 0.2136989
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC47 <= 4.410915
## PC72 > 0.2198766
## -> class 0\|2 [0.940]
##
## Rule 58/52: (14.5, lift 9.7)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC10 > -1.806728
## PC15 > 0.5932981
## PC18 > -1.824607
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC46 > -1.324877
## -> class 0\|2 [0.939]
##
## Rule 58/53: (14.1, lift 9.7)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC8 > -0.1605581
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC40 <= -1.304991
## PC74 > -0.2751827
## PC86 > -3.659824
## PC98 > -0.9660518
## -> class 0\|2 [0.938]
##
## Rule 58/54: (153.4/8.7, lift 9.7)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC15 > -0.4957329
## PC18 > -0.8495221
## PC18 <= 2.311389
## PC20 <= 2.190373
## PC29 <= 1.579295
## PC48 <= 0.3690937
## PC57 <= -0.6035684
## -> class 0\|2 [0.938]
##
## Rule 58/55: (14, lift 9.7)
## PC2 > 2.60032
## PC13 <= 8.316996
## PC18 > -0.8495221
## PC18 <= 2.311389
## PC48 <= 0.3690937
## PC57 > -0.6035684
## PC59 <= -2.749385
## -> class 0\|2 [0.938]
##
## Rule 58/56: (48.7/2.1, lift 9.7)
## PC8 <= -0.1032193
## PC13 > 8.316996
## PC18 > -0.8495221
## PC22 > -0.4121532
## PC73 > -3.696113
## PC96 > -1.391983
## -> class 0\|2 [0.938]
##
## Rule 58/57: (71.9/3.8, lift 9.7)
## PC4 <= -8.168219
## PC18 <= -1.093892
## -> class 0\|2 [0.935]
##
## Rule 58/58: (13.3, lift 9.7)
## PC2 > 2.60032
## PC13 <= 8.316996
## PC18 > -0.8495221
## PC18 <= 2.311389
## PC22 > -0.4121532
## PC48 > 0.3690937
## PC74 > 1.159459
## -> class 0\|2 [0.935]
##
## Rule 58/59: (18.5/0.5, lift 9.6)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC47 <= 4.410915
## PC72 <= 0.2198766
## PC74 <= -0.2751827
## PC77 <= -0.2903732
## PC88 <= 2.605299
## PC98 > -0.9660518
## -> class 0\|2 [0.928]
##
## Rule 58/60: (11.6, lift 9.6)
## PC4 <= -6.891243
## PC7 > -0.7373997
## PC18 > -1.093892
## PC18 <= -0.8495221
## -> class 0\|2 [0.926]
##
## Rule 58/61: (25.3/1.2, lift 9.5)
## PC2 > 2.60032
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC47 <= 4.410915
## PC65 <= -1.168887
## PC72 > 0.2198766
## PC86 <= 4.013646
## -> class 0\|2 [0.920]
##
## Rule 58/62: (356.1/29.9, lift 9.4)
## PC2 > 2.60032
## PC6 > -1.199715
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC20 <= 5.062375
## PC31 <= -0.1901456
## PC42 > -1.904714
## PC46 > -1.324877
## PC51 > -0.6495474
## PC66 > -1.831937
## PC73 > -2.47395
## PC78 > -1.343533
## PC87 <= 0.3013413
## -> class 0\|2 [0.914]
##
## Rule 58/63: (9.1/0.1, lift 9.3)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC11 > 0.1763613
## PC18 > -1.093892
## PC18 <= -0.8495221
## -> class 0\|2 [0.897]
##
## Rule 58/64: (84.3/8, lift 9.3)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 <= -0.8495221
## PC20 > -3.808707
## PC37 > -0.1150233
## PC42 <= 0.5245964
## PC47 > -0.5494921
## PC52 <= 0.635982
## PC75 <= 0.0703382
## PC82 > -0.5320676
## PC83 > 0.2054533
## PC87 > -0.1059664
## PC97 > -0.09280121
## -> class 0\|2 [0.895]
##
## Rule 58/65: (7.4, lift 9.2)
## PC10 <= -1.806728
## PC23 <= -2.755747
## PC46 > -1.324877
## PC50 > -1.130504
## PC97 <= -0.09280121
## -> class 0\|2 [0.893]
##
## Rule 58/66: (14.7/0.9, lift 9.2)
## PC2 > 2.60032
## PC15 > -0.4957329
## PC18 > -0.8495221
## PC18 <= 2.311389
## PC47 <= 4.410915
## PC57 > -0.6035684
## PC73 > -3.696113
## PC86 <= 4.013646
## PC93 <= -1.72388
## -> class 0\|2 [0.888]
##
## Rule 58/67: (42.1/5, lift 8.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 <= -2.566521
## PC46 <= -1.324877
## PC68 > -0.3381397
## -> class 0\|2 [0.864]
##
## Rule 58/68: (99.8/14, lift 8.8)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC11 > -0.06252152
## PC12 <= 0.4155042
## PC15 <= -0.4957329
## PC18 > -0.8495221
## PC22 > -0.4121532
## PC24 <= 0.7631279
## PC38 > -1.821454
## PC47 <= 4.410915
## PC73 > -3.696113
## -> class 0\|2 [0.853]
##
## Rule 58/69: (68.9/10.4, lift 8.7)
## PC4 > 7.155505
## PC6 > -1.199715
## PC10 > -1.806728
## PC18 <= -1.093892
## PC20 > -3.808707
## PC31 > -0.1901456
## -> class 0\|2 [0.839]
##
## Rule 58/70: (4.1, lift 8.6)
## PC20 <= -3.808707
## PC45 <= -6.155209
## PC78 <= 2.983765
## -> class 0\|2 [0.836]
##
## Rule 58/71: (17.4/2.3, lift 8.5)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC15 > -0.4957329
## PC18 <= 2.311389
## PC29 <= 1.579295
## PC57 > -0.6035684
## PC62 > 1.302409
## PC69 > -1.1385
## PC86 > -3.659824
## -> class 0\|2 [0.827]
##
## Rule 58/72: (26.9/4.5, lift 8.4)
## PC2 > 2.60032
## PC18 > -0.8495221
## PC22 > -0.4121532
## PC73 <= -3.696113
## PC86 <= 4.013646
## -> class 0\|2 [0.811]
##
## Rule 58/73: (9.3/1.3, lift 8.2)
## PC7 > -0.7373997
## PC18 <= -0.8495221
## PC20 <= -3.808707
## PC29 > 1.724469
## -> class 0\|2 [0.793]
##
## Rule 58/74: (25.1/5.7, lift 7.8)
## PC2 > 2.60032
## PC3 > 0.7546726
## PC3 <= 1.640775
## PC18 <= -0.8495221
## -> class 0\|2 [0.754]
##
## Rule 58/75: (65.8, lift 10.3)
## PC3 <= -1.523787
## PC4 > -8.168219
## PC5 <= 2.575476
## PC18 <= -1.750188
## PC31 > -0.1901456
## PC37 > -0.1150233
## PC42 > 0.5245964
## PC42 <= 1.195152
## PC87 > -0.1059664
## -> class 0\|3 [0.985]
##
## Rule 58/76: (63.4, lift 10.3)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC47 > 4.410915
## -> class 0\|3 [0.985]
##
## Rule 58/77: (47.1, lift 10.2)
## PC7 <= -0.7373997
## PC18 <= -0.8495221
## PC22 > 1.940598
## PC46 > -1.324877
## -> class 0\|3 [0.980]
##
## Rule 58/78: (125.8/1.7, lift 10.2)
## PC2 > 2.60032
## PC3 <= -1.458862
## PC7 > -0.4701075
## PC9 <= 0.2136989
## PC15 <= 1.210416
## PC16 > -0.6200095
## PC18 > -0.8495221
## PC22 <= -0.4121532
## PC29 > -2.064967
## PC65 > -1.168887
## PC72 > 0.2198766
## PC97 <= 2.875754
## -> class 0\|3 [0.979]
##
## Rule 58/79: (43.9/0.6, lift 10.1)
## PC3 <= 1.640775
## PC8 > -0.1605581
## PC22 <= -0.4121532
## PC39 > -1.580171
## PC45 <= -1.401044
## PC74 <= -0.2751827
## -> class 0\|3 [0.966]
##
## Rule 58/80: (88.7/2.6, lift 10.0)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC8 <= -0.1605581
## PC22 <= -0.4121532
## PC67 <= -0.3901699
## -> class 0\|3 [0.960]
##
## Rule 58/81: (12.1, lift 9.7)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC10 <= -0.4534767
## PC33 <= -0.8200422
## -> class 0\|3 [0.929]
##
## Rule 58/82: (8.5, lift 9.4)
## PC2 > 2.60032
## PC15 <= -0.4957329
## PC18 > -0.8495221
## PC22 > -0.4121532
## PC38 <= -1.821454
## -> class 0\|3 [0.905]
##
## Rule 58/83: (79.8/13, lift 8.6)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC8 > -0.1605581
## PC22 <= -0.4121532
## PC39 > -1.580171
## PC72 <= 0.2198766
## PC98 <= -0.9660518
## -> class 0\|3 [0.829]
##
## Rule 58/84: (3.1, lift 8.3)
## PC13 > 8.316996
## PC22 > -0.4121532
## PC96 <= -1.391983
## -> class 0\|3 [0.802]
##
## Rule 58/85: (117.2/28.3, lift 7.9)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC86 <= -3.659824
## -> class 0\|3 [0.754]
##
## Rule 58/86: (29.6/7.3, lift 7.7)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 > -0.8495221
## PC86 > 4.013646
## -> class 0\|3 [0.736]
##
## Rule 58/87: (2986.9/1350.5, lift 5.7)
## PC2 > 2.60032
## PC3 <= 1.640775
## PC18 <= -0.8495221
## -> class 0\|3 [0.548]
##
## Rule 58/88: (599.2, lift 14.4)
## PC1 > -0.1905799
## PC3 <= 0.6345929
## PC9 > 0.3627688
## PC10 <= 0.7139906
## PC11 <= 1.203769
## PC86 <= 0.1785368
## -> class 1\|0 [0.998]
##
## Rule 58/89: (336.2, lift 14.4)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC9 > 0.3627688
## PC10 <= 0.7139906
## PC11 <= -0.1318745
## PC48 <= 0.2479815
## PC98 <= 0.3294852
## -> class 1\|0 [0.997]
##
## Rule 58/90: (153.5, lift 14.3)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC9 > 0.3627688
## PC78 <= -0.2438361
## -> class 1\|0 [0.994]
##
## Rule 58/91: (79.2, lift 14.2)
## PC1 > -0.1905799
## PC9 > 0.3627688
## PC16 <= 3.192014
## PC53 <= -2.026939
## PC57 <= -0.01747401
## -> class 1\|0 [0.988]
##
## Rule 58/92: (69.7, lift 14.2)
## PC1 > -0.1905799
## PC9 > 0.3627688
## PC16 <= -0.4494286
## PC18 > 0.1478691
## PC57 > -0.01747401
## PC68 > -2.002274
## -> class 1\|0 [0.986]
##
## Rule 58/93: (55.3, lift 14.2)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC9 > 0.3627688
## PC19 > -0.6420646
## PC99 > 1.546576
## -> class 1\|0 [0.983]
##
## Rule 58/94: (176.4/2.9, lift 14.1)
## PC2 > 2.60032
## PC3 > 1.640775
## PC8 > -3.620445
## PC18 > -0.3080508
## PC19 <= 0.3388876
## PC48 <= -0.1451687
## PC53 <= 0.2324656
## PC67 <= 0.3537801
## PC82 > -0.6838351
## PC86 <= 0.5544649
## PC94 <= 0.08197199
## -> class 1\|0 [0.978]
##
## Rule 58/95: (40.6, lift 14.1)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC7 > -6.434374
## PC9 > 0.3627688
## PC16 <= -0.4494286
## PC57 > -0.01747401
## PC68 > -2.002274
## PC92 > -0.213302
## -> class 1\|0 [0.977]
##
## Rule 58/96: (426.1/10.3, lift 14.0)
## PC1 > -0.1905799
## PC3 <= 0.6345929
## PC9 > 0.3627688
## PC10 <= 0.7139906
## PC11 <= 1.203769
## PC19 > -0.6420646
## PC34 > 0.3566004
## -> class 1\|0 [0.974]
##
## Rule 58/97: (29.5, lift 14.0)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC9 > 0.3627688
## PC98 <= -0.3253424
## -> class 1\|0 [0.968]
##
## Rule 58/98: (69.6/2.1, lift 13.8)
## PC1 > -0.1905799
## PC9 > 0.3627688
## PC16 <= 3.192014
## PC25 > 0.4929984
## PC57 <= -0.01747401
## -> class 1\|0 [0.957]
##
## Rule 58/99: (42.6/1.3, lift 13.7)
## PC2 > 2.60032
## PC3 > 1.640775
## PC16 <= -0.8879908
## PC60 > 0.8443592
## -> class 1\|0 [0.947]
##
## Rule 58/100: (10.1, lift 13.2)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC9 > 0.3627688
## PC19 > -0.6420646
## PC61 <= -1.149238
## -> class 1\|0 [0.918]
##
## Rule 58/101: (10.2, lift 13.2)
## PC3 > 0.6546079
## PC42 <= -2.528959
## PC57 <= -0.01747401
## -> class 1\|0 [0.918]
##
## Rule 58/102: (84.8/7.4, lift 13.0)
## PC2 > 2.60032
## PC3 > 1.640775
## PC8 > -3.620445
## PC18 <= 0.7362046
## PC19 <= 0.3388876
## PC62 <= -1.07778
## PC77 <= 0.6599571
## PC86 <= 0.5544649
## -> class 1\|0 [0.903]
##
## Rule 58/103: (43.1/24.9, lift 6.1)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC52 <= -0.4470362
## -> class 1\|0 [0.424]
##
## Rule 58/104: (45.7, lift 14.9)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC7 > -6.434374
## PC9 > 0.3627688
## PC16 <= -0.4494286
## PC18 <= 0.1478691
## PC57 > -0.01747401
## PC92 <= -0.213302
## -> class 1\|1 [0.979]
##
## Rule 58/105: (87.8/1.1, lift 14.9)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC10 > 0.7139906
## PC19 > -0.6420646
## PC61 > -1.149238
## PC78 > -0.2438361
## PC98 > -0.3253424
## PC99 <= 1.546576
## -> class 1\|1 [0.977]
##
## Rule 58/106: (45.5/0.1, lift 14.9)
## PC1 <= -0.1905799
## PC2 > -7.893059e-005
## PC2 <= 2.60032
## PC10 > -0.4266262
## PC25 > -0.4771732
## PC52 > -0.4470362
## -> class 1\|1 [0.976]
##
## Rule 58/107: (22.8, lift 14.6)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC9 > 0.3627688
## PC11 > 1.203769
## PC19 > -0.6420646
## -> class 1\|1 [0.960]
##
## Rule 58/108: (20.6, lift 14.5)
## PC1 > -0.1905799
## PC9 > 0.3627688
## PC13 <= -0.6604373
## PC57 > -0.01747401
## -> class 1\|1 [0.952]
##
## Rule 58/109: (379.7/18.3, lift 14.5)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC16 <= 3.192014
## PC19 > -1.939396
## PC25 <= 0.4929984
## PC42 > -2.528959
## PC45 <= -0.02317907
## PC53 > -2.026939
## PC57 <= -0.01747401
## PC90 <= 0.4704501
## PC97 > -1.140902
## -> class 1\|1 [0.950]
##
## Rule 58/110: (19.2/0.1, lift 14.5)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC8 > -3.941882
## PC19 > -0.6420646
## PC48 > 0.2479815
## PC86 > 0.1785368
## -> class 1\|1 [0.948]
##
## Rule 58/111: (38.5/1.3, lift 14.4)
## PC1 > -0.1905799
## PC9 > 0.3627688
## PC11 > -0.1318745
## PC19 > -0.6420646
## PC34 <= 0.3566004
## PC86 > 0.1785368
## -> class 1\|1 [0.943]
##
## Rule 58/112: (11.3, lift 14.1)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC99 <= -5.27263
## -> class 1\|1 [0.925]
##
## Rule 58/113: (28.4/1.6, lift 13.9)
## PC1 > -0.1905799
## PC3 <= 0.6546079
## PC9 > 0.3627688
## PC10 <= 0.7139906
## PC98 > 0.3294852
## -> class 1\|1 [0.914]
##
## Rule 58/114: (4.2, lift 12.8)
## PC1 > -0.1905799
## PC6 <= -2.460074
## PC19 <= -3.654649
## -> class 1\|1 [0.839]
##
## Rule 58/115: (49.9/12.3, lift 11.4)
## PC1 > -0.1905799
## PC3 <= 0.09497605
## PC8 > -3.941882
## PC9 <= 0.3627688
## PC19 > -3.654649
## PC26 <= -1.497802
## -> class 1\|1 [0.744]
##
## Rule 58/116: (22.7/5.6, lift 11.2)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC9 <= 0.3627688
## PC34 > -0.6941806
## PC42 <= 0.04331348
## PC49 > -1.077893
## PC51 > 0.2196509
## PC73 <= 0.9422004
## -> class 1\|1 [0.733]
##
## Rule 58/117: (33/12.5, lift 9.4)
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC9 <= 0.3627688
## PC29 <= -0.2217724
## -> class 1\|1 [0.615]
##
## Rule 58/118: (22.7/9.5, lift 8.8)
## PC2 <= 2.60032
## PC3 > 0.6345929
## PC3 <= 0.6546079
## PC19 > -0.6420646
## -> class 1\|1 [0.576]
##
## Rule 58/119: (40.9/17.5, lift 8.7)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC8 > -3.941882
## PC9 <= 0.3627688
## PC97 <= -2.086961
## -> class 1\|1 [0.568]
##
## Rule 58/120: (1177.3/637.5, lift 7.0)
## PC2 > 2.60032
## PC3 > 1.640775
## -> class 1\|1 [0.459]
##
## Rule 58/121: (88.4, lift 16.8)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC9 <= 0.3627688
## PC27 <= -0.3597584
## PC62 <= 0.4045268
## PC99 > -5.27263
## -> class 1\|2 [0.989]
##
## Rule 58/122: (67.7, lift 16.7)
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC16 > -0.4494286
## PC47 > 0.4690966
## PC57 > -0.01747401
## PC58 > -0.8677828
## -> class 1\|2 [0.986]
##
## Rule 58/123: (59.7, lift 16.7)
## PC3 > 0.09497605
## PC9 <= 0.3627688
## PC54 > 1.492335
## PC93 <= 0.4279459
## -> class 1\|2 [0.984]
##
## Rule 58/124: (55.6/0.2, lift 16.6)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC16 > 3.192014
## PC57 <= -0.01747401
## -> class 1\|2 [0.979]
##
## Rule 58/125: (41.2, lift 16.6)
## PC7 <= -6.434374
## PC9 > 0.3627688
## PC57 > -0.01747401
## -> class 1\|2 [0.977]
##
## Rule 58/126: (126.5/2.1, lift 16.6)
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC13 > -0.6604373
## PC16 > -0.4494286
## PC57 > -0.01747401
## PC77 <= -0.0250866
## -> class 1\|2 [0.976]
##
## Rule 58/127: (40.4, lift 16.6)
## PC3 > 0.6546079
## PC9 > 2.084999
## PC16 > -0.4494286
## PC57 > -0.01747401
## PC77 > -0.0250866
## -> class 1\|2 [0.976]
##
## Rule 58/128: (36.7, lift 16.5)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC47 > 0.4690966
## PC61 <= -0.8250551
## PC77 > -0.0250866
## -> class 1\|2 [0.974]
##
## Rule 58/129: (42.8/0.3, lift 16.5)
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC9 <= 2.084999
## PC47 > 0.4690966
## PC77 > -0.0250866
## PC83 > -0.0264448
## -> class 1\|2 [0.971]
##
## Rule 58/130: (29.7, lift 16.4)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC45 > -0.02317907
## PC53 > -2.026939
## PC57 <= -0.01747401
## -> class 1\|2 [0.968]
##
## Rule 58/131: (134.7/4.4, lift 16.3)
## PC2 > 2.60032
## PC3 > 1.640775
## PC11 > -0.1486285
## PC15 > -1.571989
## PC15 <= -0.05319579
## PC91 > -0.9476128
## -> class 1\|2 [0.960]
##
## Rule 58/132: (14.5, lift 15.9)
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC25 <= 0.4929984
## PC57 <= -0.01747401
## PC97 <= -1.140902
## -> class 1\|2 [0.939]
##
## Rule 58/133: (12.7, lift 15.8)
## PC1 > 1.128336
## PC2 > 2.60032
## PC15 <= -1.571989
## -> class 1\|2 [0.932]
##
## Rule 58/134: (153.7/11, lift 15.7)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC90 > 0.4704501
## -> class 1\|2 [0.923]
##
## Rule 58/135: (11, lift 15.7)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC46 > 0.8907815
## PC58 <= -0.8677828
## -> class 1\|2 [0.923]
##
## Rule 58/136: (8.5, lift 15.3)
## PC3 > 1.640775
## PC96 <= -4.783025
## -> class 1\|2 [0.905]
##
## Rule 58/137: (20.1/1.4, lift 15.1)
## PC1 > -0.1905799
## PC8 <= -3.941882
## PC19 <= -1.527043
## -> class 1\|2 [0.891]
##
## Rule 58/138: (6.4, lift 15.0)
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC26 <= -1.26731
## PC47 > 0.4690966
## -> class 1\|2 [0.882]
##
## Rule 58/139: (107.9/14.2, lift 14.6)
## PC2 > 2.60032
## PC3 > 1.640775
## PC11 <= 1.423378
## PC15 > -0.05319579
## PC16 > -0.8879908
## PC22 <= 0.5196216
## PC49 <= 0.1929654
## PC51 <= 0.5926122
## PC93 > -0.9696231
## -> class 1\|2 [0.862]
##
## Rule 58/140: (103.2/14.3, lift 14.5)
## PC1 > -0.1905799
## PC16 > -0.4494286
## PC27 > 0.8556459
## PC79 <= 0.2546101
## -> class 1\|2 [0.854]
##
## Rule 58/141: (97.5/28.8, lift 11.9)
## PC1 > -0.1905799
## PC9 > 0.3627688
## PC19 <= -0.6420646
## -> class 1\|2 [0.701]
##
## Rule 58/142: (1396.2/901.3, lift 6.0)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC8 > -3.941882
## PC9 <= 0.3627688
## -> class 1\|2 [0.355]
##
## Rule 58/143: (86.8/0.3, lift 22.8)
## PC1 <= 1.128336
## PC2 > 2.60032
## PC3 > 1.640775
## PC15 <= -1.571989
## PC96 > -4.783025
## -> class 1\|3 [0.986]
##
## Rule 58/144: (112.8/0.9, lift 22.8)
## PC2 <= 2.60032
## PC3 > 0.6546079
## PC9 > 0.3627688
## PC9 <= 2.084999
## PC16 > -0.4494286
## PC47 <= 0.4690966
## PC57 > -0.01747401
## PC77 > -0.0250866
## -> class 1\|3 [0.984]
##
## Rule 58/145: (83/1.5, lift 22.5)
## PC2 <= 2.60032
## PC9 > 0.3627688
## PC9 <= 2.084999
## PC26 > -1.26731
## PC46 <= 0.8907815
## PC58 <= -0.8677828
## PC61 > -0.8250551
## PC79 > 0.2546101
## -> class 1\|3 [0.971]
##
## Rule 58/146: (28.3, lift 22.4)
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC9 <= 0.3627688
## PC34 <= -0.6941806
## PC42 <= 0.04331348
## -> class 1\|3 [0.967]
##
## Rule 58/147: (30.6/0.2, lift 22.3)
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC19 <= 0.1059669
## PC27 > -0.3597584
## PC34 > -0.6941806
## PC49 <= -1.077893
## -> class 1\|3 [0.964]
##
## Rule 58/148: (91.8/3.3, lift 22.1)
## PC2 <= 2.60032
## PC9 <= 2.084999
## PC26 > -1.26731
## PC27 <= 0.8556459
## PC46 <= 0.8907815
## PC58 <= -0.8677828
## PC61 > -0.8250551
## PC77 > -0.0250866
## PC83 <= -0.0264448
## -> class 1\|3 [0.954]
##
## Rule 58/149: (385.3/17.9, lift 22.0)
## PC1 > -0.1905799
## PC1 <= 10.12543
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC7 <= 1.475861
## PC8 > -3.941882
## PC19 <= 0.1059669
## PC27 > -0.3597584
## PC29 > -0.2217724
## PC42 > 0.04331348
## PC61 <= 0.7701519
## -> class 1\|3 [0.951]
##
## Rule 58/150: (63.2/2.7, lift 21.8)
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC9 <= 0.3627688
## PC19 <= 0.1059669
## PC35 <= 0.4127494
## PC69 > 0.6786524
## PC73 <= 0.9422004
## -> class 1\|3 [0.943]
##
## Rule 58/151: (12.1/0.3, lift 21.1)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC19 <= 0.1059669
## PC44 <= -0.5904002
## PC51 <= 0.2196509
## -> class 1\|3 [0.910]
##
## Rule 58/152: (125.3/11.5, lift 20.9)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC19 <= 0.1059669
## PC34 > -0.6941806
## PC35 <= 0.4127494
## PC44 > -0.5904002
## PC51 <= 0.2196509
## PC54 <= -0.01147935
## PC73 <= 0.9422004
## PC97 > -2.086961
## PC99 > -5.27263
## -> class 1\|3 [0.902]
##
## Rule 58/153: (25.1/1.8, lift 20.8)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC25 <= -0.4771732
## PC52 > -0.4470362
## -> class 1\|3 [0.897]
##
## Rule 58/154: (7.5, lift 20.7)
## PC2 <= 2.60032
## PC3 > 0.09497605
## PC9 <= 0.3627688
## PC19 <= 0.1059669
## PC29 > -0.2217724
## PC42 <= 0.04331348
## PC73 > 0.9422004
## PC97 > -2.086961
## -> class 1\|3 [0.894]
##
## Rule 58/155: (61.6/18.4, lift 16.1)
## PC2 > 2.60032
## PC3 > 1.640775
## PC15 <= -0.05319579
## PC91 <= -0.9476128
## -> class 1\|3 [0.694]
##
## Rule 58/156: (25.6/7.7, lift 15.8)
## PC3 > 0.6546079
## PC7 > -6.434374
## PC9 > 0.3627688
## PC16 <= -0.4494286
## PC68 <= -2.002274
## -> class 1\|3 [0.683]
##
## Rule 58/157: (335.9, lift 14.6)
## PC1 <= -0.1905799
## PC2 > -7.893059e-005
## PC2 <= 2.60032
## PC10 <= -0.4266262
## PC37 > 0.4334553
## PC52 > -0.4470362
## PC74 <= 0.03304842
## -> class 2\|0 [0.997]
##
## Rule 58/158: (443.3/2.4, lift 14.5)
## PC7 > 0.6015633
## PC8 > 2.293971
## PC9 > -2.500879
## PC11 > -0.4748538
## PC11 <= 2.091326
## PC13 > -0.5247426
## PC18 > -0.3415709
## PC18 <= 0.06038947
## PC19 <= -0.2086154
## PC21 > -0.248798
## PC28 <= 0.09373641
## PC56 <= 0.003246585
## PC59 <= 0.3063912
## -> class 2\|0 [0.992]
##
## Rule 58/159: (145.2/1, lift 14.5)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC10 <= -0.173114
## PC12 > -0.9480676
## PC32 > 1.114577
## PC36 <= 0.3689404
## PC50 > -0.2781067
## PC95 > 0.0163403
## -> class 2\|0 [0.986]
##
## Rule 58/160: (82.8/0.8, lift 14.3)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC7 > 0.6015633
## PC18 > -0.3415709
## PC19 <= 0.1785025
## PC20 > -0.4714027
## PC28 > 0.09373641
## PC29 <= 0.2023901
## PC56 <= 0.003246585
## PC75 <= 0.06442624
## -> class 2\|0 [0.979]
##
## Rule 58/161: (33.6, lift 14.2)
## PC1 <= -0.1905799
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC10 <= -0.07913769
## PC19 <= -1.161853
## PC57 > 0.112213
## -> class 2\|0 [0.972]
##
## Rule 58/162: (421.7/14.6, lift 14.1)
## PC8 > 2.293971
## PC11 <= 2.091326
## PC13 > -0.5247426
## PC19 <= 0.1785025
## PC20 > -0.4714027
## PC21 > 0.923757
## PC29 <= 0.2023901
## PC62 <= 1.079711
## PC80 > -0.9005629
## -> class 2\|0 [0.963]
##
## Rule 58/163: (49.3/1, lift 14.1)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC19 <= 0.1785025
## PC21 > -0.248798
## PC53 > 1.158375
## -> class 2\|0 [0.961]
##
## Rule 58/164: (59.5/1.9, lift 14.0)
## PC1 > -0.1905799
## PC3 <= 0.09497605
## PC8 > -3.941882
## PC9 <= 0.3627688
## PC26 > -1.497802
## PC44 > 0.800207
## PC71 > -0.7803868
## PC82 <= 0.51978
## -> class 2\|0 [0.954]
##
## Rule 58/165: (32.3/0.9, lift 13.8)
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC10 <= -0.07913769
## PC32 <= 1.114577
## PC37 <= -0.165005
## PC52 > -0.4470362
## PC57 > 0.112213
## -> class 2\|0 [0.943]
##
## Rule 58/166: (13.6, lift 13.7)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC12 > 0.8479891
## PC19 > 0.1785025
## PC100 > -0.3878797
## -> class 2\|0 [0.936]
##
## Rule 58/167: (114.2/7.8, lift 13.5)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC10 <= -0.3837617
## -> class 2\|0 [0.924]
##
## Rule 58/168: (10.5, lift 13.5)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC19 <= 0.1785025
## PC21 > -0.248798
## PC56 > 0.003246585
## PC62 <= 1.079711
## PC77 <= -0.7400153
## -> class 2\|0 [0.920]
##
## Rule 58/169: (6.5, lift 12.9)
## PC3 <= -1.503515
## PC8 > 2.293971
## PC19 > 0.1785025
## PC21 > -0.248798
## -> class 2\|0 [0.881]
##
## Rule 58/170: (177.4/30.7, lift 12.1)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC23 > 0.5872701
## PC52 > -0.4470362
## PC57 > 0.112213
## PC62 > -1.447016
## -> class 2\|0 [0.823]
##
## Rule 58/171: (258.7/75, lift 10.4)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC3 > -1.503515
## PC8 > 2.293971
## PC21 > -0.248798
## PC100 <= -0.3878797
## -> class 2\|0 [0.708]
##
## Rule 58/172: (146.8/0.2, lift 10.9)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC21 <= 0.923757
## PC53 <= 1.158375
## PC56 > 0.003246585
## PC77 > -0.7400153
## -> class 2\|1 [0.992]
##
## Rule 58/173: (104.1, lift 10.9)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 2.254114
## PC10 > -0.07913769
## PC23 <= 0.5872701
## PC37 <= -0.360894
## PC52 > -0.4470362
## PC57 > 0.112213
## PC62 > -1.447016
## -> class 2\|1 [0.991]
##
## Rule 58/174: (73.4, lift 10.8)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > 0.6861098
## PC8 <= 2.293971
## PC11 > -1.782263
## PC20 > 0.1840227
## PC45 <= -0.01506644
## PC52 > -0.4470362
## PC87 <= 1.028044
## -> class 2\|1 [0.987]
##
## Rule 58/175: (75.4, lift 10.8)
## PC1 > -0.1905799
## PC3 <= 0.09497605
## PC8 > -3.941882
## PC9 <= 0.3627688
## PC44 > 0.800207
## PC71 <= -0.7803868
## -> class 2\|1 [0.987]
##
## Rule 58/176: (68.3, lift 10.8)
## PC2 <= 2.60032
## PC7 > 0.6015633
## PC8 > -0.1137233
## PC13 > -0.5247426
## PC19 <= 0.1785025
## PC21 <= 0.923757
## PC28 > 0.09373641
## PC75 > 0.06442624
## -> class 2\|1 [0.985]
##
## Rule 58/177: (56.6, lift 10.8)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC10 > -0.173114
## PC32 > 1.114577
## PC52 > -0.4470362
## PC88 <= 0.7801945
## -> class 2\|1 [0.983]
##
## Rule 58/178: (54.4, lift 10.8)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > 2.293971
## PC19 > -0.2086154
## PC21 <= 0.923757
## -> class 2\|1 [0.982]
##
## Rule 58/179: (50.5, lift 10.8)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC11 <= -0.4748538
## PC21 <= 0.923757
## -> class 2\|1 [0.981]
##
## Rule 58/180: (85.2/0.9, lift 10.7)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC20 > -0.4714027
## PC23 <= 1.596539
## PC29 > 0.2023901
## PC80 > -0.434621
## PC95 > -0.4946398
## -> class 2\|1 [0.978]
##
## Rule 58/181: (40.8, lift 10.7)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC32 > 1.114577
## PC88 <= 0.7801945
## PC95 <= 0.0163403
## -> class 2\|1 [0.977]
##
## Rule 58/182: (40.4, lift 10.7)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC4 > 0.3301347
## PC8 > -0.1137233
## -> class 2\|1 [0.976]
##
## Rule 58/183: (44.5/0.1, lift 10.7)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > 0.6861098
## PC8 <= 2.293971
## PC12 > -2.923698
## PC32 <= 1.114577
## PC57 <= 0.112213
## PC80 <= -0.6682129
## -> class 2\|1 [0.976]
##
## Rule 58/184: (210.3/5.2, lift 10.6)
## PC1 <= -0.1905799
## PC3 > -1.503515
## PC8 > 2.293971
## PC10 > -0.3837617
## PC12 <= 0.8479891
## PC19 > 0.1785025
## PC100 > -0.3878797
## -> class 2\|1 [0.971]
##
## Rule 58/185: (47/0.6, lift 10.6)
## PC2 <= -7.893059e-005
## PC4 <= 0.3301347
## PC8 > -0.1137233
## PC19 > -1.034346
## PC32 <= 1.114577
## PC57 <= 0.112213
## PC76 > -0.07297
## PC89 <= -0.1922626
## -> class 2\|1 [0.968]
##
## Rule 58/186: (67.6/1.2, lift 10.6)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC62 > 1.079711
## -> class 2\|1 [0.968]
##
## Rule 58/187: (139.3/3.8, lift 10.6)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 2.254114
## PC9 > -3.636808
## PC10 > -0.07913769
## PC23 <= 0.5872701
## PC52 > -0.4470362
## PC57 > 0.112213
## PC62 > -1.447016
## PC76 <= -0.07615
## PC79 <= 0.3512107
## -> class 2\|1 [0.966]
##
## Rule 58/188: (24.3, lift 10.6)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 0.6861098
## PC57 <= 0.112213
## PC76 > -0.07879007
## PC84 > 0.1535027
## PC84 <= 0.1802202
## -> class 2\|1 [0.962]
##
## Rule 58/189: (23.1, lift 10.5)
## PC8 > 2.293971
## PC9 <= -2.500879
## PC13 > -0.5247426
## PC21 <= 0.923757
## -> class 2\|1 [0.960]
##
## Rule 58/190: (22, lift 10.5)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC32 > 1.114577
## PC36 > 0.3689404
## -> class 2\|1 [0.958]
##
## Rule 58/191: (20.8, lift 10.5)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 0.6861098
## PC57 <= 0.112213
## PC100 > 1.488753
## -> class 2\|1 [0.956]
##
## Rule 58/192: (24.1/0.2, lift 10.5)
## PC2 <= -7.893059e-005
## PC4 <= 0.3301347
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC28 <= -0.1244157
## PC32 <= 1.114577
## PC76 > -0.07879007
## PC100 <= 1.488753
## -> class 2\|1 [0.955]
##
## Rule 58/193: (19.4, lift 10.5)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC34 > 1.066212
## PC47 <= -0.8940195
## -> class 2\|1 [0.953]
##
## Rule 58/194: (18.1, lift 10.4)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC3 <= -1.520556
## PC8 > -0.1137233
## PC20 > 0.1840227
## PC45 > -0.01506644
## -> class 2\|1 [0.950]
##
## Rule 58/195: (17.9, lift 10.4)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC3 <= -1.552025
## PC8 <= -0.1137233
## PC30 > 0.2204484
## PC43 > -1.484423
## -> class 2\|1 [0.950]
##
## Rule 58/196: (17.2, lift 10.4)
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC41 > 3.269326
## PC57 <= 0.112213
## PC76 > -0.07879007
## -> class 2\|1 [0.948]
##
## Rule 58/197: (129/6.1, lift 10.4)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 2.254114
## PC10 > -0.07913769
## PC23 <= 0.5872701
## PC35 <= 0.1117283
## PC57 > 0.112213
## PC79 <= 0.3512107
## -> class 2\|1 [0.946]
##
## Rule 58/198: (20.2/0.3, lift 10.3)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC19 <= 0.1785025
## PC20 <= -0.4714027
## PC21 > -0.248798
## -> class 2\|1 [0.942]
##
## Rule 58/199: (373.5/22.1, lift 10.3)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > 0.6861098
## PC8 <= 2.293971
## PC12 > -2.923698
## PC19 <= 3.291603
## PC20 <= 0.1840227
## PC32 <= 1.114577
## PC37 > -0.4407529
## PC42 > -0.8605924
## PC57 <= 0.112213
## -> class 2\|1 [0.939]
##
## Rule 58/200: (75.9/4.2, lift 10.2)
## PC1 <= -0.1905799
## PC8 > 2.293971
## PC18 <= -0.3415709
## PC20 > -0.4714027
## PC23 <= 1.596539
## -> class 2\|1 [0.933]
##
## Rule 58/201: (12.5, lift 10.2)
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC32 > 1.114577
## PC50 <= -0.2781067
## -> class 2\|1 [0.931]
##
## Rule 58/202: (15/0.3, lift 10.2)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC7 > 0.6015633
## PC8 > -0.1137233
## PC18 > 0.06038947
## PC19 <= 0.1785025
## PC21 <= 0.923757
## PC56 <= 0.003246585
## -> class 2\|1 [0.926]
##
## Rule 58/203: (117.9/8.1, lift 10.1)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC7 > 0.6015633
## PC18 <= 0.06038947
## PC21 <= 0.923757
## PC23 <= 1.596539
## PC59 > 0.3063912
## -> class 2\|1 [0.924]
##
## Rule 58/204: (140.7/10.5, lift 10.1)
## PC2 <= 2.60032
## PC8 > 0.6861098
## PC12 > -2.923698
## PC45 > -0.01506644
## PC57 <= 0.112213
## PC61 <= -0.7824197
## -> class 2\|1 [0.920]
##
## Rule 58/205: (50.1/3.6, lift 10.0)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC10 <= -0.119951
## PC19 > -1.161853
## PC32 <= 1.114577
## PC37 > -0.165005
## PC57 > 0.112213
## PC89 <= 0.3085241
## -> class 2\|1 [0.911]
##
## Rule 58/206: (9.2, lift 10.0)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC9 <= 0.3627688
## PC11 <= -0.4281766
## PC85 <= -0.4943444
## -> class 2\|1 [0.911]
##
## Rule 58/207: (13.4/0.4, lift 10.0)
## PC1 <= -0.1905799
## PC8 > 0.6861098
## PC20 > 0.1840227
## PC28 <= -0.07239529
## PC45 > -0.01506644
## PC80 > -0.6682129
## -> class 2\|1 [0.908]
##
## Rule 58/208: (9.9/0.2, lift 9.9)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 0.6861098
## PC57 <= 0.112213
## PC76 > -0.07879007
## PC76 <= -0.07297
## -> class 2\|1 [0.903]
##
## Rule 58/209: (63.2/5.3, lift 9.9)
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC11 > 2.091326
## PC19 <= 0.1785025
## PC21 > -0.248798
## PC23 <= 1.596539
## PC25 > -0.4771732
## PC52 > -0.4470362
## -> class 2\|1 [0.903]
##
## Rule 58/210: (16.6/0.8, lift 9.9)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC21 > 0.923757
## PC29 <= 0.2023901
## PC62 <= 1.079711
## PC80 <= -0.9005629
## -> class 2\|1 [0.901]
##
## Rule 58/211: (7.4, lift 9.7)
## PC29 <= 0.3448451
## PC30 > 0.2204484
## PC47 > -0.8940195
## PC77 <= -2.947826
## -> class 2\|1 [0.888]
##
## Rule 58/212: (6.7, lift 9.7)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 <= -0.1137233
## PC30 > 0.2204484
## PC100 > 3.559403
## -> class 2\|1 [0.885]
##
## Rule 58/213: (6.6, lift 9.7)
## PC2 <= 2.60032
## PC8 > -3.153274
## PC12 <= 5.398648
## PC43 <= -1.484423
## PC48 > 1.181405
## -> class 2\|1 [0.883]
##
## Rule 58/214: (113.1/16, lift 9.3)
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC25 > -0.4771732
## PC32 <= 1.114577
## PC76 > -0.07879007
## PC88 <= -0.2674662
## -> class 2\|1 [0.852]
##
## Rule 58/215: (30/3.9, lift 9.3)
## PC1 <= -0.1905799
## PC7 <= 0.6015633
## PC8 > 2.293971
## PC23 <= 1.596539
## -> class 2\|1 [0.848]
##
## Rule 58/216: (81.4/12, lift 9.3)
## PC4 <= 0.3301347
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC19 <= -1.034346
## PC25 > -0.4771732
## PC57 <= 0.112213
## PC76 > -0.07879007
## PC100 <= 1.488753
## -> class 2\|1 [0.844]
##
## Rule 58/217: (38.7/6.3, lift 9.0)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC12 > 5.398648
## -> class 2\|1 [0.820]
##
## Rule 58/218: (27.7/5.4, lift 8.6)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 <= -0.4534767
## PC33 > -0.8200422
## PC89 <= -0.4141996
## -> class 2\|1 [0.786]
##
## Rule 58/219: (33.8/6.9, lift 8.6)
## PC2 <= 2.60032
## PC7 > 0.6015633
## PC13 <= -0.5247426
## PC18 > -0.3415709
## PC21 > -0.248798
## PC29 <= 0.2023901
## -> class 2\|1 [0.780]
##
## Rule 58/220: (31.2/7.8, lift 8.1)
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC30 > 0.2204484
## PC38 > -1.617691
## PC43 > -1.484423
## PC87 <= -0.8287594
## -> class 2\|1 [0.735]
##
## Rule 58/221: (17.9/6, lift 7.1)
## PC1 <= -0.1905799
## PC2 > -7.893059e-005
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC10 <= -0.4266262
## PC37 <= 0.4334553
## PC52 > -0.4470362
## -> class 2\|1 [0.647]
##
## Rule 58/222: (85.1, lift 11.3)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC12 <= 2.149467
## PC60 <= 0.2196866
## PC62 > 0.7381178
## PC80 > -1.31705
## -> class 2\|2 [0.989]
##
## Rule 58/223: (81.2, lift 11.3)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC13 > -0.1167674
## PC35 > -1.833531
## PC56 > 0.3446369
## PC64 > -0.1545735
## PC65 <= 0.4447294
## PC84 <= 0.3616703
## -> class 2\|2 [0.988]
##
## Rule 58/224: (80.9, lift 11.3)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC16 <= 1.520959
## PC30 <= 0.2204484
## PC60 <= 0.2196866
## PC63 <= 0.1864378
## PC84 <= 0.3616703
## PC93 > 0.4485675
## -> class 2\|2 [0.988]
##
## Rule 58/225: (75.4, lift 11.2)
## PC1 > -0.1905799
## PC3 <= 0.09497605
## PC9 <= 0.3627688
## PC11 > -0.4281766
## PC11 <= 2.046466
## PC26 > -1.497802
## PC44 <= 0.800207
## PC85 <= -0.4943444
## PC87 <= 0.6978478
## -> class 2\|2 [0.987]
##
## Rule 58/226: (174.3/1.9, lift 11.2)
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC9 > 6.396509
## PC14 > -0.793741
## PC19 > -3.162206
## PC24 <= 1.39582
## PC30 <= 0.2204484
## PC31 <= 1.297428
## PC98 > -0.7850819
## -> class 2\|2 [0.984]
##
## Rule 58/227: (109.2/1.1, lift 11.2)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC12 <= 5.398648
## PC26 <= 3.38276
## PC30 <= 0.2204484
## PC35 > -1.833531
## PC60 <= 0.2196866
## PC61 <= 7.367667
## PC63 > 0.1864378
## PC84 <= 0.3616703
## -> class 2\|2 [0.981]
##
## Rule 58/228: (81.4/0.6, lift 11.2)
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC12 <= 2.149467
## PC16 <= 1.520959
## PC60 <= 0.2196866
## PC63 <= 0.1864378
## PC64 > -0.1545735
## PC65 <= 0.4447294
## PC80 > -1.31705
## PC90 <= -0.3582252
## PC93 <= 0.4485675
## -> class 2\|2 [0.981]
##
## Rule 58/229: (59.7/0.5, lift 11.1)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC12 <= 2.149467
## PC13 <= -0.1167674
## PC16 <= 1.520959
## PC30 <= 0.2204484
## PC60 <= 0.2196866
## PC63 <= 0.1864378
## PC64 > -0.1545735
## PC65 <= 0.4447294
## -> class 2\|2 [0.976]
##
## Rule 58/230: (36.6, lift 11.1)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC38 <= -1.617691
## PC43 > -1.484423
## -> class 2\|2 [0.974]
##
## Rule 58/231: (33.9, lift 11.1)
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC12 <= 2.149467
## PC30 <= 0.2204484
## PC56 <= 0.3446369
## PC62 <= 0.7381178
## PC64 > -0.1545735
## PC65 <= 0.4447294
## PC88 > 0.2277094
## PC93 <= 0.4485675
## -> class 2\|2 [0.972]
##
## Rule 58/232: (44.9/0.3, lift 11.1)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC12 <= 2.149467
## PC16 <= 1.520959
## PC30 <= 0.2204484
## PC45 > 0.2308589
## PC60 <= 0.2196866
## -> class 2\|2 [0.971]
##
## Rule 58/233: (24.1, lift 11.0)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC30 <= 0.2204484
## PC80 <= -1.31705
## PC84 <= 0.3616703
## PC93 <= 0.4485675
## -> class 2\|2 [0.962]
##
## Rule 58/234: (19.3, lift 10.9)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC9 <= 6.396509
## PC12 <= 5.398648
## PC25 <= 0.172761
## PC60 > 0.2196866
## PC68 <= -0.02032812
## PC75 > 0.5339503
## -> class 2\|2 [0.953]
##
## Rule 58/235: (21.8/0.3, lift 10.8)
## PC1 <= -0.1905799
## PC8 > 0.6861098
## PC8 <= 2.293971
## PC11 <= -1.782263
## PC20 > 0.1840227
## PC57 <= 0.112213
## -> class 2\|2 [0.946]
##
## Rule 58/236: (246.9/13.6, lift 10.7)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC6 <= 1.671606
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC43 <= -1.484423
## PC48 <= 1.181405
## PC60 <= 1.825348
## PC62 > -4.324138
## -> class 2\|2 [0.941]
##
## Rule 58/237: (12.7, lift 10.6)
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC52 > -0.4470362
## PC88 > 0.7801945
## -> class 2\|2 [0.932]
##
## Rule 58/238: (11.2, lift 10.5)
## PC1 <= -0.1905799
## PC3 > 0.3771049
## PC8 <= -0.1137233
## PC16 <= 1.520959
## PC60 <= 0.2196866
## PC64 > -0.1545735
## PC65 <= 0.4447294
## -> class 2\|2 [0.924]
##
## Rule 58/239: (25.2/1.3, lift 10.4)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 <= 2.293971
## PC20 <= 0.1840227
## PC25 > -0.4771732
## PC32 <= 1.114577
## PC42 <= -0.8605924
## PC57 <= 0.112213
## -> class 2\|2 [0.917]
##
## Rule 58/240: (209.9/20.2, lift 10.3)
## PC1 <= -0.1905799
## PC3 > -1.552025
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.1039929
## PC11 > -2.843719
## PC29 <= 0.3448451
## PC30 > 0.2204484
## PC34 <= 1.16749
## PC47 > -0.8940195
## PC77 > -2.947826
## PC87 > -0.8287594
## PC100 <= 3.559403
## -> class 2\|2 [0.900]
##
## Rule 58/241: (8.5, lift 10.2)
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC50 <= -1.099953
## PC52 > -0.4470362
## PC57 > 0.112213
## -> class 2\|2 [0.897]
##
## Rule 58/242: (107.9/10.7, lift 10.2)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC3 > -1.520556
## PC8 > 0.6861098
## PC8 <= 2.293971
## PC20 > 0.1840227
## PC28 > -0.07239529
## PC32 <= 1.114577
## PC45 > -0.01506644
## PC57 <= 0.112213
## PC61 > -0.7824197
## PC80 > -0.6682129
## -> class 2\|2 [0.893]
##
## Rule 58/243: (16.4/1.2, lift 10.0)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > 2.293971
## PC23 > 1.596539
## -> class 2\|2 [0.882]
##
## Rule 58/244: (5.9, lift 9.9)
## PC1 <= -0.1905799
## PC8 > 2.254114
## PC8 <= 2.293971
## PC32 <= 1.114577
## PC57 > 0.112213
## -> class 2\|2 [0.873]
##
## Rule 58/245: (51.5/6.8, lift 9.7)
## PC1 <= -1.988907
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC9 <= 6.396509
## PC25 <= 0.172761
## PC60 > 0.2196866
## PC75 > 0.5339503
## PC82 > -0.3561285
## -> class 2\|2 [0.855]
##
## Rule 58/246: (97.2/15.3, lift 9.5)
## PC1 <= -0.1905799
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC12 <= -2.923698
## PC32 <= 1.114577
## PC52 > -0.4470362
## PC57 <= 0.112213
## -> class 2\|2 [0.836]
##
## Rule 58/247: (14/1.6, lift 9.5)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC10 <= -0.07913769
## PC32 <= 1.114577
## PC57 > 0.112213
## PC89 > 0.3085241
## -> class 2\|2 [0.835]
##
## Rule 58/248: (24.3/3.8, lift 9.3)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC10 > -0.07913769
## PC23 <= 0.5872701
## PC35 > 0.1117283
## PC37 > -0.360894
## PC57 > 0.112213
## PC76 > -0.07615
## -> class 2\|2 [0.819]
##
## Rule 58/249: (454.7/101.1, lift 8.8)
## PC1 <= -0.1905799
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 0.6861098
## PC32 <= 1.114577
## PC57 <= 0.112213
## PC100 <= 1.488753
## -> class 2\|2 [0.776]
##
## Rule 58/250: (8.1/1.3, lift 8.8)
## PC2 <= -7.893059e-005
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC37 > -0.360894
## PC79 > 0.3512107
## -> class 2\|2 [0.770]
##
## Rule 58/251: (39.3/10, lift 8.4)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC12 <= 5.398648
## PC14 <= -0.9591961
## PC25 <= 0.172761
## PC30 <= 0.2204484
## PC60 > 0.2196866
## PC75 <= 0.5339503
## -> class 2\|2 [0.734]
##
## Rule 58/252: (38.8/12.1, lift 7.7)
## PC1 <= -0.1905799
## PC8 <= -3.153274
## PC38 > 0.138903
## PC64 > -0.2020136
## -> class 2\|2 [0.678]
##
## Rule 58/253: (102.3/37.8, lift 7.2)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -0.1137233
## PC8 <= 2.293971
## PC37 <= -0.4407529
## PC42 > -0.8605924
## PC52 > -0.4470362
## PC57 <= 0.112213
## -> class 2\|2 [0.628]
##
## Rule 58/254: (193.7/82.8, lift 6.5)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC25 > 0.172761
## PC29 <= 0.3448451
## PC60 > 0.2196866
## -> class 2\|2 [0.572]
##
## Rule 58/255: (155.4, lift 8.3)
## PC2 <= 2.60032
## PC8 <= -3.153274
## PC38 <= 0.138903
## PC83 <= 0.3663727
## PC93 > 0.4432856
## PC96 <= 0.2003265
## -> class 2\|3 [0.994]
##
## Rule 58/256: (134, lift 8.3)
## PC5 <= 2.054357
## PC8 <= -3.153274
## PC53 <= -0.6681173
## PC83 <= 0.3663727
## PC96 <= 0.2003265
## -> class 2\|3 [0.993]
##
## Rule 58/257: (121.1, lift 8.3)
## PC2 <= 2.60032
## PC8 <= -3.153274
## PC38 <= 0.138903
## PC44 <= 0.8354484
## PC45 > 0.1517099
## -> class 2\|3 [0.992]
##
## Rule 58/258: (153.3/0.5, lift 8.3)
## PC1 <= -0.1905799
## PC8 <= -3.153274
## PC9 <= 0.5689062
## PC24 > -0.1110386
## PC38 <= 0.138903
## PC77 <= 1.173019
## PC96 > 0.2003265
## -> class 2\|3 [0.990]
##
## Rule 58/259: (61, lift 8.2)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 <= -0.1137233
## PC31 <= 1.247197
## PC38 <= 0.138903
## PC44 <= 0.8354484
## PC59 <= -0.5666307
## PC80 > -0.7659971
## PC93 <= 0.4432856
## -> class 2\|3 [0.984]
##
## Rule 58/260: (56.5, lift 8.2)
## PC1 <= -0.1905799
## PC8 <= -3.153274
## PC31 > 1.247197
## PC38 <= 0.138903
## -> class 2\|3 [0.983]
##
## Rule 58/261: (53.5, lift 8.2)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC29 <= 0.3448451
## PC30 > 0.2204484
## PC34 <= 1.066212
## PC38 > -1.617691
## PC43 > -1.484423
## PC47 <= -0.8940195
## -> class 2\|3 [0.982]
##
## Rule 58/262: (59.8/0.2, lift 8.2)
## PC2 <= 2.60032
## PC8 <= -3.153274
## PC44 <= 0.8354484
## PC68 > 0.8611033
## PC75 > -0.04258429
## PC96 <= 0.2003265
## -> class 2\|3 [0.980]
##
## Rule 58/263: (145.3/2.6, lift 8.1)
## PC1 <= -0.1905799
## PC8 <= -3.153274
## PC38 <= 0.138903
## PC74 <= -0.8009616
## -> class 2\|3 [0.976]
##
## Rule 58/264: (112.4/1.8, lift 8.1)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC8 <= -3.941882
## PC44 <= 0.6906492
## PC89 > -0.3981536
## -> class 2\|3 [0.975]
##
## Rule 58/265: (165.5/3.2, lift 8.1)
## PC2 <= 2.60032
## PC8 <= -3.153274
## PC17 <= 0.9588872
## PC38 <= 0.138903
## PC44 <= 0.8354484
## PC68 <= 0.8611033
## PC80 > -0.7659971
## PC83 <= 0.3663727
## PC90 <= 0.33089
## PC97 <= 0.04705508
## PC98 > -0.3292939
## PC98 <= 0.5366434
## -> class 2\|3 [0.975]
##
## Rule 58/266: (33.9, lift 8.1)
## PC2 <= 2.60032
## PC8 <= -0.1137233
## PC9 <= 6.396509
## PC61 > 7.367667
## -> class 2\|3 [0.972]
##
## Rule 58/267: (31.1, lift 8.1)
## PC1 > -0.1905799
## PC8 <= -3.941882
## PC14 > 1.576791
## PC19 > -1.527043
## -> class 2\|3 [0.970]
##
## Rule 58/268: (80.9/1.8, lift 8.0)
## PC1 <= -0.1905799
## PC8 <= -3.153274
## PC22 <= -1.834077
## PC38 <= 0.138903
## -> class 2\|3 [0.966]
##
## Rule 58/269: (24.5, lift 8.0)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC9 <= 6.396509
## PC10 > -0.4534767
## PC25 > 0.172761
## PC30 <= 0.2204484
## PC49 > -0.07090369
## PC60 > 0.2196866
## -> class 2\|3 [0.962]
##
## Rule 58/270: (35.2/0.5, lift 8.0)
## PC1 <= 8.272938
## PC3 <= 0.09497605
## PC9 <= 0.3627688
## PC11 > 2.046466
## PC19 > -3.654649
## PC26 > -1.497802
## PC44 <= 0.800207
## PC85 <= -0.4943444
## -> class 2\|3 [0.960]
##
## Rule 58/271: (21.3, lift 8.0)
## PC2 <= 2.60032
## PC8 <= -3.153274
## PC43 <= -0.3508555
## PC83 > 0.3663727
## PC94 <= 0.8244115
## PC96 <= 0.2003265
## -> class 2\|3 [0.957]
##
## Rule 58/272: (103.7/3.9, lift 7.9)
## PC1 <= -0.1905799
## PC8 <= -3.153274
## PC74 > -0.8009616
## PC94 > 0.8244115
## -> class 2\|3 [0.954]
##
## Rule 58/273: (61/2.2, lift 7.9)
## PC1 <= -0.1905799
## PC8 <= -0.1137233
## PC9 <= 6.396509
## PC30 <= 0.2204484
## PC35 <= -1.833531
## PC43 > -1.484423
## PC84 <= 0.3616703
## -> class 2\|3 [0.950]
##
## Rule 58/274: (51.8/2.6, lift 7.8)
## PC8 <= -3.153274
## PC26 > 3.239936
## -> class 2\|3 [0.934]
##
## Rule 58/275: (81/5.1, lift 7.7)
## PC2 <= -2.567986
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC9 <= 6.396509
## PC14 > -0.9591961
## PC25 <= 0.172761
## PC30 <= 0.2204484
## PC60 > 0.2196866
## PC68 > 1.505965
## PC71 <= 0.6440126
## PC75 <= 0.5339503
## -> class 2\|3 [0.926]
##
## Rule 58/276: (65.3/5.5, lift 7.5)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 <= -0.1137233
## PC17 > 0.9588872
## PC22 > -1.834077
## -> class 2\|3 [0.903]
##
## Rule 58/277: (6.9, lift 7.4)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 <= -0.1137233
## PC24 > 1.39582
## PC30 <= 0.2204484
## -> class 2\|3 [0.888]
##
## Rule 58/278: (94.7/11.3, lift 7.3)
## PC1 <= -0.1905799
## PC8 <= -3.153274
## PC80 <= -0.7659971
## PC94 <= 0.8244115
## PC98 <= 0.5366434
## -> class 2\|3 [0.873]
##
## Rule 58/279: (18.5/1.7, lift 7.2)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC12 > -1.343814
## PC25 > 0.172761
## PC30 <= 0.2204484
## PC43 > -1.484423
## PC74 > 0.4559528
## -> class 2\|3 [0.867]
##
## Rule 58/280: (47.1/6.2, lift 7.1)
## PC1 > -0.1905799
## PC1 <= 8.272938
## PC3 <= 0.09497605
## PC8 > -3.941882
## PC9 <= 0.3627688
## PC19 > -3.654649
## PC26 > -1.497802
## PC44 <= 0.800207
## PC67 > -0.4050675
## PC85 > -0.4943444
## -> class 2\|3 [0.854]
##
## Rule 58/281: (25.8/5.1, lift 6.5)
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC11 <= -2.843719
## PC30 > 0.2204484
## -> class 2\|3 [0.780]
##
## Rule 58/282: (7870.7/5655.1, lift 2.3)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## -> class 2\|3 [0.282]
##
## Rule 58/283: (101.6, lift 20.5)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC8 <= -3.941882
## PC14 <= 1.576791
## PC44 > 0.6906492
## -> class 2\|4 [0.990]
##
## Rule 58/284: (28.2/1.1, lift 19.3)
## PC1 > -0.1905799
## PC2 <= 2.60032
## PC8 <= -3.941882
## PC89 <= -0.3981536
## -> class 2\|4 [0.929]
##
## Rule 58/285: (75/5.1, lift 19.1)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 <= -0.1137233
## PC9 <= 6.396509
## PC25 <= 0.172761
## PC43 > -1.484423
## PC58 > -1.093528
## PC68 > 1.505965
## PC71 > 0.6440126
## PC75 <= 0.5339503
## -> class 2\|4 [0.921]
##
## Rule 58/286: (16.6/1.2, lift 18.2)
## PC1 > -0.1905799
## PC3 <= 0.09497605
## PC19 > -3.654649
## PC26 > -1.497802
## PC44 <= 0.800207
## PC67 <= -0.4050675
## -> class 2\|4 [0.879]
##
## Rule 58/287: (22.8/2.1, lift 18.1)
## PC2 <= 2.60032
## PC8 <= -0.1137233
## PC12 <= 5.398648
## PC43 <= -1.484423
## PC62 <= -4.324138
## -> class 2\|4 [0.874]
##
## Rule 58/288: (18.4/2.1, lift 17.6)
## PC9 > 6.396509
## PC19 <= -3.162206
## PC43 > -1.484423
## -> class 2\|4 [0.850]
##
## Rule 58/289: (5.3/0.2, lift 17.2)
## PC1 > -0.264861
## PC1 <= -0.1905799
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC60 > 0.2196866
## -> class 2\|4 [0.831]
##
## Rule 58/290: (3.3, lift 16.8)
## PC1 <= -0.1905799
## PC6 > 1.671606
## PC8 <= -0.1137233
## PC43 <= -1.484423
## -> class 2\|4 [0.812]
##
## Rule 58/291: (26.6/8.5, lift 13.8)
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC9 <= 6.396509
## PC12 <= 5.398648
## PC30 <= 0.2204484
## PC58 <= -1.093528
## PC75 <= 0.5339503
## -> class 2\|4 [0.667]
##
## Rule 58/292: (16.2/5.6, lift 13.3)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC25 <= 0.172761
## PC29 > 0.2792483
## PC30 <= 0.2204484
## PC60 > 0.2196866
## PC75 <= 0.5339503
## -> class 2\|4 [0.639]
##
## Rule 58/293: (49.5/24, lift 10.7)
## PC1 <= -0.1905799
## PC2 <= 2.60032
## PC8 > -3.153274
## PC8 <= -0.1137233
## PC10 > -0.4534767
## PC29 > 0.3448451
## PC38 > -1.617691
## -> class 2\|4 [0.515]
##
## Rule 58/294: (1366.3/672.6, lift 10.5)
## PC1 <= -0.1905799
## PC8 <= -3.153274
## PC38 <= 0.138903
## -> class 2\|4 [0.508]
##
## Default class: 2\|3
##
## ----- Trial 59: -----
##
## Rules:
##
## Rule 59/1: (146.9, lift 16.2)
## PC13 > -5.756136
## PC18 > 2.129967
## PC22 > -0.4121532
## PC62 <= -1.128139
## PC63 <= 2.15753
## PC81 <= 1.26251
## PC87 <= 1.115035
## -> class 0\|0 [0.993]
##
## Rule 59/2: (108.7, lift 16.2)
## PC4 > -8.866914
## PC13 > -5.756136
## PC18 > 2.129967
## PC22 > -0.4121532
## PC23 > -1.065529
## PC31 > -0.2922627
## PC32 <= 0.6346551
## PC60 > -1.003207
## PC63 <= 2.15753
## PC82 > -0.3766571
## PC85 > -2.156856
## PC94 > 0.3929066
## -> class 0\|0 [0.990]
##
## Rule 59/3: (100.4, lift 16.2)
## PC2 > 2.5099
## PC4 > -8.866914
## PC18 > 2.129967
## PC22 > -0.4121532
## PC32 <= 0.6346551
## PC40 > 2.548591
## PC72 > -0.4636281
## PC85 > -2.156856
## -> class 0\|0 [0.990]
##
## Rule 59/4: (123.8/0.4, lift 16.2)
## PC4 > -8.866914
## PC13 <= 8.316996
## PC18 > 2.129967
## PC32 <= 0.6346551
## PC55 > -0.4851243
## PC63 <= 2.15753
## PC70 <= -1.098602
## PC81 <= 1.26251
## PC85 > -2.156856
## PC91 <= 2.867553
## -> class 0\|0 [0.989]
##
## Rule 59/5: (95, lift 16.1)
## PC4 > -8.866914
## PC17 > -0.1491582
## PC18 > 2.129967
## PC22 > -0.4121532
## PC31 > -0.2922627
## PC55 > -0.4851243
## PC59 > -1.884917
## PC59 <= -1.1322
## PC63 > -0.5601385
## -> class 0\|0 [0.989]
##
## Rule 59/6: (83.3, lift 16.1)
## PC2 > 2.5099
## PC14 <= 1.991589
## PC17 > -0.1491582
## PC22 > -0.4121532
## PC23 <= -1.065529
## PC31 > -0.2922627
## PC52 <= 0.001355744
## PC55 > -0.2046797
## PC63 > -0.5601385
## PC81 <= 1.26251
## -> class 0\|0 [0.988]
##
## Rule 59/7: (77.3, lift 16.1)
## PC13 > -5.756136
## PC18 > 2.129967
## PC22 > -0.4121532
## PC54 <= -1.027696
## PC70 > -1.098602
## PC81 <= 1.26251
## PC91 <= 2.867553
## -> class 0\|0 [0.987]
##
## Rule 59/8: (60, lift 16.1)
## PC4 > -8.866914
## PC13 <= 8.316996
## PC18 > 2.129967
## PC49 <= 0.5931662
## PC59 > -1.1322
## PC63 > -0.5601385
## PC63 <= 2.15753
## PC72 > -0.4636281
## PC83 > 0.4650484
## PC85 > -2.156856
## -> class 0\|0 [0.984]
##
## Rule 59/9: (53.6, lift 16.0)
## PC13 > -5.756136
## PC18 > 2.129967
## PC22 > -0.4121532
## PC40 <= 2.548591
## PC55 > -0.2046797
## PC59 > -1.884917
## PC63 > -0.5601385
## PC72 > -0.4636281
## PC81 <= 1.26251
## PC82 <= -0.3766571
## PC91 <= 2.867553
## -> class 0\|0 [0.982]
##
## Rule 59/10: (263/4.1, lift 16.0)
## PC4 > -8.866914
## PC13 <= 8.316996
## PC18 > 2.129967
## PC22 > -0.4121532
## PC32 > 0.6346551
## PC42 <= 0.7155671
## PC55 > -0.4851243
## PC63 <= 2.15753
## PC91 <= 2.867553
## -> class 0\|0 [0.981]
##
## Rule 59/11: (133.9/2.4, lift 15.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC14 > 0.5711954
## PC18 > -0.5964481
## PC18 <= 2.129967
## PC21 > -0.4086362
## PC22 > -0.4121532
## PC49 > 0.329904
## PC63 <= 0.877684
## PC64 <= 1.579792
## PC99 <= 0.4512788
## -> class 0\|0 [0.975]
##
## Rule 59/12: (23.6/0.2, lift 15.6)
## PC4 > -8.866914
## PC17 > -0.1491582
## PC17 <= 0.1195293
## PC18 > 2.129967
## PC22 <= 1.080411
## PC49 <= 0.5931662
## PC55 > -0.2046797
## PC94 <= 0.3929066
## -> class 0\|0 [0.954]
##
## Rule 59/13: (181.1/8, lift 15.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC14 > 0.5711954
## PC18 > -0.5964481
## PC21 > -0.4086362
## PC22 > -0.4121532
## PC32 > 0.6220104
## PC80 <= 0.4053224
## -> class 0\|0 [0.951]
##
## Rule 59/14: (15.9, lift 15.4)
## PC18 > 2.129967
## PC22 > -0.4121532
## PC45 > 1.876162
## PC49 <= 0.5931662
## PC63 > -0.5601385
## PC91 <= 2.867553
## PC94 <= 0.3929066
## -> class 0\|0 [0.944]
##
## Rule 59/15: (136.3/6.8, lift 15.4)
## PC8 <= 0.2325077
## PC13 <= 8.316996
## PC17 > -0.1491582
## PC18 > 2.129967
## PC22 > 1.080411
## PC49 <= 0.5931662
## PC63 <= 2.15753
## PC81 <= 1.26251
## PC85 > -2.156856
## PC91 <= 2.867553
## -> class 0\|0 [0.943]
##
## Rule 59/16: (13.7, lift 15.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC14 > 0.5711954
## PC18 > -0.5964481
## PC21 > -0.4086362
## PC24 > 2.500236
## PC49 <= 0.329904
## PC81 > -0.8726197
## -> class 0\|0 [0.936]
##
## Rule 59/17: (24.6/1, lift 15.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC13 <= 8.316996
## PC14 > 0.5711954
## PC21 > -0.4086362
## PC22 > -0.4121532
## PC49 <= 0.329904
## PC71 > 0.5953918
## PC80 <= 0.4053224
## -> class 0\|0 [0.926]
##
## Rule 59/18: (90.7/7.5, lift 14.8)
## PC8 > 0.2325077
## PC18 > 2.129967
## PC49 <= 0.5931662
## PC63 > -0.5551538
## PC72 > -0.4636281
## -> class 0\|0 [0.908]
##
## Rule 59/19: (542.7/112.1, lift 12.9)
## PC2 > 2.5099
## PC13 > -5.756136
## PC13 <= 8.316996
## PC18 > 2.129967
## PC22 > -0.4121532
## PC76 <= -0.4154288
## PC85 > -2.156856
## PC87 <= 1.115035
## -> class 0\|0 [0.792]
##
## Rule 59/20: (47.8/11.6, lift 12.2)
## PC2 > 2.5099
## PC18 > -0.5964481
## PC22 > -0.4121532
## PC42 <= -2.840336
## PC80 <= 0.4053224
## PC83 > -4.32544
## -> class 0\|0 [0.746]
##
## Rule 59/21: (21.8/5.1, lift 12.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.443306
## PC14 <= 0.5711954
## PC18 > -0.5964481
## PC18 <= 2.129967
## PC22 > -0.4121532
## PC80 <= 0.4053224
## PC87 <= 1.115035
## -> class 0\|0 [0.745]
##
## Rule 59/22: (10.9/3.8, lift 10.2)
## PC2 > 2.5099
## PC18 > -0.5964481
## PC72 > 0.2829138
## PC97 > 2.875754
## -> class 0\|0 [0.627]
##
## Rule 59/23: (48.4, lift 11.3)
## PC13 <= 8.316996
## PC18 > 2.129967
## PC32 <= 0.6346551
## PC55 <= -0.2046797
## PC59 > -1.1322
## PC62 > -1.128139
## PC63 > -0.5601385
## -> class 0\|1 [0.980]
##
## Rule 59/24: (81.6/0.7, lift 11.3)
## PC2 > 2.5099
## PC13 > -5.756136
## PC18 > 2.129967
## PC55 <= -0.4851243
## PC62 > -1.128139
## PC83 > -4.32544
## -> class 0\|1 [0.979]
##
## Rule 59/25: (43.9/0.3, lift 11.2)
## PC2 > 2.5099
## PC13 > -5.756136
## PC18 > 2.129967
## PC31 <= -0.2922627
## PC32 <= 0.6346551
## PC70 > -1.098602
## -> class 0\|1 [0.972]
##
## Rule 59/26: (95.4/1.8, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC10 <= 3.627856
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC44 > 0.7241517
## PC57 > 0.02296613
## -> class 0\|1 [0.971]
##
## Rule 59/27: (26.1/0.2, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > 0.6110314
## PC18 <= -0.5964481
## PC55 > 0.8780612
## -> class 0\|1 [0.958]
##
## Rule 59/28: (162.3/5.8, lift 11.1)
## PC4 > -8.866914
## PC5 > -0.7434009
## PC8 <= 0.2325077
## PC17 > 0.1195293
## PC18 > 2.129967
## PC22 <= 1.080411
## PC23 > -1.065529
## PC32 <= 0.6346551
## PC40 <= 2.548591
## PC45 <= 1.876162
## PC54 > -1.027696
## PC55 > -0.1726036
## PC59 > -1.1322
## PC62 > -1.128139
## PC63 > -0.5601385
## PC64 > -0.545521
## PC82 > -0.3766571
## PC83 <= 0.4650484
## PC94 <= 0.3929066
## -> class 0\|1 [0.958]
##
## Rule 59/29: (45.5/1, lift 11.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 <= -0.7657071
## PC15 > -1.113114
## PC18 > -1.133595
## PC18 <= -0.5964481
## -> class 0\|1 [0.957]
##
## Rule 59/30: (68.1/2.4, lift 11.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -1.113114
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC43 <= -0.6974066
## PC51 <= 0.8349105
## -> class 0\|1 [0.951]
##
## Rule 59/31: (18.1, lift 11.0)
## PC13 > -5.756136
## PC18 > 2.129967
## PC22 > -0.4121532
## PC63 > 2.15753
## -> class 0\|1 [0.950]
##
## Rule 59/32: (7.9, lift 10.4)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC44 <= 0.7241517
## PC78 > 1.82709
## -> class 0\|1 [0.899]
##
## Rule 59/33: (23.2/2.1, lift 10.1)
## PC18 <= -0.5964481
## PC55 <= 0.8780612
## PC78 > 2.983765
## PC79 > -0.2976363
## PC90 <= 6.432059
## -> class 0\|1 [0.875]
##
## Rule 59/34: (16.3/4.1, lift 8.3)
## PC10 <= -7.383991
## PC18 > -1.133595
## PC18 <= -0.5964481
## -> class 0\|1 [0.720]
##
## Rule 59/35: (36.7/12.7, lift 7.5)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -1.630364
## PC18 <= -0.5964481
## -> class 0\|1 [0.645]
##
## Rule 59/36: (3525.4/1975.3, lift 5.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.5964481
## -> class 0\|1 [0.440]
##
## Rule 59/37: (67.9, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -1.133595
## PC20 > -3.048295
## PC27 <= 1.127495
## PC40 > -0.6852496
## PC42 > -0.792168
## PC48 <= 0.5645761
## PC49 > 0.6032343
## PC59 <= 1.000544
## PC61 > -0.5067793
## -> class 0\|2 [0.986]
##
## Rule 59/38: (70.9, lift 10.4)
## PC4 > 9.305666
## PC18 <= -1.133595
## PC78 <= 2.983765
## -> class 0\|2 [0.986]
##
## Rule 59/39: (61.5, lift 10.3)
## PC18 > -2.15512
## PC18 <= -1.133595
## PC30 > 1.501975
## PC42 <= 2.424541
## PC67 <= -0.03333272
## PC78 <= 2.983765
## -> class 0\|2 [0.984]
##
## Rule 59/40: (109/1, lift 10.3)
## PC4 <= -5.538404
## PC18 > -2.15512
## PC18 <= -1.133595
## PC30 <= 1.501975
## PC33 <= 3.81264
## PC42 <= 2.424541
## PC93 > -1.393364
## -> class 0\|2 [0.982]
##
## Rule 59/41: (43.8, lift 10.3)
## PC4 <= -8.261679
## PC18 <= -0.5964481
## PC31 > -0.341062
## -> class 0\|2 [0.978]
##
## Rule 59/42: (68.1/0.5, lift 10.3)
## PC13 <= 1.393533
## PC18 <= -2.15512
## PC30 > -1.22145
## PC33 <= 3.81264
## PC36 <= 0.04311988
## PC55 <= 0.8780612
## PC63 > 0.8242726
## PC78 <= 2.983765
## PC94 > -0.5126175
## PC100 > -0.4841824
## -> class 0\|2 [0.978]
##
## Rule 59/43: (41.8, lift 10.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= -0.1113895
## PC18 > -0.5964481
## PC83 > -4.32544
## PC87 > 1.115035
## -> class 0\|2 [0.977]
##
## Rule 59/44: (36.3, lift 10.2)
## PC4 <= -7.023084
## PC8 <= 0.06090475
## PC18 <= -0.5964481
## PC57 > 0.5942891
## -> class 0\|2 [0.974]
##
## Rule 59/45: (34, lift 10.2)
## PC2 > 2.5099
## PC6 > -1.630364
## PC18 <= -1.133595
## PC41 > 0.5409865
## PC55 <= 0.8780612
## -> class 0\|2 [0.972]
##
## Rule 59/46: (139.5/3.2, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -1.133595
## PC20 > -3.048295
## PC27 <= 1.127495
## PC40 > -0.6852496
## PC42 > -0.792168
## PC46 <= 0.05418438
## PC59 <= 1.000544
## PC70 <= 3.030624
## -> class 0\|2 [0.971]
##
## Rule 59/47: (31.7, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > 1.136193
## PC18 <= -0.5964481
## PC31 > -0.341062
## PC94 > -0.5126175
## PC100 > -0.4841824
## -> class 0\|2 [0.970]
##
## Rule 59/48: (31.7, lift 10.2)
## PC6 > -1.630364
## PC18 <= -2.15512
## PC26 > 1.475225
## PC94 > -0.5126175
## PC100 > -0.4841824
## -> class 0\|2 [0.970]
##
## Rule 59/49: (59.7/0.8, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.5964481
## PC18 <= 2.129967
## PC22 > -0.4121532
## PC35 > -0.2967602
## PC47 <= 4.410915
## PC56 > -0.499703
## PC80 > 0.4053224
## -> class 0\|2 [0.970]
##
## Rule 59/50: (150.8/3.9, lift 10.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC12 > -1.313747
## PC16 <= 2.936707
## PC18 <= -1.133595
## PC31 <= -0.341062
## PC50 <= 1.147097
## PC55 <= 0.8780612
## PC68 > -1.283946
## -> class 0\|2 [0.968]
##
## Rule 59/51: (97.9/2.2, lift 10.2)
## PC18 > -2.15512
## PC18 <= -0.5964481
## PC20 > -3.048295
## PC29 <= -0.1607074
## PC40 > -0.6852496
## PC42 > -0.792168
## PC47 > -0.3001556
## PC71 > -0.2927748
## PC72 > -0.2826857
## PC80 > -0.1993978
## PC82 > -0.3053165
## PC99 > -0.8717425
## -> class 0\|2 [0.968]
##
## Rule 59/52: (34.9/0.3, lift 10.1)
## PC7 > 0.1513615
## PC13 > 8.316996
## PC18 > -0.5964481
## PC22 > -0.4121532
## -> class 0\|2 [0.966]
##
## Rule 59/53: (64.7/1.4, lift 10.1)
## PC18 > -4.608905
## PC18 <= -1.133595
## PC31 > -0.341062
## PC33 > 3.81264
## PC50 > 0.06868839
## -> class 0\|2 [0.965]
##
## Rule 59/54: (26.4, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 <= -0.318032
## PC18 > -0.5964481
## PC22 <= -0.4121532
## PC51 > 1.219611
## PC72 <= 0.2829138
## -> class 0\|2 [0.965]
##
## Rule 59/55: (66.3/1.6, lift 10.1)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 <= 0.06090475
## PC15 <= 1.136193
## PC18 <= -0.5964481
## PC21 <= -0.7579204
## PC34 > -2.005144
## PC63 <= 0.8242726
## PC91 > -0.7195712
## -> class 0\|2 [0.962]
##
## Rule 59/56: (24.5, lift 10.1)
## PC4 <= -7.023084
## PC17 <= -0.973405
## PC55 <= 0.8780612
## PC57 <= 0.5942891
## PC61 <= -0.3203616
## -> class 0\|2 [0.962]
##
## Rule 59/57: (20.5, lift 10.0)
## PC18 > -2.15512
## PC18 <= -0.5964481
## PC40 <= -0.6852496
## PC41 <= 0.5409865
## PC79 > 1.362164
## -> class 0\|2 [0.955]
##
## Rule 59/58: (71.9/2.3, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -2.15512
## PC18 <= -1.133595
## PC40 > -0.6852496
## PC55 <= 0.8780612
## PC61 <= -0.5067793
## PC66 <= 1.586335
## PC99 > -0.8717425
## -> class 0\|2 [0.955]
##
## Rule 59/59: (76.1/2.5, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5711954
## PC18 > -0.5964481
## PC18 <= 2.129967
## PC22 > -0.4121532
## PC59 <= -1.22633
## PC83 > -4.32544
## PC85 > -2.156856
## -> class 0\|2 [0.955]
##
## Rule 59/60: (19.2, lift 10.0)
## PC6 > -1.630364
## PC18 > -2.15512
## PC18 <= -1.133595
## PC40 <= -0.6852496
## PC42 <= 2.424541
## PC61 > 0.8467805
## -> class 0\|2 [0.953]
##
## Rule 59/61: (165.8/7.1, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC7 > -0.7657071
## PC10 > -7.383991
## PC15 > -1.113114
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC28 <= 3.778366
## PC43 > -0.6974066
## PC44 <= 0.7241517
## PC51 <= 0.8349105
## PC68 > -0.5772144
## PC78 <= 1.82709
## PC89 > -0.7498393
## -> class 0\|2 [0.952]
##
## Rule 59/62: (18.3, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC11 > 0.3006447
## PC55 <= 0.8780612
## PC78 <= 2.983765
## PC98 <= 1.110772
## -> class 0\|2 [0.951]
##
## Rule 59/63: (18.1, lift 10.0)
## PC4 > -5.538404
## PC18 > -2.15512
## PC29 <= -3.066861
## PC30 <= 1.501975
## PC40 <= -0.6852496
## -> class 0\|2 [0.950]
##
## Rule 59/64: (49.1/1.7, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.5964481
## PC22 <= -0.4121532
## PC42 > 1.231999
## PC72 <= 0.2829138
## PC82 <= 1.533132
## PC93 <= 0.7820264
## -> class 0\|2 [0.948]
##
## Rule 59/65: (37/1, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= 0.208214
## PC17 > 0.677205
## PC18 > -0.5964481
## PC22 <= -0.4121532
## PC72 > 0.2829138
## PC83 > -4.32544
## PC97 <= 2.875754
## -> class 0\|2 [0.948]
##
## Rule 59/66: (42.2/1.3, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= 0.208214
## PC18 > -0.5964481
## PC22 <= -0.4121532
## PC26 > 0.128598
## PC47 <= 4.410915
## PC72 > 0.2829138
## PC72 <= 0.6737435
## -> class 0\|2 [0.947]
##
## Rule 59/67: (16, lift 9.9)
## PC3 > 0.6246755
## PC3 <= 1.640775
## PC6 > -1.630364
## PC18 <= -0.5964481
## PC55 <= 0.8780612
## PC56 <= -0.2658059
## PC90 <= 6.432059
## -> class 0\|2 [0.945]
##
## Rule 59/68: (53.2/2.1, lift 9.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC8 > 0.06090475
## PC18 <= -2.15512
## PC31 > -0.341062
## PC56 > -0.2658059
## PC63 <= 0.8242726
## PC98 <= 1.110772
## -> class 0\|2 [0.945]
##
## Rule 59/69: (16.3, lift 9.9)
## PC2 > 2.5099
## PC6 <= -0.318032
## PC18 > -0.5964481
## PC22 <= -0.4121532
## PC39 <= -1.981903
## PC47 <= 4.410915
## PC72 <= 0.2829138
## PC93 <= 0.7820264
## -> class 0\|2 [0.945]
##
## Rule 59/70: (19.5/0.3, lift 9.9)
## PC2 > 2.5099
## PC13 <= 8.316996
## PC18 > -0.5964481
## PC18 <= 2.129967
## PC22 > -0.4121532
## PC39 <= -1.568343
## PC47 <= 4.410915
## -> class 0\|2 [0.942]
##
## Rule 59/71: (13.4, lift 9.8)
## PC5 <= -0.4823957
## PC6 > -1.630364
## PC18 <= -1.133595
## PC30 <= 1.501975
## PC40 <= -0.6852496
## PC55 <= 0.8780612
## -> class 0\|2 [0.935]
##
## Rule 59/72: (32.2/1.2, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC16 <= 2.936707
## PC18 > -2.15512
## PC18 <= -0.5964481
## PC40 <= -0.6852496
## PC95 > 0.9253113
## -> class 0\|2 [0.935]
##
## Rule 59/73: (18.5/0.4, lift 9.8)
## PC6 > -1.630364
## PC18 <= -2.15512
## PC30 > -3.442168
## PC33 <= 3.81264
## PC56 > -0.2658059
## PC57 <= -1.258103
## PC91 > -0.7195712
## PC94 > -0.5126175
## PC100 > -0.4841824
## -> class 0\|2 [0.932]
##
## Rule 59/74: (21.1/0.6, lift 9.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC44 > 0.7241517
## PC57 <= 0.02296613
## -> class 0\|2 [0.931]
##
## Rule 59/75: (27.9/1.2, lift 9.7)
## PC15 <= 1.136193
## PC18 <= -2.15512
## PC30 <= -3.442168
## PC56 > -0.2456043
## PC91 > -0.7195712
## PC98 <= 1.110772
## PC100 > -0.4841824
## -> class 0\|2 [0.927]
##
## Rule 59/76: (11, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 > -0.973405
## PC18 <= -2.15512
## PC56 > -0.2658059
## PC57 > -1.258103
## PC91 > -0.7195712
## PC100 > -0.4841824
## -> class 0\|2 [0.923]
##
## Rule 59/77: (11, lift 9.7)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC14 <= 0.5711954
## PC18 > -0.5964481
## PC18 <= 2.129967
## PC21 > 0.6288067
## -> class 0\|2 [0.923]
##
## Rule 59/78: (11.9/0.1, lift 9.7)
## PC8 <= 0.06090475
## PC18 <= -1.133595
## PC33 <= 3.81264
## PC34 > -2.005144
## PC73 > -0.9485697
## PC90 <= -1.057739
## PC91 > -0.7195712
## PC94 > -0.5126175
## PC98 <= 1.110772
## PC100 > -0.4841824
## -> class 0\|2 [0.920]
##
## Rule 59/79: (29.8/2.4, lift 9.4)
## PC6 > -1.630364
## PC16 <= 2.936707
## PC18 <= -2.15512
## PC28 <= -3.304819
## PC31 > -0.341062
## PC78 <= 2.983765
## -> class 0\|2 [0.892]
##
## Rule 59/80: (86.6/10, lift 9.2)
## PC2 > 2.5099
## PC5 > -0.7001408
## PC6 <= -0.318032
## PC18 > -0.5964481
## PC18 <= 0.4257587
## PC22 <= -0.4121532
## PC24 > 0.7483019
## PC42 <= 1.231999
## PC53 > -1.511942
## PC93 <= 0.7820264
## PC94 > -1.94537
## -> class 0\|2 [0.876]
##
## Rule 59/81: (29.4/3.3, lift 9.1)
## PC2 > 2.5099
## PC18 > -0.5964481
## PC22 <= -0.4121532
## PC72 <= 0.2829138
## PC94 <= -1.94537
## -> class 0\|2 [0.864]
##
## Rule 59/82: (124.4/17.6, lift 9.0)
## PC2 > 2.5099
## PC6 > -1.443306
## PC14 <= 0.5711954
## PC18 > -0.5964481
## PC18 <= 2.129967
## PC22 > -0.4121532
## PC47 <= 4.410915
## PC79 > 0.6355769
## PC85 > -2.156856
## -> class 0\|2 [0.853]
##
## Rule 59/83: (80.8/12.3, lift 8.8)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 <= -0.5964481
## PC55 <= 0.8780612
## PC56 > -0.2658059
## PC57 <= 0.7607636
## PC73 > -0.9485697
## PC90 > -1.057739
## PC91 > -0.7195712
## PC94 > -0.5126175
## PC97 > 0.6084423
## PC98 <= 1.110772
## -> class 0\|2 [0.839]
##
## Rule 59/84: (43.6/6.8, lift 8.7)
## PC13 <= -5.756136
## PC18 > -0.5964481
## PC47 <= 4.410915
## PC83 > -4.32544
## PC85 > -2.156856
## -> class 0\|2 [0.830]
##
## Rule 59/85: (31.8/5.8, lift 8.4)
## PC2 > 2.5099
## PC18 <= -0.5964481
## PC34 > -2.005144
## PC56 > -0.2658059
## PC56 <= -0.2456043
## PC94 > -0.5126175
## PC100 > -0.4841824
## -> class 0\|2 [0.798]
##
## Rule 59/86: (21.6/4.1, lift 8.2)
## PC6 > -1.630364
## PC18 <= -2.15512
## PC34 <= -2.005144
## PC55 <= 0.8780612
## PC63 <= 0.8242726
## PC73 > -0.9485697
## PC98 <= 1.110772
## -> class 0\|2 [0.785]
##
## Rule 59/87: (28.8/5.7, lift 8.2)
## PC18 <= -2.15512
## PC31 > -0.341062
## PC55 <= 0.8780612
## PC73 <= -0.9485697
## PC94 > -0.5126175
## PC98 <= 1.110772
## -> class 0\|2 [0.782]
##
## Rule 59/88: (50.4/15.9, lift 7.1)
## PC2 > 2.5099
## PC18 > -0.5964481
## PC20 <= 4.07268
## PC22 <= -0.4121532
## PC47 <= 4.410915
## PC72 <= 0.2829138
## PC93 > 0.7820264
## -> class 0\|2 [0.677]
##
## Rule 59/89: (126.3, lift 11.4)
## PC2 > 2.5099
## PC4 > -5.538404
## PC4 <= 9.305666
## PC18 <= -1.133595
## PC27 <= 1.127495
## PC30 <= 1.501975
## PC42 <= 2.424541
## PC46 > 0.05418438
## PC61 > -0.5067793
## PC80 <= -0.1993978
## -> class 0\|3 [0.992]
##
## Rule 59/90: (48.5, lift 11.3)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -0.5964481
## PC47 > 4.410915
## -> class 0\|3 [0.980]
##
## Rule 59/91: (61.8/1, lift 11.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 <= -1.113114
## PC18 > -1.133595
## PC18 <= -0.5964481
## -> class 0\|3 [0.969]
##
## Rule 59/92: (55.1/1.3, lift 11.1)
## PC4 <= 9.305666
## PC18 <= -1.133595
## PC31 > -0.341062
## PC33 <= 3.81264
## PC42 > 2.424541
## PC91 > -5.525578
## -> class 0\|3 [0.960]
##
## Rule 59/93: (56.2/1.9, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC17 <= 0.677205
## PC18 > -0.5964481
## PC22 <= -0.4121532
## PC72 > 0.6737435
## PC83 > -4.32544
## -> class 0\|3 [0.951]
##
## Rule 59/94: (28.7/0.6, lift 10.9)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC15 > -1.113114
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC44 <= 0.7241517
## PC68 <= -0.5772144
## -> class 0\|3 [0.950]
##
## Rule 59/95: (10.4, lift 10.6)
## PC10 > 3.627856
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC44 > 0.7241517
## PC57 > 0.02296613
## -> class 0\|3 [0.920]
##
## Rule 59/96: (7.9, lift 10.4)
## PC2 <= 2.5099
## PC9 > -1.926722
## PC10 <= -0.7595807
## PC63 <= -0.6014205
## -> class 0\|3 [0.899]
##
## Rule 59/97: (52.2/4.9, lift 10.3)
## PC13 > 8.316996
## PC47 > 0.6174723
## -> class 0\|3 [0.892]
##
## Rule 59/98: (83.9/10.1, lift 10.0)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC9 <= 0.208214
## PC17 <= 0.677205
## PC18 > -0.5964481
## PC22 <= -0.4121532
## PC26 <= 0.128598
## PC72 > 0.2829138
## -> class 0\|3 [0.871]
##
## Rule 59/99: (39/4.5, lift 10.0)
## PC2 > 2.5099
## PC18 > -0.5964481
## PC83 <= -4.32544
## -> class 0\|3 [0.866]
##
## Rule 59/100: (4.6, lift 9.8)
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC28 > 3.778366
## -> class 0\|3 [0.848]
##
## Rule 59/101: (42.6/6.4, lift 9.6)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC44 <= 0.7241517
## PC51 <= 0.8349105
## PC89 <= -0.7498393
## -> class 0\|3 [0.834]
##
## Rule 59/102: (35/6.4, lift 9.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC18 > -1.133595
## PC18 <= -0.5964481
## PC44 <= 0.7241517
## PC51 > 0.8349105
## -> class 0\|3 [0.799]
##
## Rule 59/103: (2550.6/1175.3, lift 6.2)
## PC2 > 2.5099
## PC3 <= 1.640775
## PC6 > -1.630364
## PC18 <= -1.133595
## -> class 0\|3 [0.539]
##
## Rule 59/104: (468.6, lift 15.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC10 <= 1.042261
## PC11 <= 1.156562
## PC16 <= -2.43446
## PC31 > -1.148283
## PC59 <= 0.2921529
## PC63 <= 1.430998
## PC86 <= 0.2279873
## PC91 > -0.5109994
## -> class 1\|0 [0.998]
##
## Rule 59/105: (346.6/0.9, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= 4.562058
## PC10 > -0.7595807
## PC16 <= -1.57082
## PC21 <= 0.9767466
## PC31 > -1.148283
## PC63 > -0.5371126
## PC63 <= 1.430998
## PC68 > -1.754716
## PC86 <= 0.2279873
## PC91 > -0.5109994
## -> class 1\|0 [0.995]
##
## Rule 59/106: (152.8, lift 15.2)
## PC6 <= -3.303845
## PC11 <= -2.309642
## -> class 1\|0 [0.994]
##
## Rule 59/107: (145.9, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 <= 1.042261
## PC11 <= 1.156562
## PC16 <= -1.57082
## PC21 <= 0.9767466
## PC38 <= -0.2819698
## PC59 <= 0.2921529
## -> class 1\|0 [0.993]
##
## Rule 59/108: (117.2, lift 15.2)
## PC1 > -0.430681
## PC14 <= -1.848327
## PC94 <= -0.114962
## -> class 1\|0 [0.992]
##
## Rule 59/109: (129.7, lift 15.2)
## PC1 > -0.430681
## PC1 <= 0.6041246
## PC2 <= 2.5099
## PC10 > -0.7595807
## PC10 <= -0.3454105
## PC16 <= 0.1122229
## PC21 <= 0.9767466
## -> class 1\|0 [0.992]
##
## Rule 59/110: (114.5/0.3, lift 15.1)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC10 <= 1.042261
## PC16 <= -1.57082
## PC19 > 1.887673
## PC86 > 0.2510369
## PC91 > -0.5109994
## -> class 1\|0 [0.989]
##
## Rule 59/111: (20.6, lift 14.6)
## PC1 > -0.430681
## PC10 > -0.7595807
## PC15 <= -2.153941
## PC16 > -1.57082
## PC16 <= 0.1122229
## PC21 <= 0.9767466
## -> class 1\|0 [0.956]
##
## Rule 59/112: (19.7, lift 14.6)
## PC1 > -0.430681
## PC9 > 0.2649656
## PC21 > 0.9767466
## -> class 1\|0 [0.954]
##
## Rule 59/113: (46.6/1.4, lift 14.5)
## PC5 <= 12.1829
## PC9 > 1.410214
## PC10 <= 1.042261
## PC11 <= 1.156562
## PC16 <= -1.57082
## PC59 > 0.2921529
## -> class 1\|0 [0.951]
##
## Rule 59/114: (16.8, lift 14.5)
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC22 > 0.1960181
## PC44 > 0.8476839
## PC86 <= 0.5585483
## PC98 > 0.04432501
## -> class 1\|0 [0.947]
##
## Rule 59/115: (188.3/16.9, lift 13.9)
## PC1 > 12.83934
## PC6 <= -3.303845
## PC21 <= 0.9767466
## PC98 <= 0.353467
## -> class 1\|0 [0.906]
##
## Rule 59/116: (507.4/223.5, lift 8.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC16 <= 0.4291682
## PC22 > 0.1960181
## PC86 <= 0.5585483
## -> class 1\|0 [0.559]
##
## Rule 59/117: (118.5, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC9 <= 1.410214
## PC10 <= 1.042261
## PC16 <= -1.57082
## PC21 <= 0.9767466
## PC59 > 0.2921529
## -> class 1\|1 [0.992]
##
## Rule 59/118: (149.8/0.2, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC22 > -2.209921
## PC22 <= 0.1960181
## PC50 > -0.1767377
## -> class 1\|1 [0.992]
##
## Rule 59/119: (99, lift 14.9)
## PC5 > 12.1829
## PC16 <= -1.57082
## PC88 > -0.1014291
## -> class 1\|1 [0.990]
##
## Rule 59/120: (87.7, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC22 > 0.1960181
## PC39 <= 0.7608961
## PC44 <= 0.8476839
## PC52 > -0.5282045
## PC85 > -0.2170425
## PC98 > 0.04432501
## -> class 1\|1 [0.989]
##
## Rule 59/121: (79.7, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC8 > -3.620445
## PC16 <= 0.4291682
## PC33 <= -0.5413352
## -> class 1\|1 [0.988]
##
## Rule 59/122: (74, lift 14.9)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC6 <= -3.303845
## PC11 > -2.309642
## PC98 > 0.353467
## -> class 1\|1 [0.987]
##
## Rule 59/123: (76.5, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC22 > 0.1960181
## PC47 <= -0.295758
## -> class 1\|1 [0.987]
##
## Rule 59/124: (77.4, lift 14.9)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC22 > 0.1960181
## PC86 > 0.5585483
## -> class 1\|1 [0.987]
##
## Rule 59/125: (115.2/0.6, lift 14.8)
## PC1 > -0.430681
## PC1 <= 0.6041246
## PC3 > -0.078421
## PC6 > -3.303845
## PC10 > -0.3454105
## PC15 > -2.153941
## PC16 > -1.57082
## PC16 <= 0.1122229
## PC21 <= 0.9767466
## -> class 1\|1 [0.986]
##
## Rule 59/126: (70.9, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC9 <= -0.7362697
## PC16 <= 0.4291682
## PC39 > -0.09906762
## PC51 <= 0.9249719
## PC70 <= 1.17918
## PC80 > 0.09496262
## -> class 1\|1 [0.986]
##
## Rule 59/127: (65.9, lift 14.8)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC11 <= 1.156562
## PC16 <= -1.57082
## PC19 <= 1.887673
## PC38 > -0.2819698
## PC86 > 0.2279873
## -> class 1\|1 [0.985]
##
## Rule 59/128: (62.3, lift 14.8)
## PC1 > -0.430681
## PC5 <= 12.1829
## PC11 <= 1.156562
## PC16 <= -1.57082
## PC91 <= -0.5109994
## -> class 1\|1 [0.984]
##
## Rule 59/129: (67.5/0.2, lift 14.8)
## PC2 > 2.5099
## PC8 <= -3.620445
## PC16 <= 0.4291682
## PC22 > 0.1960181
## -> class 1\|1 [0.983]
##
## Rule 59/130: (57.7, lift 14.8)
## PC3 > 1.640775
## PC12 <= -0.07172547
## PC22 > 0.1960181
## PC45 <= -0.4375444
## PC70 <= 1.17918
## PC80 > 0.09496262
## -> class 1\|1 [0.983]
##
## Rule 59/131: (50.8, lift 14.8)
## PC2 > 2.5099
## PC3 > 1.640775
## PC12 > -0.07172547
## PC16 <= 0.4291682
## -> class 1\|1 [0.981]
##
## Rule 59/132: (72.6/1.3, lift 14.6)
## PC3 > 1.640775
## PC8 > -3.620445
## PC12 <= -0.07172547
## PC16 <= 0.4291682
## PC22 > 0.1960181
## PC39 <= -0.09906762
## -> class 1\|1 [0.970]
##
## Rule 59/133: (61.3/1, lift 14.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC15 > -0.7574617
## PC55 <= -0.5734197
## -> class 1\|1 [0.969]
##
## Rule 59/134: (29.6, lift 14.6)
## PC1 > 7.712098
## PC3 <= -0.078421
## PC6 > -3.303845
## PC10 > -0.7595807
## PC16 > -1.57082
## PC19 > -2.100959
## -> class 1\|1 [0.968]
##
## Rule 59/135: (98.7/3.2, lift 14.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 > -0.7798213
## PC10 > 1.042261
## PC16 <= -1.57082
## PC44 > -1.972712
## -> class 1\|1 [0.959]
##
## Rule 59/136: (28.8/0.6, lift 14.3)
## PC1 > -0.430681
## PC3 > -0.078421
## PC5 <= 5.305017
## PC6 > -3.303845
## PC10 > -0.7595807
## PC16 > -1.57082
## PC77 <= -0.05441514
## PC90 <= -0.1695758
## -> class 1\|1 [0.950]
##
## Rule 59/137: (14.2, lift 14.1)
## PC1 > -0.430681
## PC3 > -0.078421
## PC16 <= 0.1122229
## PC65 > 0.4342718
## PC91 <= -0.5426249
## -> class 1\|1 [0.938]
##
## Rule 59/138: (49.3/2.6, lift 14.0)
## PC2 > 2.5099
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC22 > 0.1960181
## PC77 > 0.650598
## -> class 1\|1 [0.931]
##
## Rule 59/139: (90.2/6.5, lift 13.8)
## PC1 > -0.430681
## PC9 > -0.7798213
## PC11 > 1.156562
## PC16 <= -1.57082
## PC44 > -1.972712
## -> class 1\|1 [0.918]
##
## Rule 59/140: (8.9, lift 13.7)
## PC2 > 2.5099
## PC3 > 1.640775
## PC51 > 0.9249719
## PC80 > 0.09496262
## PC98 <= 0.04432501
## -> class 1\|1 [0.908]
##
## Rule 59/141: (8.5, lift 13.6)
## PC2 > 2.5099
## PC3 > 1.640775
## PC11 <= -0.1177774
## PC15 > -0.7574617
## PC16 > 0.4291682
## -> class 1\|1 [0.904]
##
## Rule 59/142: (8.1, lift 13.6)
## PC2 <= 2.5099
## PC5 <= 12.1829
## PC16 <= -1.57082
## PC44 > -1.972712
## PC63 > 1.430998
## -> class 1\|1 [0.901]
##
## Rule 59/143: (7.8, lift 13.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 > -1.57082
## PC16 <= 0.1122229
## PC65 > 0.4342718
## PC82 <= -0.4278484
## -> class 1\|1 [0.898]
##
## Rule 59/144: (22.6/2, lift 13.2)
## PC1 > -0.430681
## PC5 > 5.305017
## PC16 > -1.57082
## PC82 <= -0.7688722
## -> class 1\|1 [0.878]
##
## Rule 59/145: (18.2/2.7, lift 12.3)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > -0.7595807
## PC16 > -1.57082
## PC17 <= -1.047688
## -> class 1\|1 [0.816]
##
## Rule 59/146: (31.1/5.2, lift 12.2)
## PC1 > -0.430681
## PC6 > -3.303845
## PC14 <= -1.848327
## PC16 > -1.57082
## PC21 <= 0.9767466
## PC94 > -0.114962
## -> class 1\|1 [0.812]
##
## Rule 59/147: (20.9/3.5, lift 12.1)
## PC3 > 1.640775
## PC16 <= 0.4291682
## PC70 > 1.17918
## PC98 <= 0.04432501
## -> class 1\|1 [0.804]
##
## Rule 59/148: (20.7/3.9, lift 11.8)
## PC1 > -0.430681
## PC16 <= -1.57082
## PC86 > 0.2279873
## PC86 <= 0.2510369
## -> class 1\|1 [0.782]
##
## Rule 59/149: (252/161.9, lift 5.4)
## PC2 <= 2.5099
## PC9 > -0.7798213
## PC16 > -2.43446
## PC16 <= -1.57082
## -> class 1\|1 [0.359]
##
## Rule 59/150: (151.5, lift 15.5)
## PC2 <= 2.5099
## PC5 > 5.305017
## PC14 > -1.848327
## PC16 > 0.1122229
## PC82 > -0.7688722
## -> class 1\|2 [0.993]
##
## Rule 59/151: (114.4, lift 15.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.078421
## PC12 > -1.067819
## PC14 > -1.848327
## PC16 > -1.57082
## PC21 <= 0.9767466
## PC36 <= 0.3063478
## PC47 > 0.698068
## PC66 <= 0.2232069
## PC100 > -1.163918
## -> class 1\|2 [0.991]
##
## Rule 59/152: (42.6, lift 15.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 > 1.211067
## PC12 > -1.067819
## PC14 > -1.848327
## PC16 > 0.1122229
## PC100 <= 0.5561683
## -> class 1\|2 [0.978]
##
## Rule 59/153: (33.4, lift 15.1)
## PC5 > 12.1829
## PC88 <= -0.1014291
## -> class 1\|2 [0.972]
##
## Rule 59/154: (97.9/2.4, lift 15.0)
## PC10 <= -0.7595807
## PC14 > 2.102291
## PC19 <= -1.342918
## PC49 > -1.210842
## -> class 1\|2 [0.966]
##
## Rule 59/155: (148.5/7.9, lift 14.6)
## PC1 > -0.430681
## PC3 > -0.078421
## PC14 > -1.848327
## PC16 > 0.1122229
## PC36 <= 0.3063478
## PC100 > 0.5561683
## -> class 1\|2 [0.941]
##
## Rule 59/156: (13.5, lift 14.6)
## PC2 <= 2.5099
## PC16 <= -1.57082
## PC44 <= -1.972712
## -> class 1\|2 [0.936]
##
## Rule 59/157: (213.4/13.3, lift 14.5)
## PC2 > 2.5099
## PC3 > 1.640775
## PC11 > -0.1177774
## PC15 > -0.7574617
## PC16 > 0.4291682
## PC55 > -0.5734197
## -> class 1\|2 [0.934]
##
## Rule 59/158: (6.8, lift 13.8)
## PC1 > -0.430681
## PC3 > -0.078421
## PC14 > -1.848327
## PC16 > -1.57082
## PC36 <= 0.3063478
## PC37 > 0.455744
## PC47 > 0.698068
## -> class 1\|2 [0.886]
##
## Rule 59/159: (36.7/3.7, lift 13.7)
## PC1 > 0.6041246
## PC3 > -0.078421
## PC13 <= -0.1327519
## PC16 > -1.57082
## PC65 > 0.4342718
## PC91 > -0.5426249
## -> class 1\|2 [0.879]
##
## Rule 59/160: (28/3.9, lift 13.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC9 <= -0.7798213
## PC10 > -0.7595807
## PC16 <= -1.57082
## PC21 <= 0.9767466
## -> class 1\|2 [0.837]
##
## Rule 59/161: (25.3/3.8, lift 12.8)
## PC1 > -0.430681
## PC3 > -0.078421
## PC16 > 0.1122229
## PC61 > 0.8789588
## PC77 > -0.05441514
## -> class 1\|2 [0.822]
##
## Rule 59/162: (2888.8/1767.5, lift 6.0)
## PC1 > -0.430681
## PC10 > -0.7595807
## PC16 > -1.57082
## PC21 <= 0.9767466
## -> class 1\|2 [0.388]
##
## Rule 59/163: (85.8, lift 24.6)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC16 > 0.1122229
## PC21 <= 0.9767466
## PC51 <= -0.7584738
## PC70 <= 0.9095808
## PC90 > -0.1695758
## -> class 1\|3 [0.989]
##
## Rule 59/164: (222.8/7.3, lift 24.0)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.078421
## PC5 <= 5.305017
## PC10 > -0.7595807
## PC16 > 0.1122229
## PC17 <= 4.332971
## PC36 > 0.3063478
## PC53 <= 1.027676
## PC70 <= 0.9095808
## PC77 > -0.05441514
## -> class 1\|3 [0.963]
##
## Rule 59/165: (172.3/7.2, lift 23.7)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.078421
## PC12 <= -1.067819
## PC16 > 0.1122229
## PC61 <= 0.8789588
## PC77 > -0.05441514
## PC100 > -1.163918
## PC100 <= 0.5561683
## -> class 1\|3 [0.953]
##
## Rule 59/166: (24.9/1.3, lift 22.8)
## PC1 > 0.6041246
## PC2 <= 2.5099
## PC3 > -0.078421
## PC8 <= -1.84551
## PC10 > -0.7595807
## PC16 > -1.57082
## PC65 <= 0.4342718
## -> class 1\|3 [0.916]
##
## Rule 59/167: (110.4/8.8, lift 22.7)
## PC2 > 2.5099
## PC2 <= 4.537743
## PC3 > 1.640775
## PC15 <= -0.7574617
## PC48 > 0.2368063
## PC80 <= 0.3968048
## PC96 > -4.783025
## -> class 1\|3 [0.913]
##
## Rule 59/168: (30.9/2.2, lift 22.5)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.078421
## PC5 <= 5.305017
## PC21 <= 0.9767466
## PC62 <= -0.6447592
## PC70 <= 0.9095808
## PC90 > -0.1695758
## -> class 1\|3 [0.903]
##
## Rule 59/169: (402/55.7, lift 21.4)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC3 > -0.078421
## PC4 <= 0.8657938
## PC5 <= 5.305017
## PC10 > -0.7595807
## PC10 <= 1.211067
## PC16 > 0.1122229
## PC17 <= 4.332971
## PC21 <= 0.9767466
## PC30 > -0.6218024
## PC53 <= 1.027676
## PC77 > -0.05441514
## PC87 <= 0.2385213
## PC100 > -1.163918
## PC100 <= 0.5561683
## -> class 1\|3 [0.860]
##
## Rule 59/170: (3.3, lift 20.2)
## PC2 <= 2.5099
## PC44 > 19.92434
## -> class 1\|3 [0.810]
##
## Rule 59/171: (360.2/112.1, lift 17.1)
## PC1 > -0.430681
## PC3 > -0.078421
## PC6 > -3.303845
## PC10 > -0.7595807
## PC14 > -1.848327
## PC16 > -1.57082
## PC65 > 0.4342718
## -> class 1\|3 [0.688]
##
## Rule 59/172: (230.1/152.8, lift 8.4)
## PC1 > -0.430681
## PC13 > 0.3101429
## PC21 > 0.9767466
## -> class 1\|3 [0.338]
##
## Rule 59/173: (441.2/1.3, lift 16.0)
## PC8 > 1.706811
## PC10 <= 0.4748147
## PC19 <= -1.295116
## PC21 > -0.2469342
## PC28 <= 0.1391531
## PC42 > -0.2960028
## PC49 <= 0.8581493
## PC59 <= 0.205445
## PC74 > -0.6217247
## PC97 > -0.2788368
## -> class 2\|0 [0.995]
##
## Rule 59/174: (256.9/1.9, lift 15.9)
## PC2 <= 2.5099
## PC9 > -1.926722
## PC10 <= -0.7595807
## PC63 > -0.6014205
## -> class 2\|0 [0.989]
##
## Rule 59/175: (116.3/0.4, lift 15.8)
## PC8 > 1.706811
## PC10 <= 0.4806784
## PC21 > -0.2469342
## PC28 <= 0.1391531
## PC40 > -0.6568761
## PC42 <= -0.2960028
## PC59 <= 0.205445
## PC61 > -0.4618474
## PC63 <= 0.105711
## PC84 > -0.1233538
## PC86 <= 0.4566157
## PC90 <= 0.6768097
## PC92 > -0.1535889
## -> class 2\|0 [0.988]
##
## Rule 59/176: (56.3, lift 15.8)
## PC1 > -0.430681
## PC9 <= 0.2649656
## PC10 > -0.7595807
## PC13 <= 0.3101429
## PC21 > 0.9767466
## PC58 <= 0.3432697
## -> class 2\|0 [0.983]
##
## Rule 59/177: (51.9, lift 15.7)
## PC1 > -0.430681
## PC9 <= 0.2649656
## PC13 <= 0.3101429
## PC21 > 0.9767466
## PC63 <= -0.06960643
## -> class 2\|0 [0.981]
##
## Rule 59/178: (459.4/12.3, lift 15.6)
## PC2 <= 2.5099
## PC8 > 1.706811
## PC11 > -0.9337804
## PC12 > -1.751479
## PC20 <= 0.009948509
## PC21 > 0.03924278
## PC28 <= 0.1391531
## PC31 > -0.7301701
## PC41 <= 0.5387329
## PC42 > -0.2960028
## PC49 <= 0.8581493
## PC59 <= 0.205445
## PC74 > -0.6217247
## -> class 2\|0 [0.971]
##
## Rule 59/179: (37.4/0.3, lift 15.5)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC83 > 0.3446951
## -> class 2\|0 [0.968]
##
## Rule 59/180: (164/6.4, lift 15.3)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC19 <= -0.09860683
## PC21 > -0.2469342
## PC34 <= -0.2095985
## PC52 <= 0.04866493
## PC96 <= 0.09577215
## -> class 2\|0 [0.955]
##
## Rule 59/181: (19.3, lift 15.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC42 > -1.070304
## PC45 > 0.3518702
## PC63 <= -0.4241766
## -> class 2\|0 [0.952]
##
## Rule 59/182: (9.1, lift 14.6)
## PC8 > 1.706811
## PC21 > -0.2469342
## PC62 <= -0.9927494
## PC74 <= -0.6217247
## -> class 2\|0 [0.910]
##
## Rule 59/183: (7, lift 14.3)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC68 > -0.3420546
## PC75 > -0.2195884
## -> class 2\|0 [0.889]
##
## Rule 59/184: (5/0.5, lift 12.5)
## PC1 <= -0.430681
## PC2 <= -3.334392
## PC8 > -0.2284522
## PC45 > 0.3518702
## PC70 > 0.2695962
## -> class 2\|0 [0.781]
##
## Rule 59/185: (60.4/17.9, lift 11.2)
## PC1 <= -0.430681
## PC2 > -3.334392
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC45 > 0.3518702
## -> class 2\|0 [0.697]
##
## Rule 59/186: (171.1, lift 11.7)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC11 <= -0.9337804
## PC21 > -0.2469342
## -> class 2\|1 [0.994]
##
## Rule 59/187: (135.2, lift 11.6)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC19 > -0.09860683
## PC21 > -0.2469342
## PC59 > 0.205445
## -> class 2\|1 [0.993]
##
## Rule 59/188: (136.3, lift 11.7)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 > -0.2469342
## PC34 > -0.2095985
## PC59 > 0.205445
## -> class 2\|1 [0.993]
##
## Rule 59/189: (85.4, lift 11.6)
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC21 > 2.607432
## PC23 <= 0.7915453
## -> class 2\|1 [0.989]
##
## Rule 59/190: (73.7, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC10 > 0.4806784
## PC12 > -1.751479
## PC21 > -0.2469342
## PC42 <= -0.2960028
## -> class 2\|1 [0.987]
##
## Rule 59/191: (108.3/0.5, lift 11.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC21 <= 2.607432
## PC22 <= -0.7363216
## PC50 > -0.6168298
## PC75 > -0.1024528
## PC84 > 0.2835742
## -> class 2\|1 [0.986]
##
## Rule 59/192: (59, lift 11.5)
## PC1 <= -0.430681
## PC2 > -1.025067
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC42 > -1.070304
## PC68 <= -0.3420546
## PC75 > -0.2195884
## PC83 <= 0.3446951
## -> class 2\|1 [0.984]
##
## Rule 59/193: (60.2, lift 11.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC19 > -1.295116
## PC21 > -0.2469342
## PC21 <= 0.03924278
## -> class 2\|1 [0.984]
##
## Rule 59/194: (108/0.8, lift 11.5)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC8 > -0.2284522
## PC11 > -0.816958
## PC20 > -0.09932289
## PC21 <= 2.607432
## PC22 <= -0.7363216
## PC55 > -0.05823578
## PC61 <= 0.2116496
## PC85 > -0.5608001
## -> class 2\|1 [0.984]
##
## Rule 59/195: (145.6/1.5, lift 11.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 > -0.2469342
## PC52 > 0.04866493
## PC59 > 0.205445
## -> class 2\|1 [0.983]
##
## Rule 59/196: (181/2.9, lift 11.5)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC7 <= 0.9403377
## PC8 > 0.09907256
## PC8 <= 1.706811
## PC14 > 0.04802229
## PC22 > -0.7363216
## PC31 > -1.020629
## -> class 2\|1 [0.979]
##
## Rule 59/197: (72.2/0.6, lift 11.5)
## PC1 <= -0.430681
## PC2 <= -3.334392
## PC6 <= -0.7171136
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC45 > 0.3518702
## PC63 > -0.4241766
## PC70 <= 0.2695962
## -> class 2\|1 [0.978]
##
## Rule 59/198: (32.2, lift 11.4)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC42 <= -0.2960028
## PC61 <= -0.4618474
## PC74 > -0.6217247
## -> class 2\|1 [0.971]
##
## Rule 59/199: (51.9/0.8, lift 11.3)
## PC1 > -0.430681
## PC10 > -0.7595807
## PC13 <= 0.3101429
## PC21 > 0.9767466
## PC58 > 0.3432697
## PC63 > -0.06960643
## -> class 2\|1 [0.966]
##
## Rule 59/200: (26.8, lift 11.3)
## PC2 <= -1.025067
## PC3 > -1.969858
## PC8 > -0.2284522
## PC11 > -0.816958
## PC19 > 2.841149
## PC21 <= 2.607432
## PC61 <= 0.2116496
## -> class 2\|1 [0.965]
##
## Rule 59/201: (25.8, lift 11.3)
## PC1 <= -0.430681
## PC2 <= -1.025067
## PC4 > 0.2903229
## PC8 > -0.2284522
## -> class 2\|1 [0.964]
##
## Rule 59/202: (50/1, lift 11.3)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC10 > 0.4748147
## PC19 <= -1.295116
## -> class 2\|1 [0.961]
##
## Rule 59/203: (23.2, lift 11.3)
## PC1 <= -0.430681
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC11 > -0.816958
## PC19 <= -2.030424
## PC84 <= 0.2835742
## -> class 2\|1 [0.960]
##
## Rule 59/204: (21.9, lift 11.2)
## PC8 > 1.706811
## PC21 > -0.2469342
## PC42 <= -0.2960028
## PC59 <= 0.205445
## PC92 <= -0.1535889
## -> class 2\|1 [0.958]
##
## Rule 59/205: (21.9, lift 11.2)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC49 > 0.8581493
## -> class 2\|1 [0.958]
##
## Rule 59/206: (171.6/7.2, lift 11.2)
## PC3 > -1.969858
## PC5 > -0.02843485
## PC7 > 0.1627358
## PC8 > 1.706811
## PC21 <= -0.2469342
## PC22 > -1.762498
## PC40 > -1.505996
## -> class 2\|1 [0.953]
##
## Rule 59/207: (18.9, lift 11.2)
## PC2 <= 2.5099
## PC8 > -2.366995
## PC14 <= -3.377089
## PC55 <= -0.349167
## -> class 2\|1 [0.952]
##
## Rule 59/208: (50.4/1.8, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 > -0.2469342
## PC28 > 0.1391531
## -> class 2\|1 [0.947]
##
## Rule 59/209: (106.5/5.2, lift 11.1)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC19 > -1.295116
## PC41 > 0.5387329
## PC74 > -0.6217247
## -> class 2\|1 [0.943]
##
## Rule 59/210: (115.5/6.2, lift 11.0)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC62 > -0.9927494
## PC74 <= -0.6217247
## -> class 2\|1 [0.939]
##
## Rule 59/211: (12.5, lift 10.9)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC19 > -1.295116
## PC31 <= -0.7301701
## PC42 > -0.2960028
## PC59 <= 0.205445
## -> class 2\|1 [0.931]
##
## Rule 59/212: (11.9, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC20 <= -0.09932289
## PC21 <= 2.607432
## PC22 <= -0.7363216
## PC42 > -1.070304
## -> class 2\|1 [0.928]
##
## Rule 59/213: (86.5/6.3, lift 10.8)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC34 <= -0.2095985
## PC59 > 0.205445
## PC96 > 0.09577215
## -> class 2\|1 [0.917]
##
## Rule 59/214: (53.3/4.5, lift 10.6)
## PC1 <= -0.430681
## PC8 > 0.5471949
## PC8 <= 1.706811
## PC22 > -0.7363216
## PC43 > 0.4003656
## PC45 <= 0.3518702
## -> class 2\|1 [0.900]
##
## Rule 59/215: (12.8/0.6, lift 10.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC22 <= -0.7363216
## PC42 > -1.070304
## PC59 <= -0.3030285
## PC84 <= 0.2835742
## -> class 2\|1 [0.894]
##
## Rule 59/216: (79.6/8, lift 10.4)
## PC1 <= -0.430681
## PC3 > -1.969858
## PC8 > 1.706811
## PC40 <= -0.6568761
## PC42 <= -0.2960028
## PC59 <= 0.205445
## PC63 <= 0.105711
## -> class 2\|1 [0.890]
##
## Rule 59/217: (64.8/16.9, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC37 > 0.8458046
## PC44 > -1.570117
## PC55 <= -0.349167
## -> class 2\|1 [0.732]
##
## Rule 59/218: (594.8/159.3, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.969858
## PC7 <= 0.9403377
## PC8 > -0.2284522
## PC22 > -0.7363216
## PC31 > -1.020629
## PC34 > -0.2343259
## PC43 <= 0.4003656
## PC45 <= 0.3518702
## PC66 <= 0.661222
## PC90 > -0.8783574
## -> class 2\|1 [0.731]
##
## Rule 59/219: (13.2/3.5, lift 8.2)
## PC1 > -0.430681
## PC1 <= 7.712098
## PC3 <= -0.078421
## PC6 > -3.303845
## PC8 > 0.4053988
## PC16 > -1.57082
## PC21 <= 0.9767466
## -> class 2\|1 [0.702]
##
## Rule 59/220: (38/13.2, lift 7.6)
## PC1 > -0.430681
## PC1 <= 12.83934
## PC2 <= 2.5099
## PC6 <= -3.303845
## PC16 > -1.57082
## PC21 <= 0.9767466
## -> class 2\|1 [0.644]
##
## Rule 59/221: (32.7/15.7, lift 6.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -1.456332
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC55 > -0.349167
## -> class 2\|1 [0.520]
##
## Rule 59/222: (60.1, lift 11.1)
## PC1 > -0.430681
## PC1 <= 7.712098
## PC2 <= 2.5099
## PC3 <= -0.078421
## PC6 > -3.303845
## PC8 <= 0.4053988
## PC10 > -0.7595807
## PC16 > -1.57082
## PC63 <= 0.1939764
## PC77 > -0.698553
## PC83 <= -0.1383405
## -> class 2\|2 [0.984]
##
## Rule 59/223: (338.6/6.2, lift 11.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.28156
## PC8 <= -0.2284522
## PC18 > 0.1355499
## PC26 > -2.096402
## PC28 > -0.1336785
## PC55 > -0.349167
## PC57 <= 0.1998243
## -> class 2\|2 [0.979]
##
## Rule 59/224: (29.9, lift 10.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC22 > 0.7315881
## PC24 <= 0.5337712
## PC26 <= 1.911687
## PC28 <= 0.04334826
## PC55 > -0.349167
## -> class 2\|2 [0.969]
##
## Rule 59/225: (26.4, lift 10.8)
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC48 > 1.831459
## PC55 > -0.349167
## -> class 2\|2 [0.965]
##
## Rule 59/226: (18.4, lift 10.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC14 <= 0.04802229
## PC32 > 0.2848878
## PC34 > -0.2343259
## PC43 <= 0.4003656
## -> class 2\|2 [0.951]
##
## Rule 59/227: (89.9/4.4, lift 10.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.969858
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC9 > -3.206743
## PC14 <= -0.12576
## PC19 > -0.807842
## PC22 > -0.7363216
## PC29 <= 0.2904995
## PC33 > -0.1169735
## PC43 <= 0.4003656
## PC45 <= 0.3518702
## PC50 > -0.4993279
## PC58 > -1.022025
## PC87 > -1.009479
## PC92 <= 0.07465919
## -> class 2\|2 [0.942]
##
## Rule 59/228: (21.2/0.5, lift 10.5)
## PC1 <= -0.430681
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC15 > -2.639711
## PC26 > -2.096402
## PC28 > -0.1336785
## PC28 <= -0.1169155
## PC55 > -0.349167
## PC57 <= 0.1998243
## PC58 > -0.2576883
## -> class 2\|2 [0.937]
##
## Rule 59/229: (61.1/3.5, lift 10.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC26 > 1.911687
## PC55 > -0.349167
## PC57 > 0.1998243
## -> class 2\|2 [0.928]
##
## Rule 59/230: (125.8/9.9, lift 10.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC14 > -3.377089
## PC44 <= -1.570117
## -> class 2\|2 [0.915]
##
## Rule 59/231: (125.7/10.8, lift 10.2)
## PC2 <= -1.025067
## PC3 > -1.969858
## PC8 > -0.2284522
## PC8 <= 0.09907256
## PC14 > 0.04802229
## PC21 <= 2.607432
## PC43 <= 0.4003656
## PC45 <= 0.3518702
## -> class 2\|2 [0.908]
##
## Rule 59/232: (13.9/0.5, lift 10.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC24 <= 0.5337712
## PC26 <= 1.911687
## PC45 > 0.17905
## PC50 > -0.2359059
## PC55 > -0.349167
## PC63 <= 0.07539722
## -> class 2\|2 [0.907]
##
## Rule 59/233: (19.7/1.1, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC24 <= 0.5337712
## PC38 > 0.3118937
## PC45 <= 0.17905
## PC55 > -0.349167
## PC57 > 0.1998243
## -> class 2\|2 [0.903]
##
## Rule 59/234: (36.3/3.5, lift 9.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC45 > 0.17905
## PC55 > -0.349167
## PC57 > 0.1998243
## PC63 > 0.07539722
## -> class 2\|2 [0.882]
##
## Rule 59/235: (24/5.4, lift 8.5)
## PC1 <= -0.430681
## PC8 > 1.706811
## PC21 <= -0.2469342
## PC40 <= -1.505996
## -> class 2\|2 [0.753]
##
## Rule 59/236: (9/2.7, lift 7.4)
## PC1 <= -0.430681
## PC5 <= -0.02843485
## PC8 > 1.706811
## PC21 <= -0.2469342
## -> class 2\|2 [0.661]
##
## Rule 59/237: (1443.9/782.3, lift 5.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -0.2284522
## PC8 <= 1.706811
## -> class 2\|2 [0.458]
##
## Rule 59/238: (8349.3/7235.3, lift 1.5)
## PC1 <= -0.430681
## PC7 <= 0.1627358
## -> class 2\|2 [0.134]
##
## Rule 59/239: (6555.1/5771.2, lift 1.3)
## PC42 <= -0.2960028
## -> class 2\|2 [0.120]
##
## Rule 59/240: (190.4/0.4, lift 8.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC22 <= 0.7315881
## PC24 <= 0.5337712
## PC26 <= 1.911687
## PC28 <= 0.04334826
## PC38 <= 0.3118937
## PC45 <= 0.17905
## PC48 <= 1.831459
## PC55 > -0.349167
## PC57 > 0.1998243
## -> class 2\|3 [0.993]
##
## Rule 59/241: (154.8/0.3, lift 8.6)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC9 <= 13.08143
## PC18 <= 0.4007553
## PC27 <= 0.6582274
## PC43 > -0.2123912
## PC71 <= -0.4219821
## -> class 2\|3 [0.992]
##
## Rule 59/242: (84.3, lift 8.6)
## PC5 <= 1.706661
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC10 > -0.1655585
## PC31 > 0.4507802
## PC33 > -0.436803
## PC36 <= 0.1113107
## PC55 <= -0.349167
## PC76 > 0.03856554
## PC98 <= 0.9932177
## -> class 2\|3 [0.988]
##
## Rule 59/243: (72.3, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC18 <= 0.1355499
## PC22 > -1.506412
## PC28 > -0.1169155
## PC30 <= 0.1029848
## PC46 <= 0.6978064
## PC53 <= 1.004849
## PC55 > -0.349167
## PC57 <= 0.1998243
## PC62 <= 0.778848
## PC63 <= 0.1278757
## PC77 > -0.6268708
## PC91 <= 0.7292686
## -> class 2\|3 [0.986]
##
## Rule 59/244: (66.2, lift 8.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC18 <= 0.4007553
## PC43 > -0.2123912
## PC85 <= 0.6340817
## PC94 > 0.8051957
## -> class 2\|3 [0.985]
##
## Rule 59/245: (97.4/0.6, lift 8.6)
## PC2 <= 2.5099
## PC8 <= -2.366995
## PC9 <= 13.08143
## PC16 > -0.07434393
## PC27 <= 0.6582274
## PC43 > -0.2123912
## PC46 <= 0.6020408
## PC55 <= 0.02386742
## PC85 <= 0.6340817
## -> class 2\|3 [0.984]
##
## Rule 59/246: (43.8, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC15 <= -2.639711
## -> class 2\|3 [0.978]
##
## Rule 59/247: (42.4, lift 8.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC9 <= 13.08143
## PC27 <= 0.6582274
## PC43 > -0.2123912
## PC85 > 0.6340817
## PC89 > 0.2725144
## -> class 2\|3 [0.977]
##
## Rule 59/248: (75.1/0.9, lift 8.5)
## PC1 > -0.430681
## PC9 <= -1.926722
## PC10 <= -0.7595807
## PC19 > -1.342918
## PC36 > -4.764976
## PC79 > -0.3699443
## -> class 2\|3 [0.975]
##
## Rule 59/249: (41.2/0.1, lift 8.5)
## PC1 > -0.430681
## PC1 <= 7.712098
## PC2 <= 2.5099
## PC3 <= -0.078421
## PC8 <= 0.4053988
## PC10 > -0.7595807
## PC16 > -1.57082
## PC19 > -2.100959
## PC71 <= 0.5562124
## PC83 > -0.1383405
## -> class 2\|3 [0.974]
##
## Rule 59/250: (263.3/6.1, lift 8.5)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC11 > -4.154833
## PC20 <= 0.8054562
## PC28 > -0.3896254
## PC29 <= 0.2803762
## PC38 <= 0.2603965
## PC43 <= -0.2123912
## PC46 <= 0.6020408
## PC51 <= 0.6479242
## PC75 > -3.193952
## PC77 <= 1.472729
## PC88 > -0.2613862
## PC98 <= 0.4484963
## -> class 2\|3 [0.973]
##
## Rule 59/251: (222.8/6, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC11 > -4.154833
## PC18 <= 0.4007553
## PC27 <= 0.6582274
## PC28 > -0.3896254
## PC39 > -1.071754
## PC43 > -0.2123912
## PC55 > 0.02386742
## PC58 <= 0.7851682
## PC85 <= 0.6340817
## -> class 2\|3 [0.969]
##
## Rule 59/252: (28.8, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC18 <= 0.1355499
## PC22 > -1.506412
## PC27 > 0.3977295
## PC55 > -0.349167
## PC79 > -0.5828069
## -> class 2\|3 [0.967]
##
## Rule 59/253: (35.7/0.3, lift 8.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC18 <= 0.4007553
## PC25 <= 0.2106012
## PC54 <= 1.223546
## PC74 > 1.00145
## -> class 2\|3 [0.967]
##
## Rule 59/254: (85.1/2.3, lift 8.4)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC9 <= 13.08143
## PC18 > 0.4007553
## PC28 > -0.3896254
## PC43 > -0.2123912
## -> class 2\|3 [0.962]
##
## Rule 59/255: (344.5/16.1, lift 8.3)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC11 > -4.154833
## PC27 <= 0.6582274
## PC28 > -0.3896254
## PC55 <= 0.02386742
## PC64 <= -0.0583652
## PC73 > -1.384647
## PC73 <= 0.08739737
## PC85 <= 0.6340817
## -> class 2\|3 [0.951]
##
## Rule 59/256: (115.5/4.9, lift 8.3)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC28 > -0.3896254
## PC43 > -0.2123912
## PC54 > 1.223546
## PC85 <= 0.6340817
## -> class 2\|3 [0.950]
##
## Rule 59/257: (29.2/0.7, lift 8.3)
## PC1 > -0.430681
## PC3 <= -0.078421
## PC6 > -3.303845
## PC16 > -1.57082
## PC19 > -2.100959
## PC77 <= -0.698553
## -> class 2\|3 [0.947]
##
## Rule 59/258: (18, lift 8.3)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC18 <= 0.1355499
## PC55 > -0.349167
## PC57 <= 0.1998243
## PC58 <= -0.2576883
## -> class 2\|3 [0.947]
##
## Rule 59/259: (14.9, lift 8.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC28 <= -0.3896254
## PC61 <= -0.2708035
## PC73 > -1.384647
## -> class 2\|3 [0.941]
##
## Rule 59/260: (58.5/2.9, lift 8.2)
## PC1 > -0.430681
## PC1 <= 7.712098
## PC2 <= 2.5099
## PC3 <= -0.078421
## PC6 > -3.303845
## PC19 > -2.100959
## PC63 > 0.1939764
## PC83 <= -0.1383405
## -> class 2\|3 [0.936]
##
## Rule 59/261: (11.5, lift 8.0)
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -2.28156
## PC18 > 0.1355499
## PC55 > -0.349167
## -> class 2\|3 [0.923]
##
## Rule 59/262: (36/2.1, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 > -1.969858
## PC8 > -0.2284522
## PC8 <= 0.5471949
## PC21 <= 2.607432
## PC22 > -0.7363216
## PC43 > 0.4003656
## PC45 <= 0.3518702
## -> class 2\|3 [0.919]
##
## Rule 59/263: (260.3/21.8, lift 8.0)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.3262501
## PC14 > -3.377089
## PC29 <= 0.3346566
## PC33 > -0.436803
## PC36 <= 0.1113107
## PC44 > -1.570117
## PC45 <= 0.50282
## PC55 <= -0.349167
## PC76 <= 0.03856554
## PC98 <= 0.9932177
## -> class 2\|3 [0.913]
##
## Rule 59/264: (9.3, lift 7.9)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC28 <= -0.3896254
## PC73 > -1.384647
## PC93 > 0.4516766
## -> class 2\|3 [0.911]
##
## Rule 59/265: (8.6, lift 7.9)
## PC1 <= -0.430681
## PC11 <= -4.154833
## PC20 > 0.3217192
## -> class 2\|3 [0.906]
##
## Rule 59/266: (138.5/12.5, lift 7.9)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC46 > 0.6020408
## PC60 > -0.5467761
## -> class 2\|3 [0.904]
##
## Rule 59/267: (209.3/21.8, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC22 <= 0.7315881
## PC24 <= 0.5337712
## PC26 <= 1.911687
## PC28 <= 0.04334826
## PC48 <= 1.831459
## PC55 > -0.349167
## PC57 > 0.1998243
## PC63 <= 0.07539722
## -> class 2\|3 [0.892]
##
## Rule 59/268: (58.6/6.3, lift 7.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC14 > -3.377089
## PC21 > -0.1462368
## PC33 > -0.436803
## PC36 > 0.1113107
## PC37 <= 0.8458046
## PC44 > -1.570117
## PC50 > -1.578668
## PC55 <= -0.349167
## -> class 2\|3 [0.879]
##
## Rule 59/269: (25.9/2.6, lift 7.6)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 1.706811
## PC45 <= 0.3518702
## PC58 <= -1.199014
## PC90 > -0.8783574
## -> class 2\|3 [0.871]
##
## Rule 59/270: (216.5/32.8, lift 7.4)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC9 <= 13.08143
## PC11 > -4.154833
## PC43 > -0.2123912
## PC89 <= 0.2725144
## PC96 > 0.2208158
## -> class 2\|3 [0.845]
##
## Rule 59/271: (17.4/2, lift 7.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC26 > -2.096402
## PC28 <= -0.1336785
## PC57 <= 0.1998243
## PC79 > -0.5828069
## -> class 2\|3 [0.843]
##
## Rule 59/272: (33.2/5.3, lift 7.2)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC3 <= -1.969858
## PC8 > -0.2284522
## -> class 2\|3 [0.822]
##
## Rule 59/273: (50.7/8.4, lift 7.2)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC10 <= -0.7595807
## PC19 > -1.342918
## PC93 > 0.243144
## -> class 2\|3 [0.821]
##
## Rule 59/274: (9.2/1, lift 7.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC6 > -0.7171136
## PC8 > -0.2284522
## PC8 <= 1.706811
## PC45 > 0.3518702
## -> class 2\|3 [0.818]
##
## Rule 59/275: (58.5/14.5, lift 6.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC26 <= -2.096402
## PC55 > -0.349167
## PC79 > -0.5828069
## -> class 2\|3 [0.744]
##
## Rule 59/276: (409.7/188.1, lift 4.7)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= 1.706811
## PC14 <= 0.04802229
## PC34 <= -0.2343259
## PC43 <= 0.4003656
## -> class 2\|3 [0.541]
##
## Rule 59/277: (754.2, lift 12.4)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC11 <= -4.154833
## PC20 <= 0.3217192
## -> class 2\|4 [0.999]
##
## Rule 59/278: (139.3/0.6, lift 12.3)
## PC2 <= 2.5099
## PC9 <= -1.926722
## PC79 <= -0.3699443
## PC93 <= 0.243144
## -> class 2\|4 [0.989]
##
## Rule 59/279: (218.3/2, lift 12.2)
## PC8 <= -2.366995
## PC9 <= 13.08143
## PC18 <= 0.4007553
## PC28 > -0.3896254
## PC43 > -0.2123912
## PC46 <= 0.6020408
## PC73 > -1.384647
## PC85 > 0.6340817
## PC89 <= 0.2725144
## PC96 <= 0.2208158
## -> class 2\|4 [0.986]
##
## Rule 59/280: (106.3/1, lift 12.2)
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC28 <= -0.3896254
## PC59 <= 0.1749866
## PC61 > -0.2708035
## PC93 <= 0.4516766
## -> class 2\|4 [0.982]
##
## Rule 59/281: (42.1/0.2, lift 12.1)
## PC2 <= 2.5099
## PC8 <= -0.2284522
## PC18 <= 0.4007553
## PC27 > 0.6582274
## PC28 > -0.3896254
## PC43 > -0.2123912
## PC46 <= 0.6020408
## -> class 2\|4 [0.973]
##
## Rule 59/282: (26.8, lift 12.0)
## PC1 > -0.430681
## PC1 <= 7.712098
## PC2 <= 2.5099
## PC3 <= -0.078421
## PC16 > -1.57082
## PC21 <= 0.9767466
## PC71 > 0.5562124
## -> class 2\|4 [0.965]
##
## Rule 59/283: (19.9, lift 11.8)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC43 <= -0.2123912
## PC51 > 0.6479242
## PC73 > -1.384647
## -> class 2\|4 [0.954]
##
## Rule 59/284: (37.8/1.1, lift 11.7)
## PC2 <= 2.5099
## PC8 <= -2.366995
## PC9 <= 13.08143
## PC46 <= 0.6020408
## PC58 > 0.7851682
## PC73 > -1.384647
## -> class 2\|4 [0.947]
##
## Rule 59/285: (14.5, lift 11.7)
## PC8 <= -2.366995
## PC11 > -4.154833
## PC18 <= 0.4007553
## PC39 <= -1.071754
## PC43 > -0.2123912
## PC55 > 0.02386742
## PC71 > -0.4219821
## PC73 > -1.384647
## -> class 2\|4 [0.940]
##
## Rule 59/286: (13.5, lift 11.6)
## PC8 <= -0.2284522
## PC10 <= -0.1655585
## PC31 > 0.4507802
## PC36 <= 0.1113107
## PC55 <= -0.349167
## PC76 > 0.03856554
## -> class 2\|4 [0.936]
##
## Rule 59/287: (12.4, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -2.366995
## PC9 <= 13.08143
## PC43 <= -0.2123912
## PC45 > 0.3997746
## -> class 2\|4 [0.930]
##
## Rule 59/288: (11.4, lift 11.5)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC45 > 0.50282
## PC55 <= -0.349167
## -> class 2\|4 [0.925]
##
## Rule 59/289: (336.3/30.7, lift 11.2)
## PC2 <= 2.5099
## PC8 <= -2.366995
## PC16 <= -0.07434393
## PC25 <= 0.2106012
## PC43 > -0.2123912
## PC46 <= 0.6020408
## PC54 <= 1.223546
## PC55 <= 0.02386742
## PC71 > -0.4219821
## PC73 > 0.08739737
## PC74 <= 1.00145
## PC94 <= 0.8051957
## -> class 2\|4 [0.906]
##
## Rule 59/290: (46.9/4.6, lift 11.0)
## PC1 <= -0.430681
## PC8 <= -2.366995
## PC18 <= 0.4007553
## PC28 > -0.3896254
## PC43 > -0.2123912
## PC64 > -0.0583652
## PC71 > -0.4219821
## PC73 <= 0.08739737
## -> class 2\|4 [0.886]
##
## Rule 59/291: (5.6, lift 10.8)
## PC1 > -0.430681
## PC2 <= 2.5099
## PC36 <= -4.764976
## -> class 2\|4 [0.868]
##
## Rule 59/292: (44.1/7.5, lift 10.1)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 > -2.366995
## PC8 <= -0.2284522
## PC31 <= 0.4507802
## PC36 <= 0.1113107
## PC55 <= -0.349167
## PC76 > 0.03856554
## PC98 <= 0.9932177
## -> class 2\|4 [0.815]
##
## Rule 59/293: (48.2/17.6, lift 7.8)
## PC1 <= -0.430681
## PC2 <= 2.5099
## PC8 <= -2.366995
## PC11 > -4.154833
## PC43 <= -0.2123912
## PC46 <= 0.6020408
## PC73 > -1.384647
## PC88 <= -0.2613862
## -> class 2\|4 [0.629]
##
## Default class: 2\|2
##
##
## Evaluation on training data (19937 cases):
##
## Trial Rules
## ----- ----------------
## No Errors
##
## 0 251 580( 2.9%)
## 1 258 1300( 6.5%)
## 2 251 1338( 6.7%)
## 3 285 1294( 6.5%)
## 4 268 1095( 5.5%)
## 5 353 1244( 6.2%)
## 6 312 1118( 5.6%)
## 7 289 1999(10.0%)
## 8 288 1466( 7.4%)
## 9 295 1305( 6.5%)
## 10 285 1345( 6.7%)
## 11 296 1434( 7.2%)
## 12 290 1462( 7.3%)
## 13 280 1247( 6.3%)
## 14 270 1277( 6.4%)
## 15 271 1178( 5.9%)
## 16 329 1277( 6.4%)
## 17 300 1274( 6.4%)
## 18 287 1099( 5.5%)
## 19 266 1214( 6.1%)
## 20 291 1195( 6.0%)
## 21 259 1593( 8.0%)
## 22 305 1159( 5.8%)
## 23 297 1160( 5.8%)
## 24 290 1179( 5.9%)
## 25 284 1236( 6.2%)
## 26 284 1323( 6.6%)
## 27 277 1269( 6.4%)
## 28 269 1140( 5.7%)
## 29 272 1328( 6.7%)
## 30 328 1270( 6.4%)
## 31 289 1186( 5.9%)
## 32 301 1117( 5.6%)
## 33 282 1379( 6.9%)
## 34 269 1348( 6.8%)
## 35 277 1242( 6.2%)
## 36 280 1096( 5.5%)
## 37 285 1644( 8.2%)
## 38 330 1231( 6.2%)
## 39 321 1065( 5.3%)
## 40 267 1279( 6.4%)
## 41 289 1621( 8.1%)
## 42 285 1312( 6.6%)
## 43 283 1400( 7.0%)
## 44 244 1180( 5.9%)
## 45 277 1215( 6.1%)
## 46 300 1115( 5.6%)
## 47 306 1357( 6.8%)
## 48 311 1206( 6.0%)
## 49 310 1227( 6.2%)
## 50 295 1189( 6.0%)
## 51 302 1165( 5.8%)
## 52 311 1088( 5.5%)
## 53 266 1247( 6.3%)
## 54 299 1219( 6.1%)
## 55 277 1246( 6.2%)
## 56 306 1281( 6.4%)
## 57 304 1279( 6.4%)
## 58 294 1541( 7.7%)
## 59 293 1234( 6.2%)
## boost 40( 0.2%) <<
##
##
## (a) (b) (c) (d) (e) (f) (g) (h) (i) (j) (k) (l) (m) <-classified as
## ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ----
## 1058 1 (a): class 0\|0
## 1356 (b): class 0\|1
## 1443 (c): class 0\|2
## 1391 (d): class 0\|3
## 1368 (e): class 1\|0
## 1484 (f): class 1\|1
## 1396 (g): class 1\|2
## 911 37 (h): class 1\|3
## 1942 (i): class 2\|0
## 1 2161 (j): class 2\|1
## 1 1576 (k): class 2\|2
## 2709 (l): class 2\|3
## 1102 (m): class 2\|4
##
##
## Attribute usage:
##
## 100.00% PC1
## 100.00% PC2
## 100.00% PC3
## 99.80% PC10
## 99.48% PC8
## 98.33% PC16
## 98.32% PC15
## 97.67% PC11
## 97.39% PC18
## 96.72% PC7
## 96.59% PC5
## 96.21% PC21
## 96.19% PC19
## 94.74% PC46
## 93.80% PC43
## 93.47% PC12
## 93.33% PC6
## 92.15% PC34
## 92.11% PC94
## 91.91% PC9
## 91.68% PC47
## 91.17% PC28
## 91.08% PC44
## 90.08% PC20
## 89.99% PC14
## 89.30% PC96
## 89.21% PC17
## 88.78% PC68
## 88.02% PC32
## 87.70% PC22
## 87.58% PC57
## 86.86% PC40
## 86.45% PC26
## 86.14% PC45
## 85.91% PC98
## 85.17% PC42
## 84.98% PC4
## 84.72% PC24
## 84.35% PC60
## 83.74% PC41
## 83.48% PC62
## 83.41% PC35
## 83.30% PC36
## 83.24% PC27
## 83.11% PC31
## 83.01% PC65
## 82.87% PC39
## 82.86% PC80
## 82.68% PC56
## 82.65% PC13
## 82.49% PC63
## 82.31% PC29
## 82.22% PC71
## 82.16% PC55
## 82.14% PC74
## 81.73% PC25
## 81.49% PC30
## 81.23% PC53
## 80.78% PC99
## 80.68% PC67
## 80.56% PC93
## 80.46% PC70
## 80.22% PC73
## 80.11% PC90
## 79.97% PC100
## 79.79% PC23
## 79.60% PC66
## 79.42% PC75
## 79.32% PC49
## 79.25% PC59
## 78.88% PC97
## 77.88% PC48
## 77.81% PC85
## 77.63% PC51
## 77.61% PC83
## 77.32% PC79
## 76.22% PC95
## 76.06% PC84
## 75.88% PC38
## 75.81% PC88
## 75.48% PC61
## 75.39% PC52
## 74.82% PC82
## 74.75% PC58
## 74.20% PC33
## 73.56% PC54
## 73.31% PC37
## 72.89% PC92
## 72.85% PC89
## 72.68% PC50
## 72.14% PC86
## 72.11% PC64
## 72.05% PC72
## 71.93% PC77
## 70.77% PC76
## 68.94% PC69
## 67.53% PC91
## 67.13% PC87
## 66.81% PC78
## 58.25% PC81
##
##
## Time: 534.8 secsggplot(fitted_model) + theme(legend.position = "top")
c50_building_floor_model <- fitted_modelTest the model:
# Testing model
predictions.validation_c502 <- predict(fitted_model, newdata = validation.pca, type="raw")
resamps.c502 <- postResample(predictions.validation_c502, validation.pca$BF)
resamps.c502## Accuracy Kappa
## 0.6669667 0.6283008confusionMatrix(data = predictions.validation_c502, validation.pca$BF)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0|0 0|1 0|2 0|3 1|0 1|1 1|2 1|3 2|0 2|1 2|2 2|3 2|4
## 0|0 41 22 4 1 0 0 0 0 0 0 0 0 0
## 0|1 24 115 6 0 0 0 0 0 0 0 0 0 0
## 0|2 8 50 111 19 0 0 0 0 0 0 0 0 0
## 0|3 5 19 44 65 0 0 0 0 0 0 0 0 0
## 1|0 0 0 0 0 16 4 0 0 0 0 0 0 0
## 1|1 0 1 0 0 9 90 1 0 0 0 0 0 0
## 1|2 0 0 0 0 5 48 76 11 0 0 0 0 0
## 1|3 0 0 0 0 0 1 10 36 0 0 0 0 0
## 2|0 0 0 0 0 0 0 0 0 11 1 0 0 1
## 2|1 0 1 0 0 0 0 0 0 13 108 24 1 0
## 2|2 0 0 0 0 0 0 0 0 0 2 14 0 0
## 2|3 0 0 0 0 0 0 0 0 0 0 15 32 12
## 2|4 0 0 0 0 0 0 0 0 0 0 1 7 26
##
## Overall Statistics
##
## Accuracy : 0.667
## 95% CI : (0.6384, 0.6947)
## No Information Rate : 0.1872
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.6283
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: 0|0 Class: 0|1 Class: 0|2 Class: 0|3
## Sensitivity 0.52564 0.5529 0.67273 0.76471
## Specificity 0.97386 0.9668 0.91860 0.93372
## Pos Pred Value 0.60294 0.7931 0.59043 0.48872
## Neg Pred Value 0.96453 0.9037 0.94150 0.97955
## Prevalence 0.07021 0.1872 0.14851 0.07651
## Detection Rate 0.03690 0.1035 0.09991 0.05851
## Detection Prevalence 0.06121 0.1305 0.16922 0.11971
## Balanced Accuracy 0.74975 0.7598 0.79567 0.84921
## Class: 1|0 Class: 1|1 Class: 1|2 Class: 1|3
## Sensitivity 0.5333 0.62937 0.87356 0.7660
## Specificity 0.9963 0.98864 0.93750 0.9897
## Pos Pred Value 0.8000 0.89109 0.54286 0.7660
## Neg Pred Value 0.9872 0.94752 0.98867 0.9897
## Prevalence 0.0270 0.12871 0.07831 0.0423
## Detection Rate 0.0144 0.08101 0.06841 0.0324
## Detection Prevalence 0.0180 0.09091 0.12601 0.0423
## Balanced Accuracy 0.7648 0.80900 0.90553 0.8778
## Class: 2|0 Class: 2|1 Class: 2|2 Class: 2|3
## Sensitivity 0.458333 0.97297 0.2593 0.80000
## Specificity 0.998160 0.96100 0.9981 0.97479
## Pos Pred Value 0.846154 0.73469 0.8750 0.54237
## Neg Pred Value 0.988160 0.99689 0.9635 0.99240
## Prevalence 0.021602 0.09991 0.0486 0.03600
## Detection Rate 0.009901 0.09721 0.0126 0.02880
## Detection Prevalence 0.011701 0.13231 0.0144 0.05311
## Balanced Accuracy 0.728247 0.96699 0.6287 0.88739
## Class: 2|4
## Sensitivity 0.6667
## Specificity 0.9925
## Pos Pred Value 0.7647
## Neg Pred Value 0.9879
## Prevalence 0.0351
## Detection Rate 0.0234
## Detection Prevalence 0.0306
## Balanced Accuracy 0.8296Models comparison
Building-only classifiers
ModelData <- resamples(list(KNN = knn_building_model, RF = rf_building_model, C50 = c50_building_model))
summary(ModelData)##
## Call:
## summary.resamples(object = ModelData)
##
## Models: KNN, RF, C50
## Number of resamples: 30
##
## Accuracy
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## KNN 0.9954842 0.9964877 0.9969895 0.9969235 0.9974925 0.9984955 0
## RF 0.9949850 0.9971149 0.9974925 0.9974921 0.9979940 0.9989975 0
## C50 0.9954842 0.9971160 0.9979945 0.9979268 0.9988714 1.0000000 0
##
## Kappa
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## KNN 0.9928895 0.9944715 0.9952621 0.9951629 0.9960560 0.9976354 0
## RF 0.9921034 0.9954669 0.9960550 0.9960565 0.9968446 0.9984233 0
## C50 0.9929112 0.9954676 0.9968488 0.9967418 0.9982264 1.0000000 0Building and Floor classifiers
ModelData <- resamples(list(KNN = knn_building_floor_model, RF = rf_building_floor_model, C50 = c50_building_floor_model))
summary(ModelData)##
## Call:
## summary.resamples(object = ModelData)
##
## Models: KNN, RF, C50
## Number of resamples: 30
##
## Accuracy
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## KNN 0.9514271 0.9559818 0.9598595 0.9589375 0.9612346 0.9674022 0
## RF 0.9653614 0.9684012 0.9698795 0.9702394 0.9718946 0.9754139 0
## C50 0.9568273 0.9623919 0.9651542 0.9648557 0.9677661 0.9739087 0
##
## Kappa
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## KNN 0.9469866 0.9519434 0.9561812 0.9551742 0.9576804 0.9644125 0
## RF 0.9621729 0.9654801 0.9671084 0.9675013 0.9693137 0.9731536 0
## C50 0.9528738 0.9589453 0.9619530 0.9616352 0.9648088 0.9715220 0